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Author SHA1 Message Date
Tobin South
8fda75ce49 Add aws-serverless to marketplace 2026-03-10 06:19:04 +00:00
Noah Zweben
205b6e0b30 Update webhook closed PR message link to clau.de (#500)
Replace the Google Forms link with the new plugin directory
submission link (https://clau.de/plugin-directory-submission).

https://claude.ai/code/session_01NxRDJKDvFR2d4wC4ppDEDT

Co-authored-by: Claude <noreply@anthropic.com>
2026-03-03 17:08:52 -08:00
Sam Fishman
b7c995dd3c Merge pull request #496 from anthropics/sfishman/ralph-loop-tool-use-fix
fix(ralph-loop): stop hook fails on tool_use blocks; leaks across sessions
2026-03-03 16:35:13 -08:00
sfishman
028eccf544 address review: bound grep to tail -n 100; restore explicit error paths
- Split pipeline into two steps (extract lines, then parse) mirroring the
  original structure.
- set +e around the jq call so failures reach the $? check instead of
  aborting under set -e.
- The "no text content" branch remains removed (that was the original bug —
  all-tool-use turns now correctly yield empty text and the loop continues).
2026-03-04 00:25:42 +00:00
sfishman
8644df9ad5 fix(ralph-loop): isolate loop state to the session that started it
The state file lives at .claude/ralph-loop.local.md — project-scoped,
not session-scoped. The plugin's Stop hook fires in every Claude Code
session open in that project directory. So if session A starts a loop,
session B's Stop events also find the state file and block, feeding A's
prompt into B and consuming A's iteration budget.

This was masked by the transcript-parsing bug fixed in the previous
commit: that bug deleted the state file on the first Stop in any
session, so neither session looped. Fixing it exposed the leak.

Fix: setup writes CLAUDE_CODE_SESSION_ID into the frontmatter; the hook
compares against .session_id from its stdin JSON and exits silently on
mismatch. State files without session_id (written by old setup scripts)
fall through to preserve existing behavior.
2026-03-02 22:52:00 +00:00
sfishman
adfc379663 fix(ralph-loop): stop hook fails when last assistant block is tool_use
Claude Code writes each assistant content block (text/tool_use/thinking)
as its own JSONL line. The hook's `grep role:assistant | tail -1` would
grab whichever block happened to be last — often tool_use — then jq's
text filter returned empty string, triggering the 'no text content' path
which deletes the state file and exits without blocking.

Net effect: the loop silently never fires. In one observed session, 62%
of assistant lines were tool_use-only; the hook deleted state on the
very first Stop event every time.

Fix: slurp all assistant lines with jq -rs, flatten to text blocks only,
take the last. Empty result is now non-fatal — no text means no <promise>
tag, so the loop continues. Also absorbs jq parse errors (control chars
in text) via || fallback instead of aborting under set -e.
2026-03-02 20:39:50 +00:00
Kenshiro Nakagawa
55b58ec6e5 Merge pull request #457 from anthropics/kenshiro/export-plugins-20260224
chore(skill-creator): update to latest skill-creator
2026-02-24 20:28:20 -08:00
Kenshiro Nakagawa
e05013d229 chore(skill-creator): update to latest skill-creator 2026-02-24 17:14:53 -08:00
Dickson Tsai
99e11d9592 Merge pull request #454 from anthropics/dickson/update-slack
Point slack plugin to Slack's official repo
2026-02-23 22:31:45 -08:00
Dickson Tsai
eb2cb95379 Point slack plugin to Slack's official repo 2026-02-23 21:32:54 -08:00
Tobin South
aa296ec81e Merge pull request #431 from anthropics/add-apache-licenses
Add Apache 2.0 LICENSE files to all internal plugins
2026-02-20 08:52:44 -08:00
Claude
6a1de6557f Add license note to main README 2026-02-20 01:13:43 +00:00
Claude
aecd4c852f Add Apache 2.0 LICENSE files to all internal plugins
- Added Apache 2.0 license to the root of each plugin directory
- Ensures compliance with open-source licensing requirements
2026-02-20 01:06:49 +00:00
Noah Zweben
8deab8460a Add qodo-skills plugin to marketplace (#421)
Co-authored-by: claude <noreply@anthropic.com>
2026-02-18 16:56:52 -08:00
Noah Zweben
4923f29e60 Add semgrep plugin to marketplace (#422)
Co-authored-by: claude <noreply@anthropic.com>
2026-02-18 16:42:14 -08:00
Kenshiro Nakagawa
452c387569 Merge pull request #411 from anthropics/kenshiro/add-skill-creator-to-marketplace
feat(marketplace): add skill-creator plugin to marketplace registry
2026-02-18 10:33:54 -08:00
Kenshiro Nakagawa
587fa33f31 feat(marketplace): add skill-creator plugin to marketplace registry 2026-02-18 10:17:46 -08:00
Kenshiro Nakagawa
ff736a6da8 Merge pull request #408 from anthropics/kenshiro/add-skill-creator-20260217
Add skill-creator plugin
2026-02-18 10:01:38 -08:00
Kenshiro Nakagawa
d7d9ed2006 fix(ci): skip frontmatter validation for files nested inside skill content
The detectFileType function matched any .md file under an agents/ or
commands/ directory, including those nested inside skill content (e.g.
plugins/foo/skills/bar/agents/). These are reference docs, not plugin
agent definitions. Only validate agents/ and commands/ at the plugin
root level.
2026-02-17 17:12:34 -08:00
Kenshiro Nakagawa
30975e61e3 Add skill-creator plugin 2026-02-17 17:07:09 -08:00
bhosmer-ant
261ce4fba4 Merge pull request #406 from anthropics/basil/slack-oauth-config
feat: update Slack plugin to HTTP transport with OAuth config
2026-02-17 15:27:13 -05:00
Basil Hosmer
86c54b5466 feat: update Slack plugin to HTTP transport with OAuth config
- Switch from SSE to HTTP transport
- Update URL from /sse to /mcp endpoint
- Add OAuth clientId and callbackPort for Claude Code auth flow
2026-02-17 15:07:52 -05:00
Noah Zweben
2cd88e7947 Add firecrawl plugin to marketplace (#352)
Co-authored-by: claude <noreply@anthropic.com>
2026-02-06 15:40:43 -08:00
Noah Zweben
92ece10156 Add sonatype-guide plugin to marketplace (#350)
Co-authored-by: claude <noreply@anthropic.com>
2026-02-06 12:59:56 -08:00
Dickson Tsai
236752ad9a Merge pull request #339 from anthropics/dickson/kebab-case-skill-names
Use lower-kebab-case for SKILL.md names in hookify and plugin-dev
2026-02-05 13:57:52 -08:00
Dickson Tsai
53b22ad532 Merge pull request #338 from anthropics/dickson/validate-frontmatter-ci
Add CI validation for YAML frontmatter in agent/skill/command files
2026-02-05 13:51:36 -08:00
Dickson Tsai
91736b9fd2 Merge pull request #337 from anthropics/fix/yaml-frontmatter-parsing-errors
Fix YAML frontmatter parsing errors in agent descriptions
2026-02-05 13:50:46 -08:00
Dickson Tsai
2438937b32 Use lower-kebab-case for SKILL.md names in hookify and plugin-dev
Skills and commands are now merged, so SKILL.md name fields surface
in the UI as slash commands. Upper Space names like 'Hook Development'
become '/Hook Development', which doesn't work since user-invoked
commands don't support spaces.

Rename all affected SKILL.md name fields to lower-kebab-case:
- hookify: Writing Hookify Rules -> writing-hookify-rules
- plugin-dev: Agent Development -> agent-development
- plugin-dev: Command Development -> command-development
- plugin-dev: Hook Development -> hook-development
- plugin-dev: MCP Integration -> mcp-integration
- plugin-dev: Plugin Settings -> plugin-settings
- plugin-dev: Plugin Structure -> plugin-structure
- plugin-dev: Skill Development -> skill-development

Also update references in plugin-dev/README.md.
2026-02-05 09:21:57 -08:00
Dickson Tsai
25617fd487 Add CI workflow to validate YAML frontmatter in PRs
Adds a GitHub Actions workflow that validates frontmatter in agent,
skill, and command .md files changed by a PR. Checks:

- Agents: name and description are present and parseable
- Skills: description is present (required for Skill tool discovery)
- Commands: description is present and parseable

The workflow only runs when PRs touch files in agents/, skills/, or
commands/ directories, and only validates the changed files.
2026-02-04 16:21:18 -08:00
Dickson Tsai
82d041227f Fix YAML frontmatter parsing errors in agent description fields
Use YAML block scalars (|) for multi-line description fields that contain
<example> blocks with colons and special characters. Without block scalars,
the YAML parser fails because it interprets lines like 'user:' and
'assistant:' as new key-value pairs.

Affected files:
- plugins/plugin-dev/agents/agent-creator.md
- plugins/plugin-dev/agents/skill-reviewer.md
- plugins/plugin-dev/agents/plugin-validator.md
- plugins/pr-review-toolkit/agents/code-simplifier.md
2026-02-04 15:59:39 -08:00
Thariq Shihipar
27d2b86d72 Merge pull request #308 from anthropics/thariq/artifact-open-browser
Rename artifact plugin to playground
2026-01-29 15:44:23 -08:00
Thariq Shihipar
fa865ab064 Update marketplace.json for playground rename 2026-01-29 15:34:48 -08:00
Thariq Shihipar
61d5cc60cd Merge pull request #307 from anthropics/thariq/artifact-open-browser
Add instruction to open artifact in browser after creation
2026-01-29 15:33:34 -08:00
Thariq Shihipar
4e459fbe74 Rename artifact plugin to playground 2026-01-29 15:24:01 -08:00
Thariq Shihipar
14aa27503d Add instruction to open artifact in browser after creation 2026-01-29 12:42:21 -08:00
Thariq Shihipar
64e3e0b88b Merge pull request #304 from anthropics/thariq/add-artifact-plugin
Add artifact plugin
2026-01-29 10:45:50 -08:00
Thariq Shihipar
54402a7c90 Replace writing-tool template with document-critique template
- Add document-critique.md template for review artifacts with
  approve/reject/comment workflow
- Remove writing-tool.md template
- Update SKILL.md to reference new template
2026-01-29 01:16:26 -08:00
Thariq Shihipar
09e3d78e31 Add code-map template to artifact skill 2026-01-29 01:01:59 -08:00
Thariq Shihipar
b7d10513cd Add diff-review template to artifact skill 2026-01-29 01:00:36 -08:00
Thariq Shihipar
21256d1605 Add artifact plugin
Adds a skill for creating interactive HTML artifacts — self-contained
single-file explorers with visual controls, live preview, and prompt
output with copy button.

Includes templates for:
- Design playgrounds (components, layouts, spacing, color, typography)
- Data explorers (SQL, APIs, pipelines, regex)
- Concept maps (learning, exploration, relationships)
- Writing tools (tone, structure, audience)
2026-01-29 00:27:35 -08:00
Noah Zweben
d49ad35586 Add coderabbit plugin to marketplace (#300)
CodeRabbit is a code review partner that provides external validation
using specialized AI architecture and 40+ integrated static analyzers.
It offers context-aware analysis and automatically incorporates project
guidelines into reviews.

Co-authored-by: Claude <noreply@anthropic.com>
2026-01-28 17:41:10 -08:00
Noah Zweben
2765dd65c9 Add posthog plugin to marketplace (#299)
Co-authored-by: Claude <noreply@anthropic.com>
2026-01-28 17:38:01 -08:00
isabella-anthropic
e30768372b Merge pull request #266 from anthropics/isabella/enablement-plugins
Merge slash commands and skills in claude-automation-recommender skill
2026-01-20 21:38:07 -08:00
Isabella He
146d4788ff merge slash commands and skills 2026-01-20 20:15:08 -08:00
isabella-anthropic
2c255a1bf3 Merge pull request #263 from anthropics/isabella/enablement-plugins
Claude Code Starter Package Plugins
2026-01-20 16:41:28 -08:00
Isabella He
6efe83162f fix plugin.json description 2026-01-20 13:11:06 -08:00
Isabella He
3c1e3212f6 add marketplace.json changes 2026-01-20 12:43:47 -08:00
Isabella He
7d5dcb6765 edit claude enablement plugins description 2026-01-20 12:28:33 -08:00
Isabella He
a86e34672c feat: add claude-code-setup and claude-md-management plugins 2026-01-16 14:34:43 -08:00
Tobin South
9627620588 Add plugin directory submission form link to README (#238)
Claude-Generated-By: Claude Code (cli/claude-opus-4-5=100%)
Claude-Steers: 1
Claude-Permission-Prompts: 1
Claude-Escapes: 0
2026-01-15 11:19:50 -08:00
Noah Zweben
ee2f726626 Add superpowers plugin to marketplace (#148)
- Added superpowers plugin entry to marketplace.json
- Plugin provides brainstorming, subagent driven development, code review, debugging, and TDD capabilities
- Plugin also teaches Claude how to author and test new skills

Co-authored-by: Claude <noreply@anthropic.com>
2026-01-14 18:03:36 -08:00
Noah Zweben
f70b65538d Add circleback plugin to marketplace (#209)
Co-authored-by: Claude <noreply@anthropic.com>
2026-01-12 15:05:15 -08:00
Boris Cherny
f1be96f0fb Merge pull request #183 from anthropics/boris/code-simplifier-plugin
Add code-simplifier plugin
2026-01-08 17:59:29 -08:00
Noah Zweben
48c6726985 Add huggingface-skills plugin to marketplace (#174)
Co-authored-by: Claude <noreply@anthropic.com>
2026-01-08 16:52:00 -08:00
Boris Cherny
ceb9b72b4c Add code-simplifier plugin
Adds a code simplification agent that:
- Simplifies and refines code for clarity and maintainability
- Preserves all functionality while improving code structure
- Follows project-specific best practices from CLAUDE.md
- Focuses on recently modified code unless instructed otherwise
2026-01-08 16:17:19 -08:00
Daisy S. Hollman
113b335d11 Merge pull request #161 from clackbib/habib/add_kotlin_lsp
Add Kotlin LSP plugin for code intelligence
2026-01-07 14:21:25 -08:00
Habib
2fee5cd9bf Add Kotlin LSP plugin for code intelligence
- Add kotlin-lsp entry to marketplace.json with support for .kt and .kts files
- Create README with installation instructions (brew install kotlin-lsp)
- Configure LSP server to use --stdio mode with 120s startup timeout
2026-01-07 15:06:39 -05:00
Noah Zweben
b97f6eadd9 Use collaborator permission check instead of org membership (#147) 2026-01-06 19:25:24 -08:00
Noah Zweben
76334d1f67 Add write permissions for external PR workflow (#143)
* Add write permissions for external PR workflow

* Use pulls.createReview instead of issues.createComment

* Revert to issues.createComment with proper permissions
2026-01-06 17:09:02 -08:00
Noah Zweben
44328beed4 Rename ralph-wiggum plugin to ralph-loop per legal guidance (#142)
- Rename plugin from "ralph-wiggum" to "ralph-loop" to avoid trademark concerns
- Update all internal references to use "Ralph Loop" as the prominent name
- Keep explanatory text noting it "implements the Ralph Wiggum technique" (allowed)
- Rename plugin directory from plugins/ralph-wiggum to plugins/ralph-loop
- Update marketplace.json with new plugin name and source path
- Update plugin-dev documentation references

This change follows legal's recommendation to replace "Wiggum" with "Loop"
in the plugin name while still explaining the technique origin.

Slack thread: https://anthropic.slack.com/archives/C09KU300P7F/p1767741142753959

Co-authored-by: Claude <noreply@anthropic.com>
2026-01-06 15:22:54 -08:00
Noah Zweben
6703e9f512 Add workflow to auto-close external PRs (#140)
* Add workflow to auto-close external PRs

* Update PR comment wording

* Add toggle to disable external PR check
2026-01-06 15:06:28 -08:00
Anthony Morris
bf48ae6c75 fix(ralph-wiggum): add :* to allowed-tools pattern to permit arguments (#138)
The allowed-tools pattern was missing :* suffix, causing permission check
failures when arguments were passed to the setup script via ```! block.

Fixes anthropics/claude-code#16398
2026-01-06 13:46:06 -08:00
Noah Zweben
883f2ba69e Add Pinecone vector database plugin to marketplace (#133)
Add new community plugin for Pinecone vector database integration,
enabling developers to manage vector indexes, query data, and build
RAG applications with Claude Code.

Co-authored-by: Claude <noreply@anthropic.com>
2026-01-06 11:36:19 -08:00
Noah Zweben
dbc4a7733c Add README and setup documentation for Greptile plugin (#122)
Claude-Generated-By: Claude Code (cli/claude-opus-4-5=100%)
Claude-Steers: 2
Claude-Permission-Prompts: 4
Claude-Escapes: 0
2026-01-05 21:15:35 -08:00
Anthony Morris
15b07b46da Merge pull request #114 from anthropics/fix/ralph-wiggum-newline-error
fix(ralph-wiggum): move multi-line bash from command to setup script
2026-01-04 23:16:39 -08:00
110 changed files with 15561 additions and 197 deletions

View File

@@ -167,6 +167,29 @@
}
}
},
{
"name": "kotlin-lsp",
"description": "Kotlin language server for code intelligence",
"version": "1.0.0",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
},
"source": "./plugins/kotlin-lsp",
"category": "development",
"strict": false,
"lspServers": {
"kotlin-lsp": {
"command": "kotlin-lsp",
"args": ["--stdio"],
"extensionToLanguage": {
".kt": "kotlin",
".kts": "kotlin"
},
"startupTimeout" : 120000
}
}
},
{
"name": "csharp-lsp",
"description": "C# language server for code intelligence",
@@ -294,6 +317,17 @@
"category": "productivity",
"homepage": "https://github.com/anthropics/claude-plugins-public/tree/main/plugins/code-review"
},
{
"name": "code-simplifier",
"description": "Agent that simplifies and refines code for clarity, consistency, and maintainability while preserving functionality. Focuses on recently modified code.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
},
"source": "./plugins/code-simplifier",
"category": "productivity",
"homepage": "https://github.com/anthropics/claude-plugins-official/tree/main/plugins/code-simplifier"
},
{
"name": "explanatory-output-style",
"description": "Adds educational insights about implementation choices and codebase patterns (mimics the deprecated Explanatory output style)",
@@ -328,15 +362,26 @@
"homepage": "https://github.com/anthropics/claude-plugins-public/tree/main/plugins/frontend-design"
},
{
"name": "ralph-wiggum",
"description": "Interactive self-referential AI loops for iterative development. Claude works on the same task repeatedly, seeing its previous work, until completion.",
"name": "playground",
"description": "Creates interactive HTML playgrounds — self-contained single-file explorers with visual controls, live preview, and prompt output with copy button. Includes templates for design playgrounds, data explorers, concept maps, and document critique.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
},
"source": "./plugins/ralph-wiggum",
"source": "./plugins/playground",
"category": "development",
"homepage": "https://github.com/anthropics/claude-plugins-public/tree/main/plugins/ralph-wiggum"
"homepage": "https://github.com/anthropics/claude-plugins-official/tree/main/plugins/playground"
},
{
"name": "ralph-loop",
"description": "Interactive self-referential AI loops for iterative development, implementing the Ralph Wiggum technique. Claude works on the same task repeatedly, seeing its previous work, until completion.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
},
"source": "./plugins/ralph-loop",
"category": "development",
"homepage": "https://github.com/anthropics/claude-plugins-public/tree/main/plugins/ralph-loop"
},
{
"name": "hookify",
@@ -360,6 +405,39 @@
"category": "development",
"homepage": "https://github.com/anthropics/claude-plugins-public/tree/main/plugins/plugin-dev"
},
{
"name": "claude-code-setup",
"description": "Analyze codebases and recommend tailored Claude Code automations such as hooks, skills, MCP servers, and subagents.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
},
"source": "./plugins/claude-code-setup",
"category": "productivity",
"homepage": "https://github.com/anthropics/claude-plugins-official/tree/main/plugins/claude-code-setup"
},
{
"name": "claude-md-management",
"description": "Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
},
"source": "./plugins/claude-md-management",
"category": "productivity",
"homepage": "https://github.com/anthropics/claude-plugins-official/tree/main/plugins/claude-md-management"
},
{
"name": "skill-creator",
"description": "Create new skills, improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, or benchmark skill performance with variance analysis.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
},
"source": "./plugins/skill-creator",
"category": "development",
"homepage": "https://github.com/anthropics/claude-plugins-official/tree/main/plugins/skill-creator"
},
{
"name": "greptile",
"description": "AI-powered codebase search and understanding. Query your repositories using natural language to find relevant code, understand dependencies, and get contextual answers about your codebase architecture.",
@@ -468,8 +546,11 @@
"name": "slack",
"description": "Slack workspace integration. Search messages, access channels, read threads, and stay connected with your team's communications while coding. Find relevant discussions and context quickly.",
"category": "productivity",
"source": "./external_plugins/slack",
"homepage": "https://github.com/anthropics/claude-plugins-public/tree/main/external_plugins/slack"
"source": {
"source": "url",
"url": "https://github.com/slackapi/slack-mcp-plugin.git"
},
"homepage": "https://github.com/slackapi/slack-mcp-plugin/tree/main"
},
{
"name": "vercel",
@@ -502,6 +583,119 @@
"source": "./external_plugins/context7",
"homepage": "https://github.com/anthropics/claude-plugins-public/tree/main/external_plugins/context7",
"tags": ["community-managed"]
},
{
"name": "pinecone",
"description": "Pinecone vector database integration. Streamline your Pinecone development with powerful tools for managing vector indexes, querying data, and rapid prototyping. Use slash commands like /quickstart to generate AGENTS.md files and initialize Python projects and /query to quickly explore indexes. Access the Pinecone MCP server for creating, describing, upserting and querying indexes with Claude. Perfect for developers building semantic search, RAG applications, recommendation systems, and other vector-based applications with Pinecone.",
"category": "database",
"source": {
"source": "url",
"url": "https://github.com/pinecone-io/pinecone-claude-code-plugin.git"
},
"homepage": "https://github.com/pinecone-io/pinecone-claude-code-plugin"
},
{
"name": "huggingface-skills",
"description": "Build, train, evaluate, and use open source AI models, datasets, and spaces.",
"category": "development",
"source": {
"source": "url",
"url": "https://github.com/huggingface/skills.git"
},
"homepage": "https://github.com/huggingface/skills.git"
},
{
"name": "circleback",
"description": "Circleback conversational context integration. Search and access meetings, emails, calendar events, and more.",
"category": "productivity",
"source": {
"source": "url",
"url": "https://github.com/circlebackai/claude-code-plugin.git"
},
"homepage": "https://github.com/circlebackai/claude-code-plugin.git"
},
{
"name": "superpowers",
"description": "Superpowers teaches Claude brainstorming, subagent driven development with built in code review, systematic debugging, and red/green TDD. Additionally, it teaches Claude how to author and test new skills.",
"category": "development",
"source": {
"source": "url",
"url": "https://github.com/obra/superpowers.git"
},
"homepage": "https://github.com/obra/superpowers.git"
},
{
"name": "posthog",
"description": "Connect Claude Code to your PostHog analytics platform. Query insights, manage feature flags, run A/B experiments, track errors, and analyze LLM costs all through natural language. The plugin provides 10 slash commands for common workflows and full access to PostHog's MCP tools. Ask questions like \"What are my top errors?\" or \"Create a feature flag for 50% of users\" and Claude handles the API calls. Supports OAuth authentication, EU and US cloud regions, and self-hosted instances.",
"category": "monitoring",
"source": {
"source": "url",
"url": "https://github.com/PostHog/posthog-for-claude.git"
},
"homepage": "https://github.com/PostHog/posthog-for-claude.git"
},
{
"name": "coderabbit",
"description": "Your code review partner. CodeRabbit provides external validation using a specialized AI architecture and 40+ integrated static analyzers—offering a different perspective that catches bugs, security vulnerabilities, logic errors, and edge cases. Context-aware analysis via AST parsing and codegraph relationships. Automatically incorporates CLAUDE.md and project coding guidelines into reviews. Useful after writing or modifying code, before commits, when implementing complex or security-sensitive logic, or when a second opinion would increase confidence in the changes. Returns specific findings with suggested fixes that can be applied immediately. Free to use.",
"category": "productivity",
"source": {
"source": "url",
"url": "https://github.com/coderabbitai/claude-plugin.git"
},
"homepage": "https://github.com/coderabbitai/claude-plugin.git"
},
{
"name": "sonatype-guide",
"description": "Sonatype Guide MCP server for software supply chain intelligence and dependency security. Analyze dependencies for vulnerabilities, get secure version recommendations, and check component quality metrics.",
"category": "security",
"source": {
"source": "url",
"url": "https://github.com/sonatype/sonatype-guide-claude-plugin.git"
},
"homepage": "https://github.com/sonatype/sonatype-guide-claude-plugin.git"
},
{
"name": "firecrawl",
"description": "Web scraping and crawling powered by Firecrawl. Turn any website into clean, LLM-ready markdown or structured data. Scrape single pages, crawl entire sites, search the web, and extract structured information. Includes an AI agent for autonomous multi-source data gathering - just describe what you need and it finds, navigates, and extracts automatically.",
"category": "development",
"source": {
"source": "url",
"url": "https://github.com/firecrawl/firecrawl-claude-plugin.git"
},
"homepage": "https://github.com/firecrawl/firecrawl-claude-plugin.git"
},
{
"name": "qodo-skills",
"description": "Qodo Skills provides a curated library of reusable AI agent capabilities that extend Claude's functionality for software development workflows. Each skill is designed to integrate seamlessly into your development process, enabling tasks like code quality checks, automated testing, security scanning, and compliance validation. Skills operate across your entire SDLC—from IDE to CI/CD—ensuring consistent standards and catching issues early.",
"category": "development",
"source": {
"source": "url",
"url": "https://github.com/qodo-ai/qodo-skills.git",
"sha": "623eb4ed4364d8111f9a9132a791d7497d814b6a"
},
"homepage": "https://github.com/qodo-ai/qodo-skills.git"
},
{
"name": "semgrep",
"description": "Semgrep catches security vulnerabilities in real-time and guides Claude to write secure code from the start.",
"category": "security",
"source": {
"source": "url",
"url": "https://github.com/semgrep/mcp-marketplace.git"
},
"homepage": "https://github.com/semgrep/mcp-marketplace.git"
},
{
"name": "aws-serverless",
"description": "Design, build, deploy, test, and debug serverless applications with AWS Serverless services.",
"category": "development",
"source": {
"source": "git-subdir",
"url": "https://github.com/awslabs/agent-plugins.git",
"path": "plugins/aws-serverless",
"ref": "main"
},
"homepage": "https://github.com/awslabs/agent-plugins"
}
]
}

277
.github/scripts/validate-frontmatter.ts vendored Normal file
View File

@@ -0,0 +1,277 @@
#!/usr/bin/env bun
/**
* Validates YAML frontmatter in agent, skill, and command .md files.
*
* Usage:
* bun validate-frontmatter.ts # scan current directory
* bun validate-frontmatter.ts /path/to/dir # scan specific directory
* bun validate-frontmatter.ts file1.md file2.md # validate specific files
*/
import { parse as parseYaml } from "yaml";
import { readdir, readFile } from "fs/promises";
import { basename, join, relative, resolve } from "path";
// Characters that require quoting in YAML values when unquoted:
// {} [] flow indicators, * anchor/alias, & anchor, # comment,
// ! tag, | > block scalars, % directive, @ ` reserved
const YAML_SPECIAL_CHARS = /[{}[\]*&#!|>%@`]/;
const FRONTMATTER_REGEX = /^---\s*\n([\s\S]*?)---\s*\n?/;
/**
* Pre-process frontmatter text to quote values containing special YAML
* characters. This allows glob patterns like **\/*.{ts,tsx} to parse.
*/
function quoteSpecialValues(text: string): string {
const lines = text.split("\n");
const result: string[] = [];
for (const line of lines) {
const match = line.match(/^([a-zA-Z_-]+):\s+(.+)$/);
if (match) {
const [, key, value] = match;
if (!key || !value) {
result.push(line);
continue;
}
// Skip already-quoted values
if (
(value.startsWith('"') && value.endsWith('"')) ||
(value.startsWith("'") && value.endsWith("'"))
) {
result.push(line);
continue;
}
if (YAML_SPECIAL_CHARS.test(value)) {
const escaped = value.replace(/\\/g, "\\\\").replace(/"/g, '\\"');
result.push(`${key}: "${escaped}"`);
continue;
}
}
result.push(line);
}
return result.join("\n");
}
interface ParseResult {
frontmatter: Record<string, unknown>;
content: string;
error?: string;
}
function parseFrontmatter(markdown: string): ParseResult {
const match = markdown.match(FRONTMATTER_REGEX);
if (!match) {
return {
frontmatter: {},
content: markdown,
error: "No frontmatter found",
};
}
const frontmatterText = quoteSpecialValues(match[1] || "");
const content = markdown.slice(match[0].length);
try {
const parsed = parseYaml(frontmatterText);
if (parsed && typeof parsed === "object" && !Array.isArray(parsed)) {
return { frontmatter: parsed as Record<string, unknown>, content };
}
return {
frontmatter: {},
content,
error: `YAML parsed but result is not an object (got ${typeof parsed}${Array.isArray(parsed) ? " array" : ""})`,
};
} catch (err) {
return {
frontmatter: {},
content,
error: `YAML parse failed: ${err instanceof Error ? err.message : err}`,
};
}
}
// --- Validation ---
type FileType = "agent" | "skill" | "command";
interface ValidationIssue {
level: "error" | "warning";
message: string;
}
function validateAgent(
frontmatter: Record<string, unknown>
): ValidationIssue[] {
const issues: ValidationIssue[] = [];
if (!frontmatter["name"] || typeof frontmatter["name"] !== "string") {
issues.push({ level: "error", message: 'Missing required "name" field' });
}
if (
!frontmatter["description"] ||
typeof frontmatter["description"] !== "string"
) {
issues.push({
level: "error",
message: 'Missing required "description" field',
});
}
return issues;
}
function validateSkill(
frontmatter: Record<string, unknown>
): ValidationIssue[] {
const issues: ValidationIssue[] = [];
if (!frontmatter["description"] && !frontmatter["when_to_use"]) {
issues.push({
level: "error",
message: 'Missing required "description" field',
});
}
return issues;
}
function validateCommand(
frontmatter: Record<string, unknown>
): ValidationIssue[] {
const issues: ValidationIssue[] = [];
if (
!frontmatter["description"] ||
typeof frontmatter["description"] !== "string"
) {
issues.push({
level: "error",
message: 'Missing required "description" field',
});
}
return issues;
}
// --- File type detection ---
function detectFileType(filePath: string): FileType | null {
// Only match agents/ and commands/ at the plugin root level, not nested
// inside skill content (e.g. plugins/foo/skills/bar/agents/ is skill content,
// not an agent definition).
const inSkillContent = /\/skills\/[^/]+\//.test(filePath);
if (filePath.includes("/agents/") && !inSkillContent) return "agent";
if (filePath.includes("/skills/") && basename(filePath) === "SKILL.md")
return "skill";
if (filePath.includes("/commands/") && !inSkillContent) return "command";
return null;
}
// --- File discovery ---
async function findMdFiles(
baseDir: string
): Promise<{ path: string; type: FileType }[]> {
const results: { path: string; type: FileType }[] = [];
async function walk(dir: string) {
const entries = await readdir(dir, { withFileTypes: true });
for (const entry of entries) {
const fullPath = join(dir, entry.name);
if (entry.isDirectory()) {
await walk(fullPath);
} else if (entry.name.endsWith(".md")) {
const type = detectFileType(fullPath);
if (type) {
results.push({ path: fullPath, type });
}
}
}
}
await walk(baseDir);
return results;
}
// --- Main ---
async function main() {
const args = process.argv.slice(2);
let files: { path: string; type: FileType }[];
let baseDir: string;
if (args.length > 0 && args.every((a) => a.endsWith(".md"))) {
baseDir = process.cwd();
files = [];
for (const arg of args) {
const fullPath = resolve(arg);
const type = detectFileType(fullPath);
if (type) {
files.push({ path: fullPath, type });
}
}
} else {
baseDir = args[0] || process.cwd();
files = await findMdFiles(baseDir);
}
let totalErrors = 0;
let totalWarnings = 0;
console.log(`Validating ${files.length} frontmatter files...\n`);
for (const { path: filePath, type } of files) {
const rel = relative(baseDir, filePath);
const content = await readFile(filePath, "utf-8");
const result = parseFrontmatter(content);
const issues: ValidationIssue[] = [];
if (result.error) {
issues.push({ level: "error", message: result.error });
}
if (!result.error) {
switch (type) {
case "agent":
issues.push(...validateAgent(result.frontmatter));
break;
case "skill":
issues.push(...validateSkill(result.frontmatter));
break;
case "command":
issues.push(...validateCommand(result.frontmatter));
break;
}
}
if (issues.length > 0) {
console.log(`${rel} (${type})`);
for (const issue of issues) {
const prefix = issue.level === "error" ? " ERROR" : " WARN ";
console.log(`${prefix}: ${issue.message}`);
if (issue.level === "error") totalErrors++;
else totalWarnings++;
}
console.log();
}
}
console.log("---");
console.log(
`Validated ${files.length} files: ${totalErrors} errors, ${totalWarnings} warnings`
);
if (totalErrors > 0) {
process.exit(1);
}
}
main().catch((err) => {
console.error("Fatal error:", err);
process.exit(2);
});

View File

@@ -0,0 +1,47 @@
name: Close External PRs
on:
pull_request_target:
types: [opened]
permissions:
pull-requests: write
issues: write
jobs:
check-membership:
if: vars.DISABLE_EXTERNAL_PR_CHECK != 'true'
runs-on: ubuntu-latest
steps:
- name: Check if author has write access
uses: actions/github-script@v7
with:
script: |
const author = context.payload.pull_request.user.login;
const { data } = await github.rest.repos.getCollaboratorPermissionLevel({
owner: context.repo.owner,
repo: context.repo.repo,
username: author
});
if (['admin', 'write'].includes(data.permission)) {
console.log(`${author} has ${data.permission} access, allowing PR`);
return;
}
console.log(`${author} has ${data.permission} access, closing PR`);
await github.rest.issues.createComment({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: context.payload.pull_request.number,
body: `Thanks for your interest! This repo only accepts contributions from Anthropic team members. If you'd like to submit a plugin to the marketplace, please submit your plugin [here](https://clau.de/plugin-directory-submission).`
});
await github.rest.pulls.update({
owner: context.repo.owner,
repo: context.repo.repo,
pull_number: context.payload.pull_request.number,
state: 'closed'
});

View File

@@ -0,0 +1,34 @@
name: Validate Frontmatter
on:
pull_request:
paths:
- '**/agents/*.md'
- '**/skills/*/SKILL.md'
- '**/commands/*.md'
jobs:
validate:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: oven-sh/setup-bun@v2
- name: Install dependencies
run: cd .github/scripts && bun install yaml
- name: Get changed frontmatter files
id: changed
run: |
FILES=$(gh pr diff ${{ github.event.pull_request.number }} --name-only | grep -E '(agents/.*\.md|skills/.*/SKILL\.md|commands/.*\.md)$' || true)
echo "files<<EOF" >> "$GITHUB_OUTPUT"
echo "$FILES" >> "$GITHUB_OUTPUT"
echo "EOF" >> "$GITHUB_OUTPUT"
env:
GH_TOKEN: ${{ github.token }}
- name: Validate frontmatter
if: steps.changed.outputs.files != ''
run: |
echo "${{ steps.changed.outputs.files }}" | xargs bun .github/scripts/validate-frontmatter.ts

View File

@@ -25,7 +25,7 @@ Internal plugins are developed by Anthropic team members. See `/plugins/example-
### External Plugins
Third-party partners can submit plugins for inclusion in the marketplace. External plugins must meet quality and security standards for approval.
Third-party partners can submit plugins for inclusion in the marketplace. External plugins must meet quality and security standards for approval. To submit a new plugin, use the [plugin directory submission form](https://clau.de/plugin-directory-submission).
## Plugin Structure
@@ -42,6 +42,10 @@ plugin-name/
└── README.md # Documentation
```
## License
Please see each linked plugin for the relevant LICENSE file.
## Documentation
For more information on developing Claude Code plugins, see the [official documentation](https://code.claude.com/docs/en/plugins).

View File

@@ -1,7 +1,10 @@
{
"name": "greptile",
"description": "AI-powered codebase search and understanding. Query your repositories using natural language to find relevant code, understand dependencies, and get contextual answers about your codebase architecture.",
"description": "AI code review agent for GitHub and GitLab. View and resolve Greptile's PR review comments directly from Claude Code.",
"author": {
"name": "Greptile"
}
"name": "Greptile",
"url": "https://greptile.com"
},
"homepage": "https://greptile.com/docs",
"keywords": ["code-review", "pull-requests", "github", "gitlab", "ai"]
}

View File

@@ -0,0 +1,57 @@
# Greptile
[Greptile](https://greptile.com) is an AI code review agent for GitHub and GitLab that automatically reviews pull requests. This plugin connects Claude Code to your Greptile account, letting you view and resolve Greptile's review comments directly from your terminal.
## Setup
### 1. Create a Greptile Account
Sign up at [greptile.com](https://greptile.com) and connect your GitHub or GitLab repositories.
### 2. Get Your API Key
1. Go to [API Settings](https://app.greptile.com/settings/api)
2. Generate a new API key
3. Copy the key
### 3. Set Environment Variable
Add to your shell profile (`.bashrc`, `.zshrc`, etc.):
```bash
export GREPTILE_API_KEY="your-api-key-here"
```
Then reload your shell or run `source ~/.zshrc`.
## Available Tools
### Pull Request Tools
- `list_pull_requests` - List PRs with optional filtering by repo, branch, author, or state
- `get_merge_request` - Get detailed PR info including review analysis
- `list_merge_request_comments` - Get all comments on a PR with filtering options
### Code Review Tools
- `list_code_reviews` - List code reviews with optional filtering
- `get_code_review` - Get detailed code review information
- `trigger_code_review` - Start a new Greptile review on a PR
### Comment Search
- `search_greptile_comments` - Search across all Greptile review comments
### Custom Context Tools
- `list_custom_context` - List your organization's coding patterns and rules
- `get_custom_context` - Get details for a specific pattern
- `search_custom_context` - Search patterns by content
- `create_custom_context` - Create a new coding pattern
## Example Usage
Ask Claude Code to:
- "Show me Greptile's comments on my current PR and help me resolve them"
- "What issues did Greptile find on PR #123?"
- "Trigger a Greptile review on this branch"
## Documentation
For more information, visit [greptile.com/docs](https://greptile.com/docs).

View File

@@ -1,6 +1,10 @@
{
"slack": {
"type": "sse",
"url": "https://mcp.slack.com/sse"
"type": "http",
"url": "https://mcp.slack.com/mcp",
"oauth": {
"clientId": "1601185624273.8899143856786",
"callbackPort": 3118
}
}
}

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
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the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
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(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
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of this License, Derivative Works shall not include works that remain
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APPENDIX: How to apply the Apache License to your work.
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202
plugins/clangd-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
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APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
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View File

@@ -0,0 +1,9 @@
{
"name": "claude-code-setup",
"description": "Analyze codebases and recommend tailored Claude Code automations such as hooks, skills, MCP servers, and subagents.",
"version": "1.0.0",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
}
}

View File

@@ -0,0 +1,202 @@
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View File

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# Claude Code Setup Plugin
Analyze codebases and recommend tailored Claude Code automations - hooks, skills, MCP servers, and more.
## What It Does
Claude uses this skill to scan your codebase and recommend the top 1-2 automations in each category:
- **MCP Servers** - External integrations (context7 for docs, Playwright for frontend)
- **Skills** - Packaged expertise (Plan agent, frontend-design)
- **Hooks** - Automatic actions (auto-format, auto-lint, block sensitive files)
- **Subagents** - Specialized reviewers (security, performance, accessibility)
- **Slash Commands** - Quick workflows (/test, /pr-review, /explain)
This skill is **read-only** - it analyzes but doesn't modify files.
## Usage
```
"recommend automations for this project"
"help me set up Claude Code"
"what hooks should I use?"
```
<img src="automation-recommender-example.png" alt="Automation recommender analyzing a codebase and providing tailored recommendations" width="600">
## Author
Isabella He (isabella@anthropic.com)

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---
name: claude-automation-recommender
description: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.
tools: Read, Glob, Grep, Bash
---
# Claude Automation Recommender
Analyze codebase patterns to recommend tailored Claude Code automations across all extensibility options.
**This skill is read-only.** It analyzes the codebase and outputs recommendations. It does NOT create or modify any files. Users implement the recommendations themselves or ask Claude separately to help build them.
## Output Guidelines
- **Recommend 1-2 of each type**: Don't overwhelm - surface the top 1-2 most valuable automations per category
- **If user asks for a specific type**: Focus only on that type and provide more options (3-5 recommendations)
- **Go beyond the reference lists**: The reference files contain common patterns, but use web search to find recommendations specific to the codebase's tools, frameworks, and libraries
- **Tell users they can ask for more**: End by noting they can request more recommendations for any specific category
## Automation Types Overview
| Type | Best For |
|------|----------|
| **Hooks** | Automatic actions on tool events (format on save, lint, block edits) |
| **Subagents** | Specialized reviewers/analyzers that run in parallel |
| **Skills** | Packaged expertise, workflows, and repeatable tasks (invoked by Claude or user via `/skill-name`) |
| **Plugins** | Collections of skills that can be installed |
| **MCP Servers** | External tool integrations (databases, APIs, browsers, docs) |
## Workflow
### Phase 1: Codebase Analysis
Gather project context:
```bash
# Detect project type and tools
ls -la package.json pyproject.toml Cargo.toml go.mod pom.xml 2>/dev/null
cat package.json 2>/dev/null | head -50
# Check dependencies for MCP server recommendations
cat package.json 2>/dev/null | grep -E '"(react|vue|angular|next|express|fastapi|django|prisma|supabase|stripe)"'
# Check for existing Claude Code config
ls -la .claude/ CLAUDE.md 2>/dev/null
# Analyze project structure
ls -la src/ app/ lib/ tests/ components/ pages/ api/ 2>/dev/null
```
**Key Indicators to Capture:**
| Category | What to Look For | Informs Recommendations For |
|----------|------------------|----------------------------|
| Language/Framework | package.json, pyproject.toml, import patterns | Hooks, MCP servers |
| Frontend stack | React, Vue, Angular, Next.js | Playwright MCP, frontend skills |
| Backend stack | Express, FastAPI, Django | API documentation tools |
| Database | Prisma, Supabase, raw SQL | Database MCP servers |
| External APIs | Stripe, OpenAI, AWS SDKs | context7 MCP for docs |
| Testing | Jest, pytest, Playwright configs | Testing hooks, subagents |
| CI/CD | GitHub Actions, CircleCI | GitHub MCP server |
| Issue tracking | Linear, Jira references | Issue tracker MCP |
| Docs patterns | OpenAPI, JSDoc, docstrings | Documentation skills |
### Phase 2: Generate Recommendations
Based on analysis, generate recommendations across all categories:
#### A. MCP Server Recommendations
See [references/mcp-servers.md](references/mcp-servers.md) for detailed patterns.
| Codebase Signal | Recommended MCP Server |
|-----------------|------------------------|
| Uses popular libraries (React, Express, etc.) | **context7** - Live documentation lookup |
| Frontend with UI testing needs | **Playwright** - Browser automation/testing |
| Uses Supabase | **Supabase MCP** - Direct database operations |
| PostgreSQL/MySQL database | **Database MCP** - Query and schema tools |
| GitHub repository | **GitHub MCP** - Issues, PRs, actions |
| Uses Linear for issues | **Linear MCP** - Issue management |
| AWS infrastructure | **AWS MCP** - Cloud resource management |
| Slack workspace | **Slack MCP** - Team notifications |
| Memory/context persistence | **Memory MCP** - Cross-session memory |
| Sentry error tracking | **Sentry MCP** - Error investigation |
| Docker containers | **Docker MCP** - Container management |
#### B. Skills Recommendations
See [references/skills-reference.md](references/skills-reference.md) for details.
Create skills in `.claude/skills/<name>/SKILL.md`. Some are also available via plugins:
| Codebase Signal | Skill | Plugin |
|-----------------|-------|--------|
| Building plugins | skill-development | plugin-dev |
| Git commits | commit | commit-commands |
| React/Vue/Angular | frontend-design | frontend-design |
| Automation rules | writing-rules | hookify |
| Feature planning | feature-dev | feature-dev |
**Custom skills to create** (with templates, scripts, examples):
| Codebase Signal | Skill to Create | Invocation |
|-----------------|-----------------|------------|
| API routes | **api-doc** (with OpenAPI template) | Both |
| Database project | **create-migration** (with validation script) | User-only |
| Test suite | **gen-test** (with example tests) | User-only |
| Component library | **new-component** (with templates) | User-only |
| PR workflow | **pr-check** (with checklist) | User-only |
| Releases | **release-notes** (with git context) | User-only |
| Code style | **project-conventions** | Claude-only |
| Onboarding | **setup-dev** (with prereq script) | User-only |
#### C. Hooks Recommendations
See [references/hooks-patterns.md](references/hooks-patterns.md) for configurations.
| Codebase Signal | Recommended Hook |
|-----------------|------------------|
| Prettier configured | PostToolUse: auto-format on edit |
| ESLint/Ruff configured | PostToolUse: auto-lint on edit |
| TypeScript project | PostToolUse: type-check on edit |
| Tests directory exists | PostToolUse: run related tests |
| `.env` files present | PreToolUse: block `.env` edits |
| Lock files present | PreToolUse: block lock file edits |
| Security-sensitive code | PreToolUse: require confirmation |
#### D. Subagent Recommendations
See [references/subagent-templates.md](references/subagent-templates.md) for templates.
| Codebase Signal | Recommended Subagent |
|-----------------|---------------------|
| Large codebase (>500 files) | **code-reviewer** - Parallel code review |
| Auth/payments code | **security-reviewer** - Security audits |
| API project | **api-documenter** - OpenAPI generation |
| Performance critical | **performance-analyzer** - Bottleneck detection |
| Frontend heavy | **ui-reviewer** - Accessibility review |
| Needs more tests | **test-writer** - Test generation |
#### E. Plugin Recommendations
See [references/plugins-reference.md](references/plugins-reference.md) for available plugins.
| Codebase Signal | Recommended Plugin |
|-----------------|-------------------|
| General productivity | **anthropic-agent-skills** - Core skills bundle |
| Document workflows | Install docx, xlsx, pdf skills |
| Frontend development | **frontend-design** plugin |
| Building AI tools | **mcp-builder** for MCP development |
### Phase 3: Output Recommendations Report
Format recommendations clearly. **Only include 1-2 recommendations per category** - the most valuable ones for this specific codebase. Skip categories that aren't relevant.
```markdown
## Claude Code Automation Recommendations
I've analyzed your codebase and identified the top automations for each category. Here are my top 1-2 recommendations per type:
### Codebase Profile
- **Type**: [detected language/runtime]
- **Framework**: [detected framework]
- **Key Libraries**: [relevant libraries detected]
---
### 🔌 MCP Servers
#### context7
**Why**: [specific reason based on detected libraries]
**Install**: `claude mcp add context7`
---
### 🎯 Skills
#### [skill name]
**Why**: [specific reason]
**Create**: `.claude/skills/[name]/SKILL.md`
**Invocation**: User-only / Both / Claude-only
**Also available in**: [plugin-name] plugin (if applicable)
```yaml
---
name: [skill-name]
description: [what it does]
disable-model-invocation: true # for user-only
---
```
---
### ⚡ Hooks
#### [hook name]
**Why**: [specific reason based on detected config]
**Where**: `.claude/settings.json`
---
### 🤖 Subagents
#### [agent name]
**Why**: [specific reason based on codebase patterns]
**Where**: `.claude/agents/[name].md`
---
**Want more?** Ask for additional recommendations for any specific category (e.g., "show me more MCP server options" or "what other hooks would help?").
**Want help implementing any of these?** Just ask and I can help you set up any of the recommendations above.
```
## Decision Framework
### When to Recommend MCP Servers
- External service integration needed (databases, APIs)
- Documentation lookup for libraries/SDKs
- Browser automation or testing
- Team tool integration (GitHub, Linear, Slack)
- Cloud infrastructure management
### When to Recommend Skills
- Document generation (docx, xlsx, pptx, pdf — also in plugins)
- Frequently repeated prompts or workflows
- Project-specific tasks with arguments
- Applying templates or scripts to tasks (skills can bundle supporting files)
- Quick actions invoked with `/skill-name`
- Workflows that should run in isolation (`context: fork`)
**Invocation control:**
- `disable-model-invocation: true` — User-only (for side effects: deploy, commit, send)
- `user-invocable: false` — Claude-only (for background knowledge)
- Default (omit both) — Both can invoke
### When to Recommend Hooks
- Repetitive post-edit actions (formatting, linting)
- Protection rules (block sensitive file edits)
- Validation checks (tests, type checks)
### When to Recommend Subagents
- Specialized expertise needed (security, performance)
- Parallel review workflows
- Background quality checks
### When to Recommend Plugins
- Need multiple related skills
- Want pre-packaged automation bundles
- Team-wide standardization
---
## Configuration Tips
### MCP Server Setup
**Team sharing**: Check `.mcp.json` into repo so entire team gets same MCP servers
**Debugging**: Use `--mcp-debug` flag to identify configuration issues
**Prerequisites to recommend:**
- GitHub CLI (`gh`) - enables native GitHub operations
- Puppeteer/Playwright CLI - for browser MCP servers
### Headless Mode (for CI/Automation)
Recommend headless Claude for automated pipelines:
```bash
# Pre-commit hook example
claude -p "fix lint errors in src/" --allowedTools Edit,Write
# CI pipeline with structured output
claude -p "<prompt>" --output-format stream-json | your_command
```
### Permissions for Hooks
Configure allowed tools in `.claude/settings.json`:
```json
{
"permissions": {
"allow": ["Edit", "Write", "Bash(npm test:*)", "Bash(git commit:*)"]
}
}
```

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# Hooks Recommendations
Hooks automatically run commands in response to Claude Code events. They're ideal for enforcement and automation that should happen consistently.
**Note**: These are common patterns. Use web search to find hooks for tools/frameworks not listed here to recommend the best hooks for the user.
## Auto-Formatting Hooks
### Prettier (JavaScript/TypeScript)
| Detection | File Exists |
|-----------|-------------|
| `.prettierrc`, `.prettierrc.json`, `prettier.config.js` | ✓ |
**Recommend**: PostToolUse hook on Edit/Write to auto-format
**Value**: Code stays formatted without thinking about it
### ESLint (JavaScript/TypeScript)
| Detection | File Exists |
|-----------|-------------|
| `.eslintrc`, `.eslintrc.json`, `eslint.config.js` | ✓ |
**Recommend**: PostToolUse hook on Edit/Write to auto-fix
**Value**: Lint errors fixed automatically
### Black/isort (Python)
| Detection | File Exists |
|-----------|-------------|
| `pyproject.toml` with black/isort, `.black`, `setup.cfg` | ✓ |
**Recommend**: PostToolUse hook to format Python files
**Value**: Consistent Python formatting
### Ruff (Python - Modern)
| Detection | File Exists |
|-----------|-------------|
| `ruff.toml`, `pyproject.toml` with `[tool.ruff]` | ✓ |
**Recommend**: PostToolUse hook for lint + format
**Value**: Fast, comprehensive Python linting
### gofmt (Go)
| Detection | File Exists |
|-----------|-------------|
| `go.mod` | ✓ |
**Recommend**: PostToolUse hook to run gofmt
**Value**: Standard Go formatting
### rustfmt (Rust)
| Detection | File Exists |
|-----------|-------------|
| `Cargo.toml` | ✓ |
**Recommend**: PostToolUse hook to run rustfmt
**Value**: Standard Rust formatting
---
## Type Checking Hooks
### TypeScript
| Detection | File Exists |
|-----------|-------------|
| `tsconfig.json` | ✓ |
**Recommend**: PostToolUse hook to run tsc --noEmit
**Value**: Catch type errors immediately
### mypy/pyright (Python)
| Detection | File Exists |
|-----------|-------------|
| `mypy.ini`, `pyrightconfig.json`, pyproject.toml with mypy | ✓ |
**Recommend**: PostToolUse hook for type checking
**Value**: Catch type errors in Python
---
## Protection Hooks
### Block Sensitive File Edits
| Detection | Presence Of |
|-----------|-------------|
| `.env`, `.env.local`, `.env.production` | Environment files |
| `credentials.json`, `secrets.yaml` | Secret files |
| `.git/` directory | Git internals |
**Recommend**: PreToolUse hook that blocks Edit/Write to these paths
**Value**: Prevent accidental secret exposure or git corruption
### Block Lock File Edits
| Detection | Presence Of |
|-----------|-------------|
| `package-lock.json`, `yarn.lock`, `pnpm-lock.yaml` | JS lock files |
| `Cargo.lock`, `poetry.lock`, `Pipfile.lock` | Other lock files |
**Recommend**: PreToolUse hook that blocks direct edits
**Value**: Lock files should only change via package manager
---
## Test Runner Hooks
### Jest (JavaScript/TypeScript)
| Detection | Presence Of |
|-----------|-------------|
| `jest.config.js`, `jest` in package.json | Jest configured |
| `__tests__/`, `*.test.ts`, `*.spec.ts` | Test files exist |
**Recommend**: PostToolUse hook to run related tests after edit
**Value**: Immediate test feedback on changes
### pytest (Python)
| Detection | Presence Of |
|-----------|-------------|
| `pytest.ini`, `pyproject.toml` with pytest | pytest configured |
| `tests/`, `test_*.py` | Test files exist |
**Recommend**: PostToolUse hook to run pytest on changed files
**Value**: Immediate test feedback
---
## Quick Reference: Detection → Recommendation
| If You See | Recommend This Hook |
|------------|-------------------|
| Prettier config | Auto-format on Edit/Write |
| ESLint config | Auto-lint on Edit/Write |
| Ruff/Black config | Auto-format Python |
| tsconfig.json | Type-check on Edit |
| Test directory | Run related tests on Edit |
| .env files | Block .env edits |
| Lock files | Block lock file edits |
| Go project | gofmt on Edit |
| Rust project | rustfmt on Edit |
---
## Notification Hooks
Notification hooks run when Claude Code sends notifications. Use matchers to filter by notification type.
### Permission Alerts
| Matcher | Use Case |
|---------|----------|
| `permission_prompt` | Alert when Claude requests permissions |
**Recommend**: Play sound, send desktop notification, or log permission requests
**Value**: Never miss permission prompts when multitasking
### Idle Notifications
| Matcher | Use Case |
|---------|----------|
| `idle_prompt` | Alert when Claude is waiting for input (60+ seconds idle) |
**Recommend**: Play sound or send notification when Claude needs attention
**Value**: Know when Claude is ready for your input
### Example Configuration
```json
{
"hooks": {
"Notification": [
{
"matcher": "permission_prompt",
"hooks": [
{
"type": "command",
"command": "afplay /System/Library/Sounds/Ping.aiff"
}
]
},
{
"matcher": "idle_prompt",
"hooks": [
{
"type": "command",
"command": "osascript -e 'display notification \"Claude is waiting\" with title \"Claude Code\"'"
}
]
}
]
}
}
```
### Available Matchers
| Matcher | Triggers When |
|---------|---------------|
| `permission_prompt` | Claude needs permission for a tool |
| `idle_prompt` | Claude waiting for input (60+ seconds) |
| `auth_success` | Authentication succeeds |
| `elicitation_dialog` | MCP tool needs input |
---
## Quick Reference: Detection → Recommendation
| If You See | Recommend This Hook |
|------------|-------------------|
| Prettier config | Auto-format on Edit/Write |
| ESLint config | Auto-lint on Edit/Write |
| Ruff/Black config | Auto-format Python |
| tsconfig.json | Type-check on Edit |
| Test directory | Run related tests on Edit |
| .env files | Block .env edits |
| Lock files | Block lock file edits |
| Go project | gofmt on Edit |
| Rust project | rustfmt on Edit |
| Multitasking workflow | Notification hooks for alerts |
---
## Hook Placement
Hooks go in `.claude/settings.json`:
```
.claude/
└── settings.json ← Hook configurations here
```
Recommend creating the `.claude/` directory if it doesn't exist.

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# MCP Server Recommendations
MCP (Model Context Protocol) servers extend Claude's capabilities by connecting to external tools and services.
**Note**: These are common MCP servers. Use web search to find MCP servers specific to the codebase's services and integrations.
## Setup & Team Sharing
**Connection methods:**
1. **Project config** (`.mcp.json`) - Available only in that directory
2. **Global config** (`~/.claude.json`) - Available across all projects
3. **Checked-in `.mcp.json`** - Available to entire team (recommended!)
**Tip**: Check `.mcp.json` into git so your whole team gets the same MCP servers.
**Debugging**: Use `claude --mcp-debug` to identify configuration issues.
## Documentation & Knowledge
### context7
**Best for**: Projects using popular libraries/SDKs where you want Claude to code with up-to-date documentation
| Recommend When | Examples |
|----------------|----------|
| Using React, Vue, Angular | Frontend frameworks |
| Using Express, FastAPI, Django | Backend frameworks |
| Using Prisma, Drizzle | ORMs |
| Using Stripe, Twilio, SendGrid | Third-party APIs |
| Using AWS SDK, Google Cloud | Cloud SDKs |
| Using LangChain, OpenAI SDK | AI/ML libraries |
**Value**: Claude fetches live documentation instead of relying on training data, reducing hallucinated APIs and outdated patterns.
---
## Browser & Frontend
### Playwright MCP
**Best for**: Frontend projects needing browser automation, testing, or screenshots
| Recommend When | Examples |
|----------------|----------|
| React/Vue/Angular app | UI component testing |
| E2E tests needed | User flow validation |
| Visual regression testing | Screenshot comparisons |
| Debugging UI issues | See what user sees |
| Form testing | Multi-step workflows |
**Value**: Claude can interact with your running app, take screenshots, fill forms, and verify UI behavior.
### Puppeteer MCP
**Best for**: Headless browser automation, web scraping
| Recommend When | Examples |
|----------------|----------|
| PDF generation from HTML | Report generation |
| Web scraping tasks | Data extraction |
| Headless testing | CI environments |
---
## Databases
### Supabase MCP
**Best for**: Projects using Supabase for backend/database
| Recommend When | Examples |
|----------------|----------|
| Supabase project detected | `@supabase/supabase-js` in deps |
| Auth + database needs | User management apps |
| Real-time features | Live data sync |
**Value**: Claude can query tables, manage auth, and interact with Supabase storage directly.
### PostgreSQL MCP
**Best for**: Direct PostgreSQL database access
| Recommend When | Examples |
|----------------|----------|
| Raw PostgreSQL usage | No ORM layer |
| Database migrations | Schema management |
| Data analysis tasks | Complex queries |
| Debugging data issues | Inspect actual data |
### Neon MCP
**Best for**: Neon serverless Postgres users
### Turso MCP
**Best for**: Turso/libSQL edge database users
---
## Version Control & DevOps
### GitHub MCP
**Best for**: GitHub-hosted repositories needing issue/PR integration
| Recommend When | Examples |
|----------------|----------|
| GitHub repository | `.git` with GitHub remote |
| Issue-driven development | Reference issues in commits |
| PR workflows | Review, merge operations |
| GitHub Actions | CI/CD pipeline access |
| Release management | Tag and release automation |
**Value**: Claude can create issues, review PRs, check workflow runs, and manage releases.
### GitLab MCP
**Best for**: GitLab-hosted repositories
### Linear MCP
**Best for**: Teams using Linear for issue tracking
| Recommend When | Examples |
|----------------|----------|
| Linear workspace | Issue references like `ABC-123` |
| Sprint planning | Backlog management |
| Issue creation from code | Auto-create issues for TODOs |
---
## Cloud Infrastructure
### AWS MCP
**Best for**: AWS infrastructure management
| Recommend When | Examples |
|----------------|----------|
| AWS SDK in dependencies | `@aws-sdk/*` packages |
| Infrastructure as code | Terraform, CDK, SAM |
| Lambda development | Serverless functions |
| S3, DynamoDB usage | Cloud data services |
### Cloudflare MCP
**Best for**: Cloudflare Workers, Pages, R2, D1
| Recommend When | Examples |
|----------------|----------|
| Cloudflare Workers | Edge functions |
| Pages deployment | Static site hosting |
| R2 storage | Object storage |
| D1 database | Edge SQL database |
### Vercel MCP
**Best for**: Vercel deployment and configuration
---
## Monitoring & Observtic
### Sentry MCP
**Best for**: Error tracking and debugging
| Recommend When | Examples |
|----------------|----------|
| Sentry configured | `@sentry/*` in deps |
| Production debugging | Investigate errors |
| Error patterns | Group similar issues |
| Release tracking | Correlate deploys with errors |
**Value**: Claude can investigate Sentry issues, find root causes, and suggest fixes.
### Datadog MCP
**Best for**: APM, logs, and metrics
---
## Communication
### Slack MCP
**Best for**: Slack workspace integration
| Recommend When | Examples |
|----------------|----------|
| Team uses Slack | Send notifications |
| Deployment notifications | Alert channels |
| Incident response | Post updates |
### Notion MCP
**Best for**: Notion workspace for documentation
| Recommend When | Examples |
|----------------|----------|
| Notion for docs | Read/update pages |
| Knowledge base | Search documentation |
| Meeting notes | Create summaries |
---
## File & Data
### Filesystem MCP
**Best for**: Enhanced file operations beyond built-in tools
| Recommend When | Examples |
|----------------|----------|
| Complex file operations | Batch processing |
| File watching | Monitor changes |
| Advanced search | Custom patterns |
### Memory MCP
**Best for**: Persistent memory across sessions
| Recommend When | Examples |
|----------------|----------|
| Long-running projects | Remember context |
| User preferences | Store settings |
| Learning patterns | Build knowledge |
**Value**: Claude remembers project context, decisions, and patterns across conversations.
---
## Containers & DevOps
### Docker MCP
**Best for**: Container management
| Recommend When | Examples |
|----------------|----------|
| Docker Compose file | Container orchestration |
| Dockerfile present | Build images |
| Container debugging | Inspect logs, exec |
### Kubernetes MCP
**Best for**: Kubernetes cluster management
| Recommend When | Examples |
|----------------|----------|
| K8s manifests | Deploy, scale pods |
| Helm charts | Package management |
| Cluster debugging | Pod logs, status |
---
## AI & ML
### Exa MCP
**Best for**: Web search and research
| Recommend When | Examples |
|----------------|----------|
| Research tasks | Find current info |
| Competitive analysis | Market research |
| Documentation gaps | Find examples |
---
## Quick Reference: Detection Patterns
| Look For | Suggests MCP Server |
|----------|-------------------|
| Popular npm packages | context7 |
| React/Vue/Next.js | Playwright MCP |
| `@supabase/supabase-js` | Supabase MCP |
| `pg` or `postgres` | PostgreSQL MCP |
| GitHub remote | GitHub MCP |
| `.linear` or Linear refs | Linear MCP |
| `@aws-sdk/*` | AWS MCP |
| `@sentry/*` | Sentry MCP |
| `docker-compose.yml` | Docker MCP |
| Slack webhook URLs | Slack MCP |
| `@anthropic-ai/sdk` | context7 for Anthropic docs |

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# Plugin Recommendations
Plugins are installable collections of skills, commands, agents, and hooks. Install via `/plugin install`.
**Note**: These are plugins from the official repository. Use web search to discover additional community plugins.
---
## Official Plugins
### Development & Code Quality
| Plugin | Best For | Key Features |
|--------|----------|--------------|
| **plugin-dev** | Building Claude Code plugins | Skills for creating skills, hooks, commands, agents |
| **pr-review-toolkit** | PR review workflows | Specialized review agents (code, tests, types) |
| **code-review** | Automated code review | Multi-agent review with confidence scoring |
| **code-simplifier** | Code refactoring | Simplify code while preserving functionality |
| **feature-dev** | Feature development | End-to-end feature workflow with agents |
### Git & Workflow
| Plugin | Best For | Key Features |
|--------|----------|--------------|
| **commit-commands** | Git workflows | /commit, /commit-push-pr commands |
| **hookify** | Automation rules | Create hooks from conversation patterns |
### Frontend
| Plugin | Best For | Key Features |
|--------|----------|--------------|
| **frontend-design** | UI development | Production-grade UI, avoids generic aesthetics |
### Learning & Guidance
| Plugin | Best For | Key Features |
|--------|----------|--------------|
| **explanatory-output-style** | Learning | Educational insights about code choices |
| **learning-output-style** | Interactive learning | Requests contributions at decision points |
| **security-guidance** | Security awareness | Warns about security issues when editing |
### Language Servers (LSP)
| Plugin | Language |
|--------|----------|
| **typescript-lsp** | TypeScript/JavaScript |
| **pyright-lsp** | Python |
| **gopls-lsp** | Go |
| **rust-analyzer-lsp** | Rust |
| **clangd-lsp** | C/C++ |
| **jdtls-lsp** | Java |
| **kotlin-lsp** | Kotlin |
| **swift-lsp** | Swift |
| **csharp-lsp** | C# |
| **php-lsp** | PHP |
| **lua-lsp** | Lua |
---
## Quick Reference: Codebase → Plugin
| Codebase Signal | Recommended Plugin |
|-----------------|-------------------|
| Building plugins | plugin-dev |
| PR-based workflow | pr-review-toolkit |
| Git commits | commit-commands |
| React/Vue/Angular | frontend-design |
| Want automation rules | hookify |
| TypeScript project | typescript-lsp |
| Python project | pyright-lsp |
| Go project | gopls-lsp |
| Security-sensitive code | security-guidance |
| Learning/onboarding | explanatory-output-style |
---
## Plugin Management
```bash
# Install a plugin
/plugin install <plugin-name>
# List installed plugins
/plugin list
# View plugin details
/plugin info <plugin-name>
```
---
## When to Recommend Plugins
**Recommend plugin installation when:**
- User wants to install Claude Code automations from Anthropic's official repository or another shared marketplace
- User needs multiple related capabilities
- Team wants standardized workflows
- First-time Claude Code setup

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# Skills Recommendations
Skills are packaged expertise with workflows, reference materials, and best practices. Create them in `.claude/skills/<name>/SKILL.md`. Skills can be invoked by Claude automatically when relevant, or by users directly with `/skill-name`.
Some pre-built skills are available through official plugins (install via `/plugin install`).
**Note**: These are common patterns. Use web search to find skill ideas specific to the codebase's tools and frameworks.
---
## Available from Official Plugins
### Plugin Development (plugin-dev)
| Skill | Best For |
|-------|----------|
| **skill-development** | Creating new skills with proper structure |
| **hook-development** | Building hooks for automation |
| **command-development** | Creating slash commands |
| **agent-development** | Building specialized subagents |
| **mcp-integration** | Integrating MCP servers into plugins |
| **plugin-structure** | Understanding plugin architecture |
### Git Workflows (commit-commands)
| Skill | Best For |
|-------|----------|
| **commit** | Creating git commits with proper messages |
| **commit-push-pr** | Full commit, push, and PR workflow |
### Frontend (frontend-design)
| Skill | Best For |
|-------|----------|
| **frontend-design** | Creating polished UI components |
**Value**: Creates distinctive, high-quality UI instead of generic AI aesthetics.
### Automation Rules (hookify)
| Skill | Best For |
|-------|----------|
| **writing-rules** | Creating hookify rules for automation |
### Feature Development (feature-dev)
| Skill | Best For |
|-------|----------|
| **feature-dev** | End-to-end feature development workflow |
---
## Quick Reference: Official Plugin Skills
| Codebase Signal | Skill | Plugin |
|-----------------|-------|--------|
| Building plugins | skill-development | plugin-dev |
| Git commits | commit | commit-commands |
| React/Vue/Angular | frontend-design | frontend-design |
| Automation rules | writing-rules | hookify |
| Feature planning | feature-dev | feature-dev |
---
## Custom Project Skills
Create project-specific skills in `.claude/skills/<name>/SKILL.md`.
### Skill Structure
```
.claude/skills/
└── my-skill/
├── SKILL.md # Main instructions (required)
├── template.yaml # Template to apply
├── scripts/
│ └── validate.sh # Script to run
└── examples/ # Reference examples
```
### Frontmatter Reference
```yaml
---
name: skill-name
description: What this skill does and when to use it
disable-model-invocation: true # Only user can invoke (for side effects)
user-invocable: false # Only Claude can invoke (for background knowledge)
allowed-tools: Read, Grep, Glob # Restrict tool access
context: fork # Run in isolated subagent
agent: Explore # Which agent type when forked
---
```
### Invocation Control
| Setting | User | Claude | Use for |
|---------|------|--------|---------|
| (default) | ✓ | ✓ | General-purpose skills |
| `disable-model-invocation: true` | ✓ | ✗ | Side effects (deploy, send) |
| `user-invocable: false` | ✗ | ✓ | Background knowledge |
---
## Custom Skill Examples
### API Documentation with OpenAPI Template
Apply a YAML template to generate consistent API docs:
```
.claude/skills/api-doc/
├── SKILL.md
└── openapi-template.yaml
```
**SKILL.md:**
```yaml
---
name: api-doc
description: Generate OpenAPI documentation for an endpoint. Use when documenting API routes.
---
Generate OpenAPI documentation for the endpoint at $ARGUMENTS.
Use the template in [openapi-template.yaml](openapi-template.yaml) as the structure.
1. Read the endpoint code
2. Extract path, method, parameters, request/response schemas
3. Fill in the template with actual values
4. Output the completed YAML
```
**openapi-template.yaml:**
```yaml
paths:
/{path}:
{method}:
summary: ""
description: ""
parameters: []
requestBody:
content:
application/json:
schema: {}
responses:
"200":
description: ""
content:
application/json:
schema: {}
```
---
### Database Migration Generator with Script
Generate and validate migrations using a bundled script:
```
.claude/skills/create-migration/
├── SKILL.md
└── scripts/
└── validate-migration.sh
```
**SKILL.md:**
```yaml
---
name: create-migration
description: Create a database migration file
disable-model-invocation: true
allowed-tools: Read, Write, Bash
---
Create a migration for: $ARGUMENTS
1. Generate migration file in `migrations/` with timestamp prefix
2. Include up and down functions
3. Run validation: `bash ~/.claude/skills/create-migration/scripts/validate-migration.sh`
4. Report any issues found
```
**scripts/validate-migration.sh:**
```bash
#!/bin/bash
# Validate migration syntax
npx prisma validate 2>&1 || echo "Validation failed"
```
---
### Test Generator with Examples
Generate tests following project patterns:
```
.claude/skills/gen-test/
├── SKILL.md
└── examples/
├── unit-test.ts
└── integration-test.ts
```
**SKILL.md:**
```yaml
---
name: gen-test
description: Generate tests for a file following project conventions
disable-model-invocation: true
---
Generate tests for: $ARGUMENTS
Reference these examples for the expected patterns:
- Unit tests: [examples/unit-test.ts](examples/unit-test.ts)
- Integration tests: [examples/integration-test.ts](examples/integration-test.ts)
1. Analyze the source file
2. Identify functions/methods to test
3. Generate tests matching project conventions
4. Place in appropriate test directory
```
---
### Component Generator with Template
Scaffold new components from a template:
```
.claude/skills/new-component/
├── SKILL.md
└── templates/
├── component.tsx.template
├── component.test.tsx.template
└── component.stories.tsx.template
```
**SKILL.md:**
```yaml
---
name: new-component
description: Scaffold a new React component with tests and stories
disable-model-invocation: true
---
Create component: $ARGUMENTS
Use templates in [templates/](templates/) directory:
1. Generate component from component.tsx.template
2. Generate tests from component.test.tsx.template
3. Generate Storybook story from component.stories.tsx.template
Replace {{ComponentName}} with the PascalCase name.
Replace {{component-name}} with the kebab-case name.
```
---
### PR Review with Checklist
Review PRs against a project-specific checklist:
```
.claude/skills/pr-check/
├── SKILL.md
└── checklist.md
```
**SKILL.md:**
```yaml
---
name: pr-check
description: Review PR against project checklist
disable-model-invocation: true
context: fork
---
## PR Context
- Diff: !`gh pr diff`
- Description: !`gh pr view`
Review against [checklist.md](checklist.md).
For each item, mark ✅ or ❌ with explanation.
```
**checklist.md:**
```markdown
## PR Checklist
- [ ] Tests added for new functionality
- [ ] No console.log statements
- [ ] Error handling includes user-facing messages
- [ ] API changes are backwards compatible
- [ ] Database migrations are reversible
```
---
### Release Notes Generator
Generate release notes from git history:
**SKILL.md:**
```yaml
---
name: release-notes
description: Generate release notes from commits since last tag
disable-model-invocation: true
---
## Recent Changes
- Commits since last tag: !`git log $(git describe --tags --abbrev=0)..HEAD --oneline`
- Last tag: !`git describe --tags --abbrev=0`
Generate release notes:
1. Group commits by type (feat, fix, docs, etc.)
2. Write user-friendly descriptions
3. Highlight breaking changes
4. Format as markdown
```
---
### Project Conventions (Claude-only)
Background knowledge Claude applies automatically:
**SKILL.md:**
```yaml
---
name: project-conventions
description: Code style and patterns for this project. Apply when writing or reviewing code.
user-invocable: false
---
## Naming Conventions
- React components: PascalCase
- Utilities: camelCase
- Constants: UPPER_SNAKE_CASE
- Files: kebab-case
## Patterns
- Use `Result<T, E>` for fallible operations, not exceptions
- Prefer composition over inheritance
- All API responses use `{ data, error, meta }` shape
## Forbidden
- No `any` types
- No `console.log` in production code
- No synchronous file I/O
```
---
### Environment Setup
Onboard new developers with setup script:
```
.claude/skills/setup-dev/
├── SKILL.md
└── scripts/
└── check-prerequisites.sh
```
**SKILL.md:**
```yaml
---
name: setup-dev
description: Set up development environment for new contributors
disable-model-invocation: true
---
Set up development environment:
1. Check prerequisites: `bash scripts/check-prerequisites.sh`
2. Install dependencies: `npm install`
3. Copy environment template: `cp .env.example .env`
4. Set up database: `npm run db:setup`
5. Verify setup: `npm test`
Report any issues encountered.
```
---
## Argument Patterns
| Pattern | Meaning | Example |
|---------|---------|---------|
| `$ARGUMENTS` | All args as string | `/deploy staging` → "staging" |
Arguments are appended as `ARGUMENTS: <value>` if `$ARGUMENTS` isn't in the skill.
## Dynamic Context Injection
Use `!`command`` to inject live data before the skill runs:
```yaml
## Current State
- Branch: !`git branch --show-current`
- Status: !`git status --short`
```
The command output replaces the placeholder before Claude sees the skill content.

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# Subagent Recommendations
Subagents are specialized Claude instances that run in parallel, each with their own context window and tool access. They're ideal for focused reviews, analysis, or generation tasks.
**Note**: These are common patterns. Design custom subagents based on the codebase's specific review and analysis needs.
## Code Review Agents
### code-reviewer
**Best for**: Automated code quality checks on large codebases
| Recommend When | Detection |
|----------------|-----------|
| Large codebase (>500 files) | File count |
| Frequent code changes | Active development |
| Team wants consistent review | Quality focus |
**Value**: Runs code review in parallel while you continue working
**Model**: sonnet (balanced quality/speed)
**Tools**: Read, Grep, Glob, Bash
---
### security-reviewer
**Best for**: Security-focused code review
| Recommend When | Detection |
|----------------|-----------|
| Auth code present | `auth/`, `login`, `session` patterns |
| Payment processing | `stripe`, `payment`, `billing` patterns |
| User data handling | `user`, `profile`, `pii` patterns |
| API keys in code | Environment variable patterns |
**Value**: Catches OWASP vulnerabilities, auth issues, data exposure
**Model**: sonnet
**Tools**: Read, Grep, Glob (read-only for safety)
---
### test-writer
**Best for**: Generating comprehensive test coverage
| Recommend When | Detection |
|----------------|-----------|
| Low test coverage | Few test files vs source files |
| Test suite exists | `tests/`, `__tests__/` present |
| Testing framework configured | jest, pytest, vitest in deps |
**Value**: Generates tests matching project conventions
**Model**: sonnet
**Tools**: Read, Write, Grep, Glob
---
## Specialized Agents
### api-documenter
**Best for**: API documentation generation
| Recommend When | Detection |
|----------------|-----------|
| REST endpoints | Express routes, FastAPI paths |
| GraphQL schema | `.graphql` files |
| OpenAPI exists | `openapi.yaml`, `swagger.json` |
| Undocumented APIs | Routes without docs |
**Value**: Generates OpenAPI specs, endpoint documentation
**Model**: sonnet
**Tools**: Read, Write, Grep, Glob
---
### performance-analyzer
**Best for**: Finding performance bottlenecks
| Recommend When | Detection |
|----------------|-----------|
| Database queries | ORM usage, raw SQL |
| High-traffic code | API endpoints, hot paths |
| Performance complaints | User reports slowness |
| Complex algorithms | Nested loops, recursion |
**Value**: Finds N+1 queries, O(n²) algorithms, memory leaks
**Model**: sonnet
**Tools**: Read, Grep, Glob, Bash
---
### ui-reviewer
**Best for**: Frontend accessibility and UX review
| Recommend When | Detection |
|----------------|-----------|
| React/Vue/Angular | Frontend framework detected |
| Component library | `components/` directory |
| User-facing UI | Not just API project |
**Value**: Catches accessibility issues, UX problems, responsive design gaps
**Model**: sonnet
**Tools**: Read, Grep, Glob
---
## Utility Agents
### dependency-updater
**Best for**: Safe dependency updates
| Recommend When | Detection |
|----------------|-----------|
| Outdated deps | `npm outdated` has results |
| Security advisories | `npm audit` warnings |
| Major version behind | Significant version gaps |
**Value**: Updates dependencies incrementally with testing
**Model**: sonnet
**Tools**: Read, Write, Bash, Grep
---
### migration-helper
**Best for**: Framework/version migrations
| Recommend When | Detection |
|----------------|-----------|
| Major upgrade needed | Framework version very old |
| Breaking changes coming | Deprecation warnings |
| Refactoring planned | Architectural changes |
**Value**: Plans and executes migrations incrementally
**Model**: opus (complex reasoning needed)
**Tools**: Read, Write, Grep, Glob, Bash
---
## Quick Reference: Detection → Recommendation
| If You See | Recommend Subagent |
|------------|-------------------|
| Large codebase | code-reviewer |
| Auth/payment code | security-reviewer |
| Few tests | test-writer |
| API routes | api-documenter |
| Database heavy | performance-analyzer |
| Frontend components | ui-reviewer |
| Outdated packages | dependency-updater |
| Old framework version | migration-helper |
---
## Subagent Placement
Subagents go in `.claude/agents/`:
```
.claude/
└── agents/
├── code-reviewer.md
├── security-reviewer.md
└── test-writer.md
```
---
## Model Selection Guide
| Model | Best For | Trade-off |
|-------|----------|-----------|
| **haiku** | Simple, repetitive checks | Fast, cheap, less thorough |
| **sonnet** | Most review/analysis tasks | Balanced (recommended default) |
| **opus** | Complex migrations, architecture | Thorough, slower, more expensive |
---
## Tool Access Guide
| Access Level | Tools | Use Case |
|--------------|-------|----------|
| Read-only | Read, Grep, Glob | Reviews, analysis |
| Writing | + Write | Code generation, docs |
| Full | + Bash | Migrations, testing |

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{
"name": "claude-md-management",
"description": "Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.",
"version": "1.0.0",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
}
}

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# CLAUDE.md Management Plugin
Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.
## What It Does
Two complementary tools for different purposes:
| | claude-md-improver (skill) | /revise-claude-md (command) |
|---|---|---|
| **Purpose** | Keep CLAUDE.md aligned with codebase | Capture session learnings |
| **Triggered by** | Codebase changes | End of session |
| **Use when** | Periodic maintenance | Session revealed missing context |
## Usage
### Skill: claude-md-improver
Audits CLAUDE.md files against current codebase state:
```
"audit my CLAUDE.md files"
"check if my CLAUDE.md is up to date"
```
<img src="claude-md-improver-example.png" alt="CLAUDE.md improver showing quality scores and recommended updates" width="600">
### Command: /revise-claude-md
Captures learnings from the current session:
```
/revise-claude-md
```
<img src="revise-claude-md-example.png" alt="Revise command capturing session learnings into CLAUDE.md" width="600">
## Author
Isabella He (isabella@anthropic.com)

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---
description: Update CLAUDE.md with learnings from this session
allowed-tools: Read, Edit, Glob
---
Review this session for learnings about working with Claude Code in this codebase. Update CLAUDE.md with context that would help future Claude sessions be more effective.
## Step 1: Reflect
What context was missing that would have helped Claude work more effectively?
- Bash commands that were used or discovered
- Code style patterns followed
- Testing approaches that worked
- Environment/configuration quirks
- Warnings or gotchas encountered
## Step 2: Find CLAUDE.md Files
```bash
find . -name "CLAUDE.md" -o -name ".claude.local.md" 2>/dev/null | head -20
```
Decide where each addition belongs:
- `CLAUDE.md` - Team-shared (checked into git)
- `.claude.local.md` - Personal/local only (gitignored)
## Step 3: Draft Additions
**Keep it concise** - one line per concept. CLAUDE.md is part of the prompt, so brevity matters.
Format: `<command or pattern>` - `<brief description>`
Avoid:
- Verbose explanations
- Obvious information
- One-off fixes unlikely to recur
## Step 4: Show Proposed Changes
For each addition:
```
### Update: ./CLAUDE.md
**Why:** [one-line reason]
\`\`\`diff
+ [the addition - keep it brief]
\`\`\`
```
## Step 5: Apply with Approval
Ask if the user wants to apply the changes. Only edit files they approve.

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---
name: claude-md-improver
description: Audit and improve CLAUDE.md files in repositories. Use when user asks to check, audit, update, improve, or fix CLAUDE.md files. Scans for all CLAUDE.md files, evaluates quality against templates, outputs quality report, then makes targeted updates. Also use when the user mentions "CLAUDE.md maintenance" or "project memory optimization".
tools: Read, Glob, Grep, Bash, Edit
---
# CLAUDE.md Improver
Audit, evaluate, and improve CLAUDE.md files across a codebase to ensure Claude Code has optimal project context.
**This skill can write to CLAUDE.md files.** After presenting a quality report and getting user approval, it updates CLAUDE.md files with targeted improvements.
## Workflow
### Phase 1: Discovery
Find all CLAUDE.md files in the repository:
```bash
find . -name "CLAUDE.md" -o -name ".claude.md" -o -name ".claude.local.md" 2>/dev/null | head -50
```
**File Types & Locations:**
| Type | Location | Purpose |
|------|----------|---------|
| Project root | `./CLAUDE.md` | Primary project context (checked into git, shared with team) |
| Local overrides | `./.claude.local.md` | Personal/local settings (gitignored, not shared) |
| Global defaults | `~/.claude/CLAUDE.md` | User-wide defaults across all projects |
| Package-specific | `./packages/*/CLAUDE.md` | Module-level context in monorepos |
| Subdirectory | Any nested location | Feature/domain-specific context |
**Note:** Claude auto-discovers CLAUDE.md files in parent directories, making monorepo setups work automatically.
### Phase 2: Quality Assessment
For each CLAUDE.md file, evaluate against quality criteria. See [references/quality-criteria.md](references/quality-criteria.md) for detailed rubrics.
**Quick Assessment Checklist:**
| Criterion | Weight | Check |
|-----------|--------|-------|
| Commands/workflows documented | High | Are build/test/deploy commands present? |
| Architecture clarity | High | Can Claude understand the codebase structure? |
| Non-obvious patterns | Medium | Are gotchas and quirks documented? |
| Conciseness | Medium | No verbose explanations or obvious info? |
| Currency | High | Does it reflect current codebase state? |
| Actionability | High | Are instructions executable, not vague? |
**Quality Scores:**
- **A (90-100)**: Comprehensive, current, actionable
- **B (70-89)**: Good coverage, minor gaps
- **C (50-69)**: Basic info, missing key sections
- **D (30-49)**: Sparse or outdated
- **F (0-29)**: Missing or severely outdated
### Phase 3: Quality Report Output
**ALWAYS output the quality report BEFORE making any updates.**
Format:
```
## CLAUDE.md Quality Report
### Summary
- Files found: X
- Average score: X/100
- Files needing update: X
### File-by-File Assessment
#### 1. ./CLAUDE.md (Project Root)
**Score: XX/100 (Grade: X)**
| Criterion | Score | Notes |
|-----------|-------|-------|
| Commands/workflows | X/20 | ... |
| Architecture clarity | X/20 | ... |
| Non-obvious patterns | X/15 | ... |
| Conciseness | X/15 | ... |
| Currency | X/15 | ... |
| Actionability | X/15 | ... |
**Issues:**
- [List specific problems]
**Recommended additions:**
- [List what should be added]
#### 2. ./packages/api/CLAUDE.md (Package-specific)
...
```
### Phase 4: Targeted Updates
After outputting the quality report, ask user for confirmation before updating.
**Update Guidelines (Critical):**
1. **Propose targeted additions only** - Focus on genuinely useful info:
- Commands or workflows discovered during analysis
- Gotchas or non-obvious patterns found in code
- Package relationships that weren't clear
- Testing approaches that work
- Configuration quirks
2. **Keep it minimal** - Avoid:
- Restating what's obvious from the code
- Generic best practices already covered
- One-off fixes unlikely to recur
- Verbose explanations when a one-liner suffices
3. **Show diffs** - For each change, show:
- Which CLAUDE.md file to update
- The specific addition (as a diff or quoted block)
- Brief explanation of why this helps future sessions
**Diff Format:**
```markdown
### Update: ./CLAUDE.md
**Why:** Build command was missing, causing confusion about how to run the project.
```diff
+ ## Quick Start
+
+ ```bash
+ npm install
+ npm run dev # Start development server on port 3000
+ ```
```
```
### Phase 5: Apply Updates
After user approval, apply changes using the Edit tool. Preserve existing content structure.
## Templates
See [references/templates.md](references/templates.md) for CLAUDE.md templates by project type.
## Common Issues to Flag
1. **Stale commands**: Build commands that no longer work
2. **Missing dependencies**: Required tools not mentioned
3. **Outdated architecture**: File structure that's changed
4. **Missing environment setup**: Required env vars or config
5. **Broken test commands**: Test scripts that have changed
6. **Undocumented gotchas**: Non-obvious patterns not captured
## User Tips to Share
When presenting recommendations, remind users:
- **`#` key shortcut**: During a Claude session, press `#` to have Claude auto-incorporate learnings into CLAUDE.md
- **Keep it concise**: CLAUDE.md should be human-readable; dense is better than verbose
- **Actionable commands**: All documented commands should be copy-paste ready
- **Use `.claude.local.md`**: For personal preferences not shared with team (add to `.gitignore`)
- **Global defaults**: Put user-wide preferences in `~/.claude/CLAUDE.md`
## What Makes a Great CLAUDE.md
**Key principles:**
- Concise and human-readable
- Actionable commands that can be copy-pasted
- Project-specific patterns, not generic advice
- Non-obvious gotchas and warnings
**Recommended sections** (use only what's relevant):
- Commands (build, test, dev, lint)
- Architecture (directory structure)
- Key Files (entry points, config)
- Code Style (project conventions)
- Environment (required vars, setup)
- Testing (commands, patterns)
- Gotchas (quirks, common mistakes)
- Workflow (when to do what)

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# CLAUDE.md Quality Criteria
## Scoring Rubric
### 1. Commands/Workflows (20 points)
**20 points**: All essential commands documented with context
- Build, test, lint, deploy commands present
- Development workflow clear
- Common operations documented
**15 points**: Most commands present, some missing context
**10 points**: Basic commands only, no workflow
**5 points**: Few commands, many missing
**0 points**: No commands documented
### 2. Architecture Clarity (20 points)
**20 points**: Clear codebase map
- Key directories explained
- Module relationships documented
- Entry points identified
- Data flow described where relevant
**15 points**: Good structure overview, minor gaps
**10 points**: Basic directory listing only
**5 points**: Vague or incomplete
**0 points**: No architecture info
### 3. Non-Obvious Patterns (15 points)
**15 points**: Gotchas and quirks captured
- Known issues documented
- Workarounds explained
- Edge cases noted
- "Why we do it this way" for unusual patterns
**10 points**: Some patterns documented
**5 points**: Minimal pattern documentation
**0 points**: No patterns or gotchas
### 4. Conciseness (15 points)
**15 points**: Dense, valuable content
- No filler or obvious info
- Each line adds value
- No redundancy with code comments
**10 points**: Mostly concise, some padding
**5 points**: Verbose in places
**0 points**: Mostly filler or restates obvious code
### 5. Currency (15 points)
**15 points**: Reflects current codebase
- Commands work as documented
- File references accurate
- Tech stack current
**10 points**: Mostly current, minor staleness
**5 points**: Several outdated references
**0 points**: Severely outdated
### 6. Actionability (15 points)
**15 points**: Instructions are executable
- Commands can be copy-pasted
- Steps are concrete
- Paths are real
**10 points**: Mostly actionable
**5 points**: Some vague instructions
**0 points**: Vague or theoretical
## Assessment Process
1. Read the CLAUDE.md file completely
2. Cross-reference with actual codebase:
- Run documented commands (mentally or actually)
- Check if referenced files exist
- Verify architecture descriptions
3. Score each criterion
4. Calculate total and assign grade
5. List specific issues found
6. Propose concrete improvements
## Red Flags
- Commands that would fail (wrong paths, missing deps)
- References to deleted files/folders
- Outdated tech versions
- Copy-paste from templates without customization
- Generic advice not specific to the project
- "TODO" items never completed
- Duplicate info across multiple CLAUDE.md files

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# CLAUDE.md Templates
## Key Principles
- **Concise**: Dense, human-readable content; one line per concept when possible
- **Actionable**: Commands should be copy-paste ready
- **Project-specific**: Document patterns unique to this project, not generic advice
- **Current**: All info should reflect actual codebase state
---
## Recommended Sections
Use only the sections relevant to the project. Not all sections are needed.
### Commands
Document the essential commands for working with the project.
```markdown
## Commands
| Command | Description |
|---------|-------------|
| `<install command>` | Install dependencies |
| `<dev command>` | Start development server |
| `<build command>` | Production build |
| `<test command>` | Run tests |
| `<lint command>` | Lint/format code |
```
### Architecture
Describe the project structure so Claude understands where things live.
```markdown
## Architecture
```
<root>/
<dir>/ # <purpose>
<dir>/ # <purpose>
<dir>/ # <purpose>
```
```
### Key Files
List important files that Claude should know about.
```markdown
## Key Files
- `<path>` - <purpose>
- `<path>` - <purpose>
```
### Code Style
Document project-specific coding conventions.
```markdown
## Code Style
- <convention>
- <convention>
- <preference over alternative>
```
### Environment
Document required environment variables and setup.
```markdown
## Environment
Required:
- `<VAR_NAME>` - <purpose>
- `<VAR_NAME>` - <purpose>
Setup:
- <setup step>
```
### Testing
Document testing approach and commands.
```markdown
## Testing
- `<test command>` - <what it tests>
- <testing convention or pattern>
```
### Gotchas
Document non-obvious patterns, quirks, and warnings.
```markdown
## Gotchas
- <non-obvious thing that causes issues>
- <ordering dependency or prerequisite>
- <common mistake to avoid>
```
### Workflow
Document development workflow patterns.
```markdown
## Workflow
- <when to do X>
- <preferred approach for Y>
```
---
## Template: Project Root (Minimal)
```markdown
# <Project Name>
<One-line description>
## Commands
| Command | Description |
|---------|-------------|
| `<command>` | <description> |
## Architecture
```
<structure>
```
## Gotchas
- <gotcha>
```
---
## Template: Project Root (Comprehensive)
```markdown
# <Project Name>
<One-line description>
## Commands
| Command | Description |
|---------|-------------|
| `<command>` | <description> |
## Architecture
```
<structure with descriptions>
```
## Key Files
- `<path>` - <purpose>
## Code Style
- <convention>
## Environment
- `<VAR>` - <purpose>
## Testing
- `<command>` - <scope>
## Gotchas
- <gotcha>
```
---
## Template: Package/Module
For packages within a monorepo or distinct modules.
```markdown
# <Package Name>
<Purpose of this package>
## Usage
```
<import/usage example>
```
## Key Exports
- `<export>` - <purpose>
## Dependencies
- `<dependency>` - <why needed>
## Notes
- <important note>
```
---
## Template: Monorepo Root
```markdown
# <Monorepo Name>
<Description>
## Packages
| Package | Description | Path |
|---------|-------------|------|
| `<name>` | <purpose> | `<path>` |
## Commands
| Command | Description |
|---------|-------------|
| `<command>` | <description> |
## Cross-Package Patterns
- <shared pattern>
- <generation/sync pattern>
```
---
## Update Principles
When updating any CLAUDE.md:
1. **Be specific**: Use actual file paths, real commands from this project
2. **Be current**: Verify info against the actual codebase
3. **Be brief**: One line per concept when possible
4. **Be useful**: Would this help a new Claude session understand the project?

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# CLAUDE.md Update Guidelines
## Core Principle
Only add information that will genuinely help future Claude sessions. The context window is precious - every line must earn its place.
## What TO Add
### 1. Commands/Workflows Discovered
```markdown
## Build
`npm run build:prod` - Full production build with optimization
`npm run build:dev` - Fast dev build (no minification)
```
Why: Saves future sessions from discovering these again.
### 2. Gotchas and Non-Obvious Patterns
```markdown
## Gotchas
- Tests must run sequentially (`--runInBand`) due to shared DB state
- `yarn.lock` is authoritative; delete `node_modules` if deps mismatch
```
Why: Prevents repeating debugging sessions.
### 3. Package Relationships
```markdown
## Dependencies
The `auth` module depends on `crypto` being initialized first.
Import order matters in `src/bootstrap.ts`.
```
Why: Architecture knowledge that isn't obvious from code.
### 4. Testing Approaches That Worked
```markdown
## Testing
For API endpoints: Use `supertest` with the test helper in `tests/setup.ts`
Mocking: Factory functions in `tests/factories/` (not inline mocks)
```
Why: Establishes patterns that work.
### 5. Configuration Quirks
```markdown
## Config
- `NEXT_PUBLIC_*` vars must be set at build time, not runtime
- Redis connection requires `?family=0` suffix for IPv6
```
Why: Environment-specific knowledge.
## What NOT to Add
### 1. Obvious Code Info
Bad:
```markdown
The `UserService` class handles user operations.
```
The class name already tells us this.
### 2. Generic Best Practices
Bad:
```markdown
Always write tests for new features.
Use meaningful variable names.
```
This is universal advice, not project-specific.
### 3. One-Off Fixes
Bad:
```markdown
We fixed a bug in commit abc123 where the login button didn't work.
```
Won't recur; clutters the file.
### 4. Verbose Explanations
Bad:
```markdown
The authentication system uses JWT tokens. JWT (JSON Web Tokens) are
an open standard (RFC 7519) that defines a compact and self-contained
way for securely transmitting information between parties as a JSON
object. In our implementation, we use the HS256 algorithm which...
```
Good:
```markdown
Auth: JWT with HS256, tokens in `Authorization: Bearer <token>` header.
```
## Diff Format for Updates
For each suggested change:
### 1. Identify the File
```
File: ./CLAUDE.md
Section: Commands (new section after ## Architecture)
```
### 2. Show the Change
```diff
## Architecture
...
+## Commands
+
+| Command | Purpose |
+|---------|---------|
+| `npm run dev` | Dev server with HMR |
+| `npm run build` | Production build |
+| `npm test` | Run test suite |
```
### 3. Explain Why
> **Why this helps:** The build commands weren't documented, causing
> confusion about how to run the project. This saves future sessions
> from needing to inspect `package.json`.
## Validation Checklist
Before finalizing an update, verify:
- [ ] Each addition is project-specific
- [ ] No generic advice or obvious info
- [ ] Commands are tested and work
- [ ] File paths are accurate
- [ ] Would a new Claude session find this helpful?
- [ ] Is this the most concise way to express the info?

202
plugins/code-review/LICENSE Normal file
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@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,9 @@
{
"name": "code-simplifier",
"version": "1.0.0",
"description": "Agent that simplifies and refines code for clarity, consistency, and maintainability while preserving functionality",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
}
}

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,52 @@
---
name: code-simplifier
description: Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Focuses on recently modified code unless instructed otherwise.
model: opus
---
You are an expert code simplification specialist focused on enhancing code clarity, consistency, and maintainability while preserving exact functionality. Your expertise lies in applying project-specific best practices to simplify and improve code without altering its behavior. You prioritize readable, explicit code over overly compact solutions. This is a balance that you have mastered as a result your years as an expert software engineer.
You will analyze recently modified code and apply refinements that:
1. **Preserve Functionality**: Never change what the code does - only how it does it. All original features, outputs, and behaviors must remain intact.
2. **Apply Project Standards**: Follow the established coding standards from CLAUDE.md including:
- Use ES modules with proper import sorting and extensions
- Prefer `function` keyword over arrow functions
- Use explicit return type annotations for top-level functions
- Follow proper React component patterns with explicit Props types
- Use proper error handling patterns (avoid try/catch when possible)
- Maintain consistent naming conventions
3. **Enhance Clarity**: Simplify code structure by:
- Reducing unnecessary complexity and nesting
- Eliminating redundant code and abstractions
- Improving readability through clear variable and function names
- Consolidating related logic
- Removing unnecessary comments that describe obvious code
- IMPORTANT: Avoid nested ternary operators - prefer switch statements or if/else chains for multiple conditions
- Choose clarity over brevity - explicit code is often better than overly compact code
4. **Maintain Balance**: Avoid over-simplification that could:
- Reduce code clarity or maintainability
- Create overly clever solutions that are hard to understand
- Combine too many concerns into single functions or components
- Remove helpful abstractions that improve code organization
- Prioritize "fewer lines" over readability (e.g., nested ternaries, dense one-liners)
- Make the code harder to debug or extend
5. **Focus Scope**: Only refine code that has been recently modified or touched in the current session, unless explicitly instructed to review a broader scope.
Your refinement process:
1. Identify the recently modified code sections
2. Analyze for opportunities to improve elegance and consistency
3. Apply project-specific best practices and coding standards
4. Ensure all functionality remains unchanged
5. Verify the refined code is simpler and more maintainable
6. Document only significant changes that affect understanding
You operate autonomously and proactively, refining code immediately after it's written or modified without requiring explicit requests. Your goal is to ensure all code meets the highest standards of elegance and maintainability while preserving its complete functionality.

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

202
plugins/csharp-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

202
plugins/feature-dev/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

202
plugins/gopls-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

202
plugins/hookify/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -1,5 +1,5 @@
---
name: Writing Hookify Rules
name: writing-hookify-rules
description: This skill should be used when the user asks to "create a hookify rule", "write a hook rule", "configure hookify", "add a hookify rule", or needs guidance on hookify rule syntax and patterns.
version: 0.1.0
---

202
plugins/jdtls-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

202
plugins/kotlin-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,16 @@
Kotlin language server for Claude Code, providing code intelligence, refactoring, and analysis.
## Supported Extensions
`.kt`
`.kts`
## Installation
Install the Kotlin LSP CLI.
```bash
brew install JetBrains/utils/kotlin-lsp
```
## More Information
- [kotlin LSP](https://github.com/Kotlin/kotlin-lsp)

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

202
plugins/lua-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

202
plugins/php-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,8 @@
{
"name": "playground",
"description": "Creates interactive HTML playgrounds — self-contained single-file explorers with visual controls, live preview, and prompt output with copy button",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
}
}

202
plugins/playground/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

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# Playground Plugin
Creates interactive HTML playgrounds — self-contained single-file explorers that let users configure something visually through controls, see a live preview, and copy out a prompt.
## What is a Playground?
A playground is a self-contained HTML file with:
- Interactive controls on one side
- A live preview on the other
- A prompt output at the bottom with a copy button
The user adjusts controls, explores visually, then copies the generated prompt back into Claude.
## When to Use
Use this plugin when the user asks for an interactive playground, explorer, or visual tool for a topic — especially when the input space is large, visual, or structural and hard to express as plain text.
## Templates
The skill includes templates for common playground types:
- **design-playground** — Visual design decisions (components, layouts, spacing, color, typography)
- **data-explorer** — Data and query building (SQL, APIs, pipelines, regex)
- **concept-map** — Learning and exploration (concept maps, knowledge gaps, scope mapping)
- **document-critique** — Document review (suggestions with approve/reject/comment workflow)
## Installation
Add this plugin to your Claude Code configuration to enable the playground skill.

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---
name: playground
description: Creates interactive HTML playgrounds — self-contained single-file explorers that let users configure something visually through controls, see a live preview, and copy out a prompt. Use when the user asks to make a playground, explorer, or interactive tool for a topic.
---
# Playground Builder
A playground is a self-contained HTML file with interactive controls on one side, a live preview on the other, and a prompt output at the bottom with a copy button. The user adjusts controls, explores visually, then copies the generated prompt back into Claude.
## When to use this skill
When the user asks for an interactive playground, explorer, or visual tool for a topic — especially when the input space is large, visual, or structural and hard to express as plain text.
## How to use this skill
1. **Identify the playground type** from the user's request
2. **Load the matching template** from `templates/`:
- `templates/design-playground.md` — Visual design decisions (components, layouts, spacing, color, typography)
- `templates/data-explorer.md` — Data and query building (SQL, APIs, pipelines, regex)
- `templates/concept-map.md` — Learning and exploration (concept maps, knowledge gaps, scope mapping)
- `templates/document-critique.md` — Document review (suggestions with approve/reject/comment workflow)
- `templates/diff-review.md` — Code review (git diffs, commits, PRs with line-by-line commenting)
- `templates/code-map.md` — Codebase architecture (component relationships, data flow, layer diagrams)
3. **Follow the template** to build the playground. If the topic doesn't fit any template cleanly, use the one closest and adapt.
4. **Open in browser.** After writing the HTML file, run `open <filename>.html` to launch it in the user's default browser.
## Core requirements (every playground)
- **Single HTML file.** Inline all CSS and JS. No external dependencies.
- **Live preview.** Updates instantly on every control change. No "Apply" button.
- **Prompt output.** Natural language, not a value dump. Only mentions non-default choices. Includes enough context to act on without seeing the playground. Updates live.
- **Copy button.** Clipboard copy with brief "Copied!" feedback.
- **Sensible defaults + presets.** Looks good on first load. Include 3-5 named presets that snap all controls to a cohesive combination.
- **Dark theme.** System font for UI, monospace for code/values. Minimal chrome.
## State management pattern
Keep a single state object. Every control writes to it, every render reads from it.
```javascript
const state = { /* all configurable values */ };
function updateAll() {
renderPreview(); // update the visual
updatePrompt(); // rebuild the prompt text
}
// Every control calls updateAll() on change
```
## Prompt output pattern
```javascript
function updatePrompt() {
const parts = [];
// Only mention non-default values
if (state.borderRadius !== DEFAULTS.borderRadius) {
parts.push(`border-radius of ${state.borderRadius}px`);
}
// Use qualitative language alongside numbers
if (state.shadowBlur > 16) parts.push('a pronounced shadow');
else if (state.shadowBlur > 0) parts.push('a subtle shadow');
prompt.textContent = `Update the card to use ${parts.join(', ')}.`;
}
```
## Common mistakes to avoid
- Prompt output is just a value dump → write it as a natural instruction
- Too many controls at once → group by concern, hide advanced in a collapsible section
- Preview doesn't update instantly → every control change must trigger immediate re-render
- No defaults or presets → starts empty or broken on load
- External dependencies → if CDN is down, playground is dead
- Prompt lacks context → include enough that it's actionable without the playground

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# Code Map Template
Use this template when the playground is about visualizing codebase architecture: component relationships, data flow, layer diagrams, system architecture with interactive commenting for feedback.
## Layout
```
+-------------------+----------------------------------+
| | |
| Controls: | SVG Canvas |
| • View presets | (nodes + connections) |
| • Layer toggles | with zoom controls |
| • Connection | |
| type filters | Legend (bottom-left) |
| | |
| Comments (n): +----------------------------------+
| • List of user | Prompt output |
| comments with | [ Copy Prompt ] |
| delete buttons | |
+-------------------+----------------------------------+
```
Code map playgrounds use an SVG canvas for the architecture diagram. Users click components to add comments, which become part of the generated prompt. Layer and connection filters let users focus on specific parts of the system.
## Control types for code maps
| Decision | Control | Example |
|---|---|---|
| System view | Preset buttons | Full System, Chat Flow, Data Flow, Agent System |
| Visible layers | Checkboxes | Client, Server, SDK, Data, External |
| Connection types | Checkboxes with color indicators | Data Flow (blue), Tool Calls (green), Events (red) |
| Component feedback | Click-to-comment modal | Opens modal with textarea for feedback |
| Zoom level | +//reset buttons | Scale SVG for detail |
## Canvas rendering
Use an `<svg>` element with dynamically generated nodes and paths. Key patterns:
- **Nodes:** Rounded rectangles with title and subtitle (file path)
- **Connections:** Curved paths (bezier) with arrow markers, styled by type
- **Layer organization:** Group nodes by Y-position bands (e.g., y: 30-80 = Client, y: 130-180 = Server)
- **Click-to-comment:** Click node → open modal → save comment → node gets visual indicator
- **Filtering:** Toggle visibility of nodes by layer, connections by type
```javascript
const nodes = [
{ id: 'api-client', label: 'API Client', subtitle: 'src/api/client.ts',
x: 100, y: 50, w: 140, h: 45, layer: 'client', color: '#dbeafe' },
// ...
];
const connections = [
{ from: 'api-client', to: 'server', type: 'data-flow', label: 'HTTP' },
{ from: 'server', to: 'db', type: 'data-flow' },
// ...
];
function renderDiagram() {
const visibleNodes = nodes.filter(n => state.layers[n.layer]);
// Draw connections first (under nodes), then nodes
connections.forEach(c => drawConnection(c));
visibleNodes.forEach(n => drawNode(n));
}
```
## Connection types and styling
Define 3-5 connection types with distinct visual styles:
| Type | Color | Style | Use for |
|---|---|---|---|
| `data-flow` | Blue (#3b82f6) | Solid line | Request/response, data passing |
| `tool-call` | Green (#10b981) | Dashed (6,3) | Function calls, API invocations |
| `event` | Red (#ef4444) | Short dash (4,4) | Async events, pub/sub |
| `skill-invoke` | Orange (#f97316) | Long dash (8,4) | Plugin/skill activation |
| `dependency` | Gray (#6b7280) | Dotted | Import/require relationships |
Use SVG markers for arrowheads:
```html
<marker id="arrowhead-blue" markerWidth="8" markerHeight="6" refX="7" refY="3" orient="auto">
<polygon points="0 0, 8 3, 0 6" fill="#3b82f6"/>
</marker>
```
## Comment system
The key differentiator for code maps is click-to-comment functionality:
1. **Click node** → Open modal with component name, file path, textarea
2. **Save comment** → Add to comments list, mark node with visual indicator (colored border)
3. **View comments** → Sidebar list with component name, comment preview, delete button
4. **Delete comment** → Remove from list, update node visual, regenerate prompt
Comments should include the component context:
```javascript
state.comments.push({
id: Date.now(),
target: node.id,
targetLabel: node.label,
targetFile: node.subtitle,
text: userInput
});
```
## Prompt output for code maps
The prompt combines system context with user comments:
```
This is the [PROJECT NAME] architecture, focusing on the [visible layers].
Feedback on specific components:
**API Client** (src/api/client.ts):
I want to add retry logic with exponential backoff here.
**Database Manager** (src/db/manager.ts):
Can we add connection pooling? Current implementation creates new connections per request.
**Auth Middleware** (src/middleware/auth.ts):
This should validate JWT tokens and extract user context.
```
Only include comments the user added. Mention which layers are visible if not showing the full system.
## Pre-populating with real data
For a specific codebase, pre-populate with:
- **Nodes:** 15-25 key components with real file paths
- **Connections:** 20-40 relationships based on actual imports/calls
- **Layers:** Logical groupings (UI, API, Business Logic, Data, External)
- **Presets:** "Full System", "Frontend Only", "Backend Only", "Data Flow"
Organize nodes in horizontal bands by layer, with consistent spacing.
## Layer color palette (light theme)
| Layer | Node fill | Description |
|---|---|---|
| Client/UI | #dbeafe (blue-100) | React components, hooks, pages |
| Server/API | #fef3c7 (amber-100) | Express routes, middleware, handlers |
| SDK/Core | #f3e8ff (purple-100) | Core libraries, SDK wrappers |
| Agent/Logic | #dcfce7 (green-100) | Business logic, agents, processors |
| Data | #fce7f3 (pink-100) | Database, cache, storage |
| External | #fbcfe8 (pink-200) | Third-party services, APIs |
## Example topics
- Codebase architecture explorer (modules, imports, data flow)
- Microservices map (services, queues, databases, API gateways)
- React component tree (components, hooks, context, state)
- API architecture (routes, middleware, controllers, models)
- Agent system (prompts, tools, skills, subagents)
- Data pipeline (sources, transforms, sinks, scheduling)
- Plugin/extension architecture (core, plugins, hooks, events)

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# Concept Map Template
Use this template when the playground is about learning, exploration, or mapping relationships: concept maps, knowledge gap identification, scope mapping, task decomposition with dependencies.
## Layout
```
+--------------------------------------+
| Canvas (draggable nodes, edges) |
| with tooltip on hover |
+-------------------------+------------+
| | |
| Sidebar: | Prompt |
| • Knowledge levels | output |
| • Connection types | |
| • Node list | [Copy] |
| • Actions | |
+-------------------------+------------+
```
Canvas-based playgrounds differ from the two-panel split. The interactive visual IS the control — users drag nodes and draw connections rather than adjusting sliders. The sidebar supplements with toggles and list controls.
## Control types for concept maps
| Decision | Control | Example |
|---|---|---|
| Knowledge level per node | Click-to-cycle button in sidebar list | Know → Fuzzy → Unknown |
| Connection type | Selector before drawing | calls, depends on, contains, reads from |
| Node arrangement | Drag on canvas | spatial layout reflects mental model |
| Which nodes to include | Toggle or checkbox per node | hide/show concepts |
| Actions | Buttons | Auto-layout (force-directed), clear edges, reset |
## Canvas rendering
Use a `<canvas>` element with manual draw calls. Key patterns:
- **Hit testing:** Check mouse position against node bounding circles on mousedown/mousemove
- **Drag:** On mousedown on a node, track offset and update position on mousemove
- **Edge drawing:** Click node A, then click node B. Draw arrow between them with the selected relationship type
- **Tooltips:** On hover, position a div absolutely over the canvas with description text
- **Force-directed auto-layout:** Simple spring simulation — repulsion between all pairs, attraction along edges, iterate 100-200 times with damping
```javascript
function draw() {
ctx.clearRect(0, 0, W, H);
edges.forEach(e => drawEdge(e)); // edges first, under nodes
nodes.forEach(n => drawNode(n)); // nodes on top
}
```
## Prompt output for concept maps
The prompt should be a targeted learning request shaped by the user's knowledge markings:
> "I'm learning [CODEBASE/DOMAIN]. I already understand: [know nodes]. I'm fuzzy on: [fuzzy nodes]. I have no idea about: [unknown nodes]. Here are the relationships I want to understand: [edge list in natural language]. Please explain the fuzzy and unknown concepts, focusing on these relationships. Build on what I already know. Use concrete code references."
Only include edges the user drew. Only mention concepts they marked as fuzzy or unknown in the explanation request.
## Pre-populating with real data
For codebases or domains, pre-populate with:
- **Nodes:** 15-20 key concepts with real file paths and short descriptions
- **Edges:** 20-30 pre-drawn relationships based on actual architecture
- **Knowledge:** Default all to "Fuzzy" so the user adjusts from there
- **Presets:** "Zoom out" (hide internal nodes, show only top-level), "Focus on [layer]" (highlight nodes in one area)
## Example topics
- Codebase architecture map (modules, data flow, state management)
- Framework learning (how React hooks connect, Next.js data fetching layers)
- System design (services, databases, queues, caches and how they relate)
- Task decomposition (goals → sub-tasks with dependency arrows, knowledge tags)
- API surface map (endpoints grouped by resource, shared middleware, auth layers)

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# Data Explorer Template
Use this template when the playground is about data queries, APIs, pipelines, or structured configuration: SQL builders, API designers, regex builders, pipeline visuals, cron schedules.
## Layout
```
+-------------------+----------------------+
| | |
| Controls | Formatted output |
| grouped by: | (syntax-highlighted |
| • Source/tables | code, or a |
| • Columns/fields | visual diagram) |
| • Filters | |
| • Grouping | |
| • Ordering | |
| • Limits | |
| +----------------------+
| | Prompt output |
| | [ Copy Prompt ] |
+-------------------+----------------------+
```
## Control types by decision
| Decision | Control | Example |
|---|---|---|
| Select from available items | Clickable cards/chips | table names, columns, HTTP methods |
| Add filter/condition rows | Add button → row of dropdowns + input | WHERE column op value |
| Join type or aggregation | Dropdown per row | INNER/LEFT/RIGHT, COUNT/SUM/AVG |
| Limit/offset | Slider | result count 1500 |
| Ordering | Dropdown + ASC/DESC toggle | order by column |
| On/off features | Toggle | show descriptions, include header |
## Preview rendering
Render syntax-highlighted output using `<span>` tags with color classes:
```javascript
function renderPreview() {
const el = document.getElementById('preview');
// Color-code by token type
el.innerHTML = sql
.replace(/\b(SELECT|FROM|WHERE|JOIN|ON|GROUP BY|ORDER BY|LIMIT)\b/g, '<span class="kw">$1</span>')
.replace(/\b(users|orders|products)\b/g, '<span class="tbl">$1</span>')
.replace(/'[^']*'/g, '<span class="str">$&</span>');
}
```
For pipeline-style playgrounds, render a horizontal or vertical flow diagram using positioned divs with arrow connectors.
## Prompt output for data
Frame it as a specification of what to build, not the raw query itself:
> "Write a SQL query that joins orders to users on user_id, filters for orders after 2024-01-01 with total > $50, groups by user, and returns the top 10 users by order count."
Include the schema context (table names, column types) so the prompt is self-contained.
## Example topics
- SQL query builder (tables, joins, filters, group by, order by, limit)
- API endpoint designer (routes, methods, request/response field builder)
- Data transformation pipeline (source → filter → map → aggregate → output)
- Regex builder (sample strings, match groups, live highlight)
- Cron schedule builder (visual timeline, interval, day toggles)
- GraphQL query builder (type selection, field picker, nested resolvers)

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# Design Playground Template
Use this template when the playground is about visual design decisions: components, layouts, spacing, color, typography, animation, responsive behavior.
## Layout
```
+-------------------+----------------------+
| | |
| Controls | Live component/ |
| grouped by: | layout preview |
| • Spacing | (renders in a |
| • Color | mock page or |
| • Typography | isolated card) |
| • Shadow/Border | |
| • Interaction | |
| +----------------------+
| | Prompt output |
| | [ Copy Prompt ] |
+-------------------+----------------------+
```
## Control types by decision
| Decision | Control | Example |
|---|---|---|
| Sizes, spacing, radius | Slider | border-radius 024px |
| On/off features | Toggle | show border, hover effect |
| Choosing from a set | Dropdown | font-family, easing curve |
| Colors | Hue + saturation + lightness sliders | shadow color, accent |
| Layout structure | Clickable cards | sidebar-left / top-nav / no-nav |
| Responsive behavior | Viewport-width slider | watch grid reflow at breakpoints |
## Preview rendering
Apply state values directly to a preview element's inline styles:
```javascript
function renderPreview() {
const el = document.getElementById('preview');
el.style.borderRadius = state.radius + 'px';
el.style.padding = state.padding + 'px';
el.style.boxShadow = state.shadow
? `0 ${state.shadowY}px ${state.shadowBlur}px rgba(0,0,0,${state.shadowOpacity})`
: 'none';
}
```
Show the preview on both light and dark backgrounds if relevant. Include a context toggle.
## Prompt output for design
Frame it as a direction to a developer, not a spec sheet:
> "Update the card to feel soft and elevated: 12px border-radius, 24px horizontal padding, a medium box-shadow (0 4px 12px rgba(0,0,0,0.1)). On hover, lift it with translateY(-1px) and deepen the shadow slightly."
If the user is working in Tailwind, suggest Tailwind classes. If raw CSS, use CSS properties.
## Example topics
- Button style explorer (radius, padding, weight, hover/active states)
- Card component (shadow depth, radius, content layout, image)
- Layout builder (sidebar width, content max-width, header height, grid)
- Typography scale (base size, ratio, line heights across h1-body-caption)
- Color palette generator (primary hue, derive secondary/accent/surface)
- Dashboard density (airy → compact slider that scales everything proportionally)
- Modal/dialog (width, overlay opacity, entry animation, corner radius)

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# Diff Review Template
Use this template when the playground is about reviewing code diffs: git commits, pull requests, code changes with interactive line-by-line commenting for feedback.
## Layout
```
+-------------------+----------------------------------+
| | |
| Commit Header: | Diff Content |
| • Hash | (files with hunks) |
| • Message | with line numbers |
| • Author/Date | and +/- indicators |
| | |
+-------------------+----------------------------------+
| Prompt Output Panel (fixed bottom-right) |
| [ Copy All ] |
| Shows all comments formatted for prompt |
+------------------------------------------------------+
```
Diff review playgrounds display git diffs with syntax highlighting. Users click lines to add comments, which become part of the generated prompt for code review feedback.
## Control types for diff review
| Feature | Control | Behavior |
|---|---|---|
| Line commenting | Click any diff line | Opens textarea below the line |
| Comment indicator | Badge on commented lines | Shows which lines have feedback |
| Save/Cancel | Buttons in comment box | Persist or discard comment |
| Copy prompt | Button in prompt panel | Copies all comments to clipboard |
## Diff rendering
Parse diff data into structured format for rendering:
```javascript
const diffData = [
{
file: "path/to/file.py",
hunks: [
{
header: "@@ -41,13 +41,13 @@ function context",
lines: [
{ type: "context", oldNum: 41, newNum: 41, content: "unchanged line" },
{ type: "deletion", oldNum: 42, newNum: null, content: "removed line" },
{ type: "addition", oldNum: null, newNum: 42, content: "added line" },
]
}
]
}
];
```
## Line type styling
| Type | Background | Text Color | Prefix |
|---|---|---|---|
| `context` | transparent | default | ` ` (space) |
| `addition` | green tint (#dafbe1 light / rgba(46,160,67,0.15) dark) | green (#1a7f37 light / #7ee787 dark) | `+` |
| `deletion` | red tint (#ffebe9 light / rgba(248,81,73,0.15) dark) | red (#cf222e light / #f85149 dark) | `-` |
| `hunk-header` | blue tint (#ddf4ff light) | blue (#0969da light) | `@@` |
## Comment system
Each diff line gets a unique identifier for comment tracking:
```javascript
const comments = {}; // { lineId: commentText }
function selectLine(lineId, lineEl) {
// Deselect previous
document.querySelectorAll('.diff-line.selected').forEach(el =>
el.classList.remove('selected'));
document.querySelectorAll('.comment-box.active').forEach(el =>
el.classList.remove('active'));
// Select new
lineEl.classList.add('selected');
document.getElementById(`comment-box-${lineId}`).classList.add('active');
}
function saveComment(lineId) {
const textarea = document.getElementById(`textarea-${lineId}`);
const comment = textarea.value.trim();
if (comment) {
comments[lineId] = comment;
} else {
delete comments[lineId];
}
renderDiff(); // Re-render to show comment indicator
updatePromptOutput();
}
```
## Prompt output format
Generate a structured code review format:
```javascript
function updatePromptOutput() {
const commentKeys = Object.keys(comments);
if (commentKeys.length === 0) {
promptContent.innerHTML = '<span class="no-comments">Click on any line to add a comment...</span>';
return;
}
let output = 'Code Review Comments:\n\n';
commentKeys.forEach(lineId => {
const lineEl = document.querySelector(`[data-line-id="${lineId}"]`);
const file = lineEl.dataset.file;
const lineNum = lineEl.dataset.lineNum;
const content = lineEl.dataset.content;
output += `📍 ${file}:${lineNum}\n`;
output += ` Code: ${content.trim()}\n`;
output += ` Comment: ${comments[lineId]}\n\n`;
});
promptContent.textContent = output;
}
```
## Data attributes for line elements
Store metadata on each line element for prompt generation:
```html
<div class="diff-line addition"
data-line-id="0-1-5"
data-file="src/utils/handler.py"
data-line-num="45"
data-content="subagent_id = tracker.register()">
```
## Pre-populating with real data
To create a diff viewer for a specific commit:
1. Run `git show <commit> --format="%H%n%s%n%an%n%ad" -p`
2. Parse the output into the `diffData` structure
3. Include commit metadata in the header section
## Theme support
Support both light and dark modes:
```css
/* Light mode */
body { background: #f6f8fa; color: #1f2328; }
.file-card { background: #ffffff; border: 1px solid #d0d7de; }
.diff-line.addition { background: #dafbe1; }
.diff-line.deletion { background: #ffebe9; }
/* Dark mode */
body { background: #0d1117; color: #c9d1d9; }
.file-card { background: #161b22; border: 1px solid #30363d; }
.diff-line.addition { background: rgba(46, 160, 67, 0.15); }
.diff-line.deletion { background: rgba(248, 81, 73, 0.15); }
```
## Interactive features
- **Hover hint:** Show "Click to comment" tooltip on line hover
- **Comment indicator:** Badge (💬) on lines with saved comments
- **Toast notification:** "Copied to clipboard!" feedback on copy
- **Edit existing:** Allow editing previously saved comments
## Example topics
- Git commit review (single commit diff with line comments)
- Pull request review (multiple commits, file-level and line-level comments)
- Code diff comparison (before/after refactoring)
- Merge conflict resolution (showing both versions with annotations)
- Code audit (security review with findings per line)

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# Document Critique Template
Use this template when the playground helps review and critique documents: SKILL.md files, READMEs, specs, proposals, or any text that needs structured feedback with approve/reject/comment workflow.
## Layout
```
+---------------------------+--------------------+
| | |
| Document content | Suggestions panel |
| with line numbers | (filterable list) |
| and suggestion | • Approve |
| highlighting | • Reject |
| | • Comment |
| | |
+---------------------------+--------------------+
| Prompt output (approved + commented items) |
| [ Copy Prompt ] |
+------------------------------------------------+
```
## Key components
### Document panel (left)
- Display full document with line numbers
- Highlight lines with suggestions using a colored left border
- Color-code by status: pending (amber), approved (green), rejected (red with opacity)
- Click a suggestion card to scroll to the relevant line
### Suggestions panel (right)
- Filter tabs: All / Pending / Approved / Rejected
- Stats in header showing counts for each status
- Each suggestion card shows:
- Line reference (e.g., "Line 3" or "Lines 17-24")
- The suggestion text
- Action buttons: Approve / Reject / Comment (or Reset if already decided)
- Optional textarea for user comments
### Prompt output (bottom)
- Generates a prompt only from approved suggestions and user comments
- Groups by: Approved Improvements, Additional Feedback, Rejected (for context)
- Copy button with "Copied!" feedback
## State structure
```javascript
const suggestions = [
{
id: 1,
lineRef: "Line 3",
targetText: "description: Creates interactive...",
suggestion: "The description is too long. Consider shortening.",
category: "clarity", // clarity, completeness, performance, accessibility, ux
status: "pending", // pending, approved, rejected
userComment: ""
},
// ... more suggestions
];
let state = {
suggestions: [...],
activeFilter: "all",
activeSuggestionId: null
};
```
## Suggestion matching to lines
Match suggestions to document lines by parsing the lineRef:
```javascript
const suggestion = state.suggestions.find(s => {
const match = s.lineRef.match(/Line[s]?\s*(\d+)/);
if (match) {
const targetLine = parseInt(match[1]);
return Math.abs(targetLine - lineNum) <= 2; // fuzzy match nearby lines
}
return false;
});
```
## Document rendering
Handle markdown-style formatting inline:
```javascript
// Skip ``` lines, wrap content in code-block-wrapper
if (line.startsWith('```')) {
inCodeBlock = !inCodeBlock;
// Open or close wrapper div
}
// Headers
if (line.startsWith('# ')) renderedLine = `<h1>...</h1>`;
if (line.startsWith('## ')) renderedLine = `<h2>...</h2>`;
// Inline formatting (outside code blocks)
renderedLine = renderedLine.replace(/`([^`]+)`/g, '<code>$1</code>');
renderedLine = renderedLine.replace(/\*\*([^*]+)\*\*/g, '<strong>$1</strong>');
```
## Prompt output generation
Only include actionable items:
```javascript
function updatePrompt() {
const approved = state.suggestions.filter(s => s.status === 'approved');
const withComments = state.suggestions.filter(s => s.userComment?.trim());
if (approved.length === 0 && withComments.length === 0) {
// Show placeholder
return;
}
let prompt = 'Please update [DOCUMENT] with the following changes:\n\n';
if (approved.length > 0) {
prompt += '## Approved Improvements\n\n';
for (const s of approved) {
prompt += `**${s.lineRef}:** ${s.suggestion}`;
if (s.userComment?.trim()) {
prompt += `\n → User note: ${s.userComment.trim()}`;
}
prompt += '\n\n';
}
}
// Additional feedback from non-approved items with comments
// Rejected items listed for context only
}
```
## Styling highlights
```css
.doc-line.has-suggestion {
border-left: 3px solid #bf8700; /* amber for pending */
background: rgba(191, 135, 0, 0.08);
}
.doc-line.approved {
border-left-color: #1a7f37; /* green */
background: rgba(26, 127, 55, 0.08);
}
.doc-line.rejected {
border-left-color: #cf222e; /* red */
background: rgba(207, 34, 46, 0.08);
opacity: 0.6;
}
```
## Pre-populating suggestions
When building a critique playground for a specific document:
1. Read the document content
2. Analyze and generate suggestions with:
- Specific line references
- Clear, actionable suggestion text
- Category tags (clarity, completeness, performance, accessibility, ux)
3. Embed both the document content and suggestions array in the HTML
## Example use cases
- SKILL.md review (skill definition quality, completeness, clarity)
- README critique (documentation quality, missing sections, unclear explanations)
- Spec review (requirements clarity, missing edge cases, ambiguity)
- Proposal feedback (structure, argumentation, missing context)
- Code comment review (docstring quality, inline comment usefulness)

202
plugins/plugin-dev/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
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limitations under the License.

View File

@@ -6,13 +6,13 @@ A comprehensive toolkit for developing Claude Code plugins with expert guidance
The plugin-dev toolkit provides seven specialized skills to help you build high-quality Claude Code plugins:
1. **Hook Development** - Advanced hooks API and event-driven automation
2. **MCP Integration** - Model Context Protocol server integration
3. **Plugin Structure** - Plugin organization and manifest configuration
4. **Plugin Settings** - Configuration patterns using .claude/plugin-name.local.md files
5. **Command Development** - Creating slash commands with frontmatter and arguments
6. **Agent Development** - Creating autonomous agents with AI-assisted generation
7. **Skill Development** - Creating skills with progressive disclosure and strong triggers
1. **hook-development** - Advanced hooks API and event-driven automation
2. **mcp-integration** - Model Context Protocol server integration
3. **plugin-structure** - Plugin organization and manifest configuration
4. **plugin-settings** - Configuration patterns using .claude/plugin-name.local.md files
5. **command-development** - Creating slash commands with frontmatter and arguments
6. **agent-development** - Creating autonomous agents with AI-assisted generation
7. **skill-development** - Creating skills with progressive disclosure and strong triggers
Each skill follows best practices with progressive disclosure: lean core documentation, detailed references, working examples, and utility scripts.
@@ -53,7 +53,7 @@ Use this workflow for structured, high-quality plugin development from concept t
## Skills
### 1. Hook Development
### 1. hook-development
**Trigger phrases:** "create a hook", "add a PreToolUse hook", "validate tool use", "implement prompt-based hooks", "${CLAUDE_PLUGIN_ROOT}", "block dangerous commands"
@@ -73,7 +73,7 @@ Use this workflow for structured, high-quality plugin development from concept t
**Use when:** Creating event-driven automation, validating operations, or enforcing policies in your plugin.
### 2. MCP Integration
### 2. mcp-integration
**Trigger phrases:** "add MCP server", "integrate MCP", "configure .mcp.json", "Model Context Protocol", "stdio/SSE/HTTP server", "connect external service"
@@ -92,7 +92,7 @@ Use this workflow for structured, high-quality plugin development from concept t
**Use when:** Integrating external services, APIs, databases, or tools into your plugin.
### 3. Plugin Structure
### 3. plugin-structure
**Trigger phrases:** "plugin structure", "plugin.json manifest", "auto-discovery", "component organization", "plugin directory layout"
@@ -111,7 +111,7 @@ Use this workflow for structured, high-quality plugin development from concept t
**Use when:** Starting a new plugin, organizing components, or configuring the plugin manifest.
### 4. Plugin Settings
### 4. plugin-settings
**Trigger phrases:** "plugin settings", "store plugin configuration", ".local.md files", "plugin state files", "read YAML frontmatter", "per-project plugin settings"
@@ -120,7 +120,7 @@ Use this workflow for structured, high-quality plugin development from concept t
- YAML frontmatter + markdown body structure
- Parsing techniques for bash scripts (sed, awk, grep patterns)
- Temporarily active hooks (flag files and quick-exit)
- Real-world examples from multi-agent-swarm and ralph-wiggum plugins
- Real-world examples from multi-agent-swarm and ralph-loop plugins
- Atomic file updates and validation
- Gitignore and lifecycle management
@@ -132,7 +132,7 @@ Use this workflow for structured, high-quality plugin development from concept t
**Use when:** Making plugins configurable, storing per-project state, or implementing user preferences.
### 5. Command Development
### 5. command-development
**Trigger phrases:** "create a slash command", "add a command", "command frontmatter", "define command arguments", "organize commands"
@@ -151,7 +151,7 @@ Use this workflow for structured, high-quality plugin development from concept t
**Use when:** Creating slash commands, defining command arguments, or organizing plugin commands.
### 6. Agent Development
### 6. agent-development
**Trigger phrases:** "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "autonomous agent"
@@ -172,7 +172,7 @@ Use this workflow for structured, high-quality plugin development from concept t
**Use when:** Creating autonomous agents, defining agent behavior, or implementing AI-assisted agent generation.
### 7. Skill Development
### 7. skill-development
**Trigger phrases:** "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content"
@@ -286,11 +286,11 @@ The hook-development skill includes production-ready utilities:
### Working Examples
Every skill provides working examples:
- **Hook Development**: 3 complete hook scripts (bash, write validation, context loading)
- **MCP Integration**: 3 server configurations (stdio, SSE, HTTP)
- **Plugin Structure**: 3 plugin layouts (minimal, standard, advanced)
- **Plugin Settings**: 3 examples (read-settings hook, create-settings command, templates)
- **Command Development**: 10 complete command examples (review, test, deploy, docs, etc.)
- **hook-development**: 3 complete hook scripts (bash, write validation, context loading)
- **mcp-integration**: 3 server configurations (stdio, SSE, HTTP)
- **plugin-structure**: 3 plugin layouts (minimal, standard, advanced)
- **plugin-settings**: 3 examples (read-settings hook, create-settings command, templates)
- **command-development**: 10 complete command examples (review, test, deploy, docs, etc.)
## Documentation Standards

View File

@@ -1,34 +1,34 @@
---
name: agent-creator
description: Use this agent when the user asks to "create an agent", "generate an agent", "build a new agent", "make me an agent that...", or describes agent functionality they need. Trigger when user wants to create autonomous agents for plugins. Examples:
description: |
Use this agent when the user asks to "create an agent", "generate an agent", "build a new agent", "make me an agent that...", or describes agent functionality they need. Trigger when user wants to create autonomous agents for plugins. Examples:
<example>
Context: User wants to create a code review agent
user: "Create an agent that reviews code for quality issues"
assistant: "I'll use the agent-creator agent to generate the agent configuration."
<commentary>
User requesting new agent creation, trigger agent-creator to generate it.
</commentary>
</example>
<example>
Context: User wants to create a code review agent
user: "Create an agent that reviews code for quality issues"
assistant: "I'll use the agent-creator agent to generate the agent configuration."
<commentary>
User requesting new agent creation, trigger agent-creator to generate it.
</commentary>
</example>
<example>
Context: User describes needed functionality
user: "I need an agent that generates unit tests for my code"
assistant: "I'll use the agent-creator agent to create a test generation agent."
<commentary>
User describes agent need, trigger agent-creator to build it.
</commentary>
</example>
<example>
Context: User wants to add agent to plugin
user: "Add an agent to my plugin that validates configurations"
assistant: "I'll use the agent-creator agent to generate a configuration validator agent."
<commentary>
Plugin development with agent addition, trigger agent-creator.
</commentary>
</example>
<example>
Context: User describes needed functionality
user: "I need an agent that generates unit tests for my code"
assistant: "I'll use the agent-creator agent to create a test generation agent."
<commentary>
User describes agent need, trigger agent-creator to build it.
</commentary>
</example>
<example>
Context: User wants to add agent to plugin
user: "Add an agent to my plugin that validates configurations"
assistant: "I'll use the agent-creator agent to generate a configuration validator agent."
<commentary>
Plugin development with agent addition, trigger agent-creator.
</commentary>
</example>
model: sonnet
color: magenta
tools: ["Write", "Read"]

View File

@@ -1,36 +1,36 @@
---
name: plugin-validator
description: Use this agent when the user asks to "validate my plugin", "check plugin structure", "verify plugin is correct", "validate plugin.json", "check plugin files", or mentions plugin validation. Also trigger proactively after user creates or modifies plugin components. Examples:
description: |
Use this agent when the user asks to "validate my plugin", "check plugin structure", "verify plugin is correct", "validate plugin.json", "check plugin files", or mentions plugin validation. Also trigger proactively after user creates or modifies plugin components. Examples:
<example>
Context: User finished creating a new plugin
user: "I've created my first plugin with commands and hooks"
assistant: "Great! Let me validate the plugin structure."
<commentary>
Plugin created, proactively validate to catch issues early.
</commentary>
assistant: "I'll use the plugin-validator agent to check the plugin."
</example>
<example>
Context: User finished creating a new plugin
user: "I've created my first plugin with commands and hooks"
assistant: "Great! Let me validate the plugin structure."
<commentary>
Plugin created, proactively validate to catch issues early.
</commentary>
assistant: "I'll use the plugin-validator agent to check the plugin."
</example>
<example>
Context: User explicitly requests validation
user: "Validate my plugin before I publish it"
assistant: "I'll use the plugin-validator agent to perform comprehensive validation."
<commentary>
Explicit validation request triggers the agent.
</commentary>
</example>
<example>
Context: User modified plugin.json
user: "I've updated the plugin manifest"
assistant: "Let me validate the changes."
<commentary>
Manifest modified, validate to ensure correctness.
</commentary>
assistant: "I'll use the plugin-validator agent to check the manifest."
</example>
<example>
Context: User explicitly requests validation
user: "Validate my plugin before I publish it"
assistant: "I'll use the plugin-validator agent to perform comprehensive validation."
<commentary>
Explicit validation request triggers the agent.
</commentary>
</example>
<example>
Context: User modified plugin.json
user: "I've updated the plugin manifest"
assistant: "Let me validate the changes."
<commentary>
Manifest modified, validate to ensure correctness.
</commentary>
assistant: "I'll use the plugin-validator agent to check the manifest."
</example>
model: inherit
color: yellow
tools: ["Read", "Grep", "Glob", "Bash"]

View File

@@ -1,35 +1,35 @@
---
name: skill-reviewer
description: Use this agent when the user has created or modified a skill and needs quality review, asks to "review my skill", "check skill quality", "improve skill description", or wants to ensure skill follows best practices. Trigger proactively after skill creation. Examples:
description: |
Use this agent when the user has created or modified a skill and needs quality review, asks to "review my skill", "check skill quality", "improve skill description", or wants to ensure skill follows best practices. Trigger proactively after skill creation. Examples:
<example>
Context: User just created a new skill
user: "I've created a PDF processing skill"
assistant: "Great! Let me review the skill quality."
<commentary>
Skill created, proactively trigger skill-reviewer to ensure it follows best practices.
</commentary>
assistant: "I'll use the skill-reviewer agent to review the skill."
</example>
<example>
Context: User just created a new skill
user: "I've created a PDF processing skill"
assistant: "Great! Let me review the skill quality."
<commentary>
Skill created, proactively trigger skill-reviewer to ensure it follows best practices.
</commentary>
assistant: "I'll use the skill-reviewer agent to review the skill."
</example>
<example>
Context: User requests skill review
user: "Review my skill and tell me how to improve it"
assistant: "I'll use the skill-reviewer agent to analyze the skill quality."
<commentary>
Explicit skill review request triggers the agent.
</commentary>
</example>
<example>
Context: User modified skill description
user: "I updated the skill description, does it look good?"
assistant: "I'll use the skill-reviewer agent to review the changes."
<commentary>
Skill description modified, review for triggering effectiveness.
</commentary>
</example>
<example>
Context: User requests skill review
user: "Review my skill and tell me how to improve it"
assistant: "I'll use the skill-reviewer agent to analyze the skill quality."
<commentary>
Explicit skill review request triggers the agent.
</commentary>
</example>
<example>
Context: User modified skill description
user: "I updated the skill description, does it look good?"
assistant: "I'll use the skill-reviewer agent to review the changes."
<commentary>
Skill description modified, review for triggering effectiveness.
</commentary>
</example>
model: inherit
color: cyan
tools: ["Read", "Grep", "Glob"]

View File

@@ -1,5 +1,5 @@
---
name: Agent Development
name: agent-development
description: This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.
version: 0.1.0
---

View File

@@ -1,5 +1,5 @@
---
name: Command Development
name: command-development
description: This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use command frontmatter", "organize commands", "create command with file references", "interactive command", "use AskUserQuestion in command", or needs guidance on slash command structure, YAML frontmatter fields, dynamic arguments, bash execution in commands, user interaction patterns, or command development best practices for Claude Code.
version: 0.2.0
---

View File

@@ -1,5 +1,5 @@
---
name: Hook Development
name: hook-development
description: This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-based hooks", "use ${CLAUDE_PLUGIN_ROOT}", "set up event-driven automation", "block dangerous commands", or mentions hook events (PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, SessionEnd, UserPromptSubmit, PreCompact, Notification). Provides comprehensive guidance for creating and implementing Claude Code plugin hooks with focus on advanced prompt-based hooks API.
version: 0.1.0
---

View File

@@ -1,5 +1,5 @@
---
name: MCP Integration
name: mcp-integration
description: This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.
version: 0.1.0
---

View File

@@ -1,5 +1,5 @@
---
name: Plugin Settings
name: plugin-settings
description: This skill should be used when the user asks about "plugin settings", "store plugin configuration", "user-configurable plugin", ".local.md files", "plugin state files", "read YAML frontmatter", "per-project plugin settings", or wants to make plugin behavior configurable. Documents the .claude/plugin-name.local.md pattern for storing plugin-specific configuration with YAML frontmatter and markdown content.
version: 0.1.0
---
@@ -449,7 +449,7 @@ Coordinate with auth-agent on shared types.
- Sends notifications to coordinator if enabled
- Allows quick activation/deactivation via `enabled: true/false`
### ralph-wiggum Plugin
### ralph-loop Plugin
**.claude/ralph-loop.local.md:**
```markdown
@@ -512,7 +512,7 @@ fi
For detailed implementation patterns:
- **`references/parsing-techniques.md`** - Complete guide to parsing YAML frontmatter and markdown bodies
- **`references/real-world-examples.md`** - Deep dive into multi-agent-swarm and ralph-wiggum implementations
- **`references/real-world-examples.md`** - Deep dive into multi-agent-swarm and ralph-loop implementations
### Example Files

View File

@@ -126,7 +126,7 @@ sed "s/^pr_number: .*/pr_number: $PR_NUM/" \
mv temp.md ".claude/multi-agent-swarm.local.md"
```
## ralph-wiggum Plugin
## ralph-loop Plugin
### Settings File Structure
@@ -253,7 +253,7 @@ echo "Ralph loop initialized: .claude/ralph-loop.local.md"
## Pattern Comparison
| Feature | multi-agent-swarm | ralph-wiggum |
| Feature | multi-agent-swarm | ralph-loop |
|---------|-------------------|--------------|
| **File** | `.claude/multi-agent-swarm.local.md` | `.claude/ralph-loop.local.md` |
| **Purpose** | Agent coordination state | Loop iteration state |

View File

@@ -1,5 +1,5 @@
---
name: Plugin Structure
name: plugin-structure
description: This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json", "use ${CLAUDE_PLUGIN_ROOT}", "add commands/agents/skills/hooks", "configure auto-discovery", or needs guidance on plugin directory layout, manifest configuration, component organization, file naming conventions, or Claude Code plugin architecture best practices.
version: 0.1.0
---

View File

@@ -1,5 +1,5 @@
---
name: Skill Development
name: skill-development
description: This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
version: 0.1.0
---
@@ -310,7 +310,7 @@ Study the skills in this plugin as examples of best practices:
**plugin-settings skill:**
- Specific triggers: "plugin settings", ".local.md files", "YAML frontmatter"
- References show real implementations (multi-agent-swarm, ralph-wiggum)
- References show real implementations (multi-agent-swarm, ralph-loop)
- Working parsing scripts
Each demonstrates progressive disclosure and strong triggering.

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -1,37 +1,42 @@
---
name: code-simplifier
description: Use this agent when code has been written or modified and needs to be simplified for clarity, consistency, and maintainability while preserving all functionality. This agent should be triggered automatically after completing a coding task or writing a logical chunk of code. It simplifies code by following project best practices while retaining all functionality. The agent focuses only on recently modified code unless instructed otherwise.\n\nExamples:\n\n<example>
Context: The assistant has just implemented a new feature that adds user authentication to an API endpoint.
user: "Please add authentication to the /api/users endpoint"
assistant: "I've implemented the authentication for the /api/users endpoint. Here's the code:"
<function call omitted for brevity>
<commentary>
Since a logical chunk of code has been written (authentication feature), use the Task tool to launch the code-simplifier agent to improve the code's clarity and maintainability while preserving functionality.
</commentary>
assistant: "Now let me use the code-simplifier agent to refine this implementation for better clarity and maintainability"
</example>
description: |
Use this agent when code has been written or modified and needs to be simplified for clarity, consistency, and maintainability while preserving all functionality. This agent should be triggered automatically after completing a coding task or writing a logical chunk of code. It simplifies code by following project best practices while retaining all functionality. The agent focuses only on recently modified code unless instructed otherwise.
<example>
Context: The assistant has just fixed a bug by adding several conditional checks.
user: "Fix the null pointer exception in the data processor"
assistant: "I've added the necessary null checks to prevent the exception:"
<function call omitted for brevity>
<commentary>
After modifying code to fix a bug, use the code-simplifier agent to ensure the fix follows best practices and maintains code quality.
</commentary>
assistant: "Let me refine this bug fix using the code-simplifier agent to ensure it follows our best practices"
</example>
Examples:
<example>
Context: The assistant has just refactored a function to improve performance.
user: "Optimize the data sorting algorithm for better performance"
assistant: "I've optimized the sorting algorithm. Here's the updated implementation:"
<function call omitted for brevity>
<commentary>
After completing a performance optimization task, use the code-simplifier agent to ensure the optimized code is also clear and maintainable.
</commentary>
assistant: "Now I'll use the code-simplifier agent to ensure the optimized code is also clear and follows our coding standards"
</example>
<example>
Context: The assistant has just implemented a new feature that adds user authentication to an API endpoint.
user: "Please add authentication to the /api/users endpoint"
assistant: "I've implemented the authentication for the /api/users endpoint. Here's the code:"
<function call omitted for brevity>
<commentary>
Since a logical chunk of code has been written (authentication feature), use the Task tool to launch the code-simplifier agent to improve the code's clarity and maintainability while preserving functionality.
</commentary>
assistant: "Now let me use the code-simplifier agent to refine this implementation for better clarity and maintainability"
</example>
<example>
Context: The assistant has just fixed a bug by adding several conditional checks.
user: "Fix the null pointer exception in the data processor"
assistant: "I've added the necessary null checks to prevent the exception:"
<function call omitted for brevity>
<commentary>
After modifying code to fix a bug, use the code-simplifier agent to ensure the fix follows best practices and maintains code quality.
</commentary>
assistant: "Let me refine this bug fix using the code-simplifier agent to ensure it follows our best practices"
</example>
<example>
Context: The assistant has just refactored a function to improve performance.
user: "Optimize the data sorting algorithm for better performance"
assistant: "I've optimized the sorting algorithm. Here's the updated implementation:"
<function call omitted for brevity>
<commentary>
After completing a performance optimization task, use the code-simplifier agent to ensure the optimized code is also clear and maintainable.
</commentary>
assistant: "Now I'll use the code-simplifier agent to ensure the optimized code is also clear and follows our coding standards"
</example>
model: opus
---

202
plugins/pyright-lsp/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,8 @@
{
"name": "ralph-loop",
"description": "Continuous self-referential AI loops for interactive iterative development, implementing the Ralph Wiggum technique. Run Claude in a while-true loop with the same prompt until task completion.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
}
}

202
plugins/ralph-loop/LICENSE Normal file
View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -1,12 +1,12 @@
# Ralph Wiggum Plugin
# Ralph Loop Plugin
Implementation of the Ralph Wiggum technique for iterative, self-referential AI development loops in Claude Code.
## What is Ralph?
## What is Ralph Loop?
Ralph is a development methodology based on continuous AI agent loops. As Geoffrey Huntley describes it: **"Ralph is a Bash loop"** - a simple `while true` that repeatedly feeds an AI agent a prompt file, allowing it to iteratively improve its work until completion.
Ralph Loop is a development methodology based on continuous AI agent loops. As Geoffrey Huntley describes it: **"Ralph is a Bash loop"** - a simple `while true` that repeatedly feeds an AI agent a prompt file, allowing it to iteratively improve its work until completion.
The technique is named after Ralph Wiggum from The Simpsons, embodying the philosophy of persistent iteration despite setbacks.
This technique is inspired by the Ralph Wiggum coding technique (named after the character from The Simpsons), embodying the philosophy of persistent iteration despite setbacks.
### Core Concept

View File

@@ -1,5 +1,5 @@
---
description: "Cancel active Ralph Wiggum loop"
description: "Cancel active Ralph Loop"
allowed-tools: ["Bash(test -f .claude/ralph-loop.local.md:*)", "Bash(rm .claude/ralph-loop.local.md)", "Read(.claude/ralph-loop.local.md)"]
hide-from-slash-command-tool: "true"
---

View File

@@ -1,14 +1,14 @@
---
description: "Explain Ralph Wiggum technique and available commands"
description: "Explain Ralph Loop plugin and available commands"
---
# Ralph Wiggum Plugin Help
# Ralph Loop Plugin Help
Please explain the following to the user:
## What is the Ralph Wiggum Technique?
## What is Ralph Loop?
The Ralph Wiggum technique is an iterative development methodology based on continuous AI loops, pioneered by Geoffrey Huntley.
Ralph Loop implements the Ralph Wiggum technique - an iterative development methodology based on continuous AI loops, pioneered by Geoffrey Huntley.
**Core concept:**
```bash

View File

@@ -1,7 +1,7 @@
---
description: "Start Ralph Wiggum loop in current session"
description: "Start Ralph Loop in current session"
argument-hint: "PROMPT [--max-iterations N] [--completion-promise TEXT]"
allowed-tools: ["Bash(${CLAUDE_PLUGIN_ROOT}/scripts/setup-ralph-loop.sh)"]
allowed-tools: ["Bash(${CLAUDE_PLUGIN_ROOT}/scripts/setup-ralph-loop.sh:*)"]
hide-from-slash-command-tool: "true"
---

View File

@@ -1,5 +1,5 @@
{
"description": "Ralph Wiggum plugin stop hook for self-referential loops",
"description": "Ralph Loop plugin stop hook for self-referential loops",
"hooks": {
"Stop": [
{

View File

@@ -1,6 +1,6 @@
#!/bin/bash
# Ralph Wiggum Stop Hook
# Ralph Loop Stop Hook
# Prevents session exit when a ralph-loop is active
# Feeds Claude's output back as input to continue the loop
@@ -24,6 +24,16 @@ MAX_ITERATIONS=$(echo "$FRONTMATTER" | grep '^max_iterations:' | sed 's/max_iter
# Extract completion_promise and strip surrounding quotes if present
COMPLETION_PROMISE=$(echo "$FRONTMATTER" | grep '^completion_promise:' | sed 's/completion_promise: *//' | sed 's/^"\(.*\)"$/\1/')
# Session isolation: the state file is project-scoped, but the Stop hook
# fires in every Claude Code session in that project. If another session
# started the loop, this session must not block (or touch the state file).
# Legacy state files without session_id fall through (preserves old behavior).
STATE_SESSION=$(echo "$FRONTMATTER" | grep '^session_id:' | sed 's/session_id: *//' || true)
HOOK_SESSION=$(echo "$HOOK_INPUT" | jq -r '.session_id // ""')
if [[ -n "$STATE_SESSION" ]] && [[ "$STATE_SESSION" != "$HOOK_SESSION" ]]; then
exit 0
fi
# Validate numeric fields before arithmetic operations
if [[ ! "$ITERATION" =~ ^[0-9]+$ ]]; then
echo "⚠️ Ralph loop: State file corrupted" >&2
@@ -77,35 +87,39 @@ if ! grep -q '"role":"assistant"' "$TRANSCRIPT_PATH"; then
exit 0
fi
# Extract last assistant message with explicit error handling
LAST_LINE=$(grep '"role":"assistant"' "$TRANSCRIPT_PATH" | tail -1)
if [[ -z "$LAST_LINE" ]]; then
echo "⚠️ Ralph loop: Failed to extract last assistant message" >&2
# Extract the most recent assistant text block.
#
# Claude Code writes each content block (text/tool_use/thinking) as its own
# JSONL line, all with role=assistant. So slurp the last N assistant lines,
# flatten to text blocks only, and take the last one.
#
# Capped at the last 100 assistant lines to keep jq's slurp input bounded
# for long-running sessions.
LAST_LINES=$(grep '"role":"assistant"' "$TRANSCRIPT_PATH" | tail -n 100)
if [[ -z "$LAST_LINES" ]]; then
echo "⚠️ Ralph loop: Failed to extract assistant messages" >&2
echo " Ralph loop is stopping." >&2
rm "$RALPH_STATE_FILE"
exit 0
fi
# Parse JSON with error handling
LAST_OUTPUT=$(echo "$LAST_LINE" | jq -r '
.message.content |
map(select(.type == "text")) |
map(.text) |
join("\n")
# Parse the recent lines and pull out the final text block.
# `last // ""` yields empty string when no text blocks exist (e.g. a turn
# that is all tool calls). That's fine: empty text means no <promise> tag,
# so the loop simply continues.
# (Briefly disable errexit so a jq failure can be caught by the $? check.)
set +e
LAST_OUTPUT=$(echo "$LAST_LINES" | jq -rs '
map(.message.content[]? | select(.type == "text") | .text) | last // ""
' 2>&1)
JQ_EXIT=$?
set -e
# Check if jq succeeded
if [[ $? -ne 0 ]]; then
if [[ $JQ_EXIT -ne 0 ]]; then
echo "⚠️ Ralph loop: Failed to parse assistant message JSON" >&2
echo " Error: $LAST_OUTPUT" >&2
echo " This may indicate a transcript format issue" >&2
echo " Ralph loop is stopping." >&2
rm "$RALPH_STATE_FILE"
exit 0
fi
if [[ -z "$LAST_OUTPUT" ]]; then
echo "⚠️ Ralph loop: Assistant message contained no text content" >&2
echo " This may indicate a transcript format issue." >&2
echo " Ralph loop is stopping." >&2
rm "$RALPH_STATE_FILE"
exit 0

View File

@@ -29,7 +29,7 @@ OPTIONS:
-h, --help Show this help message
DESCRIPTION:
Starts a Ralph Wiggum loop in your CURRENT session. The stop hook prevents
Starts a Ralph Loop in your CURRENT session. The stop hook prevents
exit and feeds your output back as input until completion or iteration limit.
To signal completion, you must output: <promise>YOUR_PHRASE</promise>
@@ -141,6 +141,7 @@ cat > .claude/ralph-loop.local.md <<EOF
---
active: true
iteration: 1
session_id: ${CLAUDE_CODE_SESSION_ID:-}
max_iterations: $MAX_ITERATIONS
completion_promise: $COMPLETION_PROMISE_YAML
started_at: "$(date -u +%Y-%m-%dT%H:%M:%SZ)"

View File

@@ -1,8 +0,0 @@
{
"name": "ralph-wiggum",
"description": "Implementation of the Ralph Wiggum technique - continuous self-referential AI loops for interactive iterative development. Run Claude in a while-true loop with the same prompt until task completion.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
}
}

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
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of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
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within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
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the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
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Unless required by applicable law or agreed to in writing, software
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
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View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
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Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@@ -0,0 +1,8 @@
{
"name": "skill-creator",
"description": "Create new skills, improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, or benchmark skill performance with variance analysis.",
"author": {
"name": "Anthropic",
"email": "support@anthropic.com"
}
}

View File

@@ -0,0 +1,202 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
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8. Limitation of Liability. In no event and under no legal theory,
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of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
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Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
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View File

@@ -0,0 +1,3 @@
# skill-creator
Create new skills, improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, or benchmark skill performance with variance analysis.

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@@ -0,0 +1,202 @@
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8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
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result of this License or out of the use or inability to use the
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on Your own behalf and on Your sole responsibility, not on behalf
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defend, and hold each Contributor harmless for any liability
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END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
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View File

@@ -0,0 +1,479 @@
---
name: skill-creator
description: Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, update or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
---
# Skill Creator
A skill for creating new skills and iteratively improving them.
At a high level, the process of creating a skill goes like this:
- Decide what you want the skill to do and roughly how it should do it
- Write a draft of the skill
- Create a few test prompts and run claude-with-access-to-the-skill on them
- Help the user evaluate the results both qualitatively and quantitatively
- While the runs happen in the background, draft some quantitative evals if there aren't any (if there are some, you can either use as is or modify if you feel something needs to change about them). Then explain them to the user (or if they already existed, explain the ones that already exist)
- Use the `eval-viewer/generate_review.py` script to show the user the results for them to look at, and also let them look at the quantitative metrics
- Rewrite the skill based on feedback from the user's evaluation of the results (and also if there are any glaring flaws that become apparent from the quantitative benchmarks)
- Repeat until you're satisfied
- Expand the test set and try again at larger scale
Your job when using this skill is to figure out where the user is in this process and then jump in and help them progress through these stages. So for instance, maybe they're like "I want to make a skill for X". You can help narrow down what they mean, write a draft, write the test cases, figure out how they want to evaluate, run all the prompts, and repeat.
On the other hand, maybe they already have a draft of the skill. In this case you can go straight to the eval/iterate part of the loop.
Of course, you should always be flexible and if the user is like "I don't need to run a bunch of evaluations, just vibe with me", you can do that instead.
Then after the skill is done (but again, the order is flexible), you can also run the skill description improver, which we have a whole separate script for, to optimize the triggering of the skill.
Cool? Cool.
## Communicating with the user
The skill creator is liable to be used by people across a wide range of familiarity with coding jargon. If you haven't heard (and how could you, it's only very recently that it started), there's a trend now where the power of Claude is inspiring plumbers to open up their terminals, parents and grandparents to google "how to install npm". On the other hand, the bulk of users are probably fairly computer-literate.
So please pay attention to context cues to understand how to phrase your communication! In the default case, just to give you some idea:
- "evaluation" and "benchmark" are borderline, but OK
- for "JSON" and "assertion" you want to see serious cues from the user that they know what those things are before using them without explaining them
It's OK to briefly explain terms if you're in doubt, and feel free to clarify terms with a short definition if you're unsure if the user will get it.
---
## Creating a skill
### Capture Intent
Start by understanding the user's intent. The current conversation might already contain a workflow the user wants to capture (e.g., they say "turn this into a skill"). If so, extract answers from the conversation history first — the tools used, the sequence of steps, corrections the user made, input/output formats observed. The user may need to fill the gaps, and should confirm before proceeding to the next step.
1. What should this skill enable Claude to do?
2. When should this skill trigger? (what user phrases/contexts)
3. What's the expected output format?
4. Should we set up test cases to verify the skill works? Skills with objectively verifiable outputs (file transforms, data extraction, code generation, fixed workflow steps) benefit from test cases. Skills with subjective outputs (writing style, art) often don't need them. Suggest the appropriate default based on the skill type, but let the user decide.
### Interview and Research
Proactively ask questions about edge cases, input/output formats, example files, success criteria, and dependencies. Wait to write test prompts until you've got this part ironed out.
Check available MCPs - if useful for research (searching docs, finding similar skills, looking up best practices), research in parallel via subagents if available, otherwise inline. Come prepared with context to reduce burden on the user.
### Write the SKILL.md
Based on the user interview, fill in these components:
- **name**: Skill identifier
- **description**: When to trigger, what it does. This is the primary triggering mechanism - include both what the skill does AND specific contexts for when to use it. All "when to use" info goes here, not in the body. Note: currently Claude has a tendency to "undertrigger" skills -- to not use them when they'd be useful. To combat this, please make the skill descriptions a little bit "pushy". So for instance, instead of "How to build a simple fast dashboard to display internal Anthropic data.", you might write "How to build a simple fast dashboard to display internal Anthropic data. Make sure to use this skill whenever the user mentions dashboards, data visualization, internal metrics, or wants to display any kind of company data, even if they don't explicitly ask for a 'dashboard.'"
- **compatibility**: Required tools, dependencies (optional, rarely needed)
- **the rest of the skill :)**
### Skill Writing Guide
#### Anatomy of a Skill
```
skill-name/
├── SKILL.md (required)
│ ├── YAML frontmatter (name, description required)
│ └── Markdown instructions
└── Bundled Resources (optional)
├── scripts/ - Executable code for deterministic/repetitive tasks
├── references/ - Docs loaded into context as needed
└── assets/ - Files used in output (templates, icons, fonts)
```
#### Progressive Disclosure
Skills use a three-level loading system:
1. **Metadata** (name + description) - Always in context (~100 words)
2. **SKILL.md body** - In context whenever skill triggers (<500 lines ideal)
3. **Bundled resources** - As needed (unlimited, scripts can execute without loading)
These word counts are approximate and you can feel free to go longer if needed.
**Key patterns:**
- Keep SKILL.md under 500 lines; if you're approaching this limit, add an additional layer of hierarchy along with clear pointers about where the model using the skill should go next to follow up.
- Reference files clearly from SKILL.md with guidance on when to read them
- For large reference files (>300 lines), include a table of contents
**Domain organization**: When a skill supports multiple domains/frameworks, organize by variant:
```
cloud-deploy/
├── SKILL.md (workflow + selection)
└── references/
├── aws.md
├── gcp.md
└── azure.md
```
Claude reads only the relevant reference file.
#### Principle of Lack of Surprise
This goes without saying, but skills must not contain malware, exploit code, or any content that could compromise system security. A skill's contents should not surprise the user in their intent if described. Don't go along with requests to create misleading skills or skills designed to facilitate unauthorized access, data exfiltration, or other malicious activities. Things like a "roleplay as an XYZ" are OK though.
#### Writing Patterns
Prefer using the imperative form in instructions.
**Defining output formats** - You can do it like this:
```markdown
## Report structure
ALWAYS use this exact template:
# [Title]
## Executive summary
## Key findings
## Recommendations
```
**Examples pattern** - It's useful to include examples. You can format them like this (but if "Input" and "Output" are in the examples you might want to deviate a little):
```markdown
## Commit message format
**Example 1:**
Input: Added user authentication with JWT tokens
Output: feat(auth): implement JWT-based authentication
```
### Writing Style
Try to explain to the model why things are important in lieu of heavy-handed musty MUSTs. Use theory of mind and try to make the skill general and not super-narrow to specific examples. Start by writing a draft and then look at it with fresh eyes and improve it.
### Test Cases
After writing the skill draft, come up with 2-3 realistic test prompts — the kind of thing a real user would actually say. Share them with the user: [you don't have to use this exact language] "Here are a few test cases I'd like to try. Do these look right, or do you want to add more?" Then run them.
Save test cases to `evals/evals.json`. Don't write assertions yet — just the prompts. You'll draft assertions in the next step while the runs are in progress.
```json
{
"skill_name": "example-skill",
"evals": [
{
"id": 1,
"prompt": "User's task prompt",
"expected_output": "Description of expected result",
"files": []
}
]
}
```
See `references/schemas.md` for the full schema (including the `assertions` field, which you'll add later).
## Running and evaluating test cases
This section is one continuous sequence — don't stop partway through. Do NOT use `/skill-test` or any other testing skill.
Put results in `<skill-name>-workspace/` as a sibling to the skill directory. Within the workspace, organize results by iteration (`iteration-1/`, `iteration-2/`, etc.) and within that, each test case gets a directory (`eval-0/`, `eval-1/`, etc.). Don't create all of this upfront — just create directories as you go.
### Step 1: Spawn all runs (with-skill AND baseline) in the same turn
For each test case, spawn two subagents in the same turn — one with the skill, one without. This is important: don't spawn the with-skill runs first and then come back for baselines later. Launch everything at once so it all finishes around the same time.
**With-skill run:**
```
Execute this task:
- Skill path: <path-to-skill>
- Task: <eval prompt>
- Input files: <eval files if any, or "none">
- Save outputs to: <workspace>/iteration-<N>/eval-<ID>/with_skill/outputs/
- Outputs to save: <what the user cares about — e.g., "the .docx file", "the final CSV">
```
**Baseline run** (same prompt, but the baseline depends on context):
- **Creating a new skill**: no skill at all. Same prompt, no skill path, save to `without_skill/outputs/`.
- **Improving an existing skill**: the old version. Before editing, snapshot the skill (`cp -r <skill-path> <workspace>/skill-snapshot/`), then point the baseline subagent at the snapshot. Save to `old_skill/outputs/`.
Write an `eval_metadata.json` for each test case (assertions can be empty for now). Give each eval a descriptive name based on what it's testing — not just "eval-0". Use this name for the directory too. If this iteration uses new or modified eval prompts, create these files for each new eval directory — don't assume they carry over from previous iterations.
```json
{
"eval_id": 0,
"eval_name": "descriptive-name-here",
"prompt": "The user's task prompt",
"assertions": []
}
```
### Step 2: While runs are in progress, draft assertions
Don't just wait for the runs to finish — you can use this time productively. Draft quantitative assertions for each test case and explain them to the user. If assertions already exist in `evals/evals.json`, review them and explain what they check.
Good assertions are objectively verifiable and have descriptive names — they should read clearly in the benchmark viewer so someone glancing at the results immediately understands what each one checks. Subjective skills (writing style, design quality) are better evaluated qualitatively — don't force assertions onto things that need human judgment.
Update the `eval_metadata.json` files and `evals/evals.json` with the assertions once drafted. Also explain to the user what they'll see in the viewer — both the qualitative outputs and the quantitative benchmark.
### Step 3: As runs complete, capture timing data
When each subagent task completes, you receive a notification containing `total_tokens` and `duration_ms`. Save this data immediately to `timing.json` in the run directory:
```json
{
"total_tokens": 84852,
"duration_ms": 23332,
"total_duration_seconds": 23.3
}
```
This is the only opportunity to capture this data — it comes through the task notification and isn't persisted elsewhere. Process each notification as it arrives rather than trying to batch them.
### Step 4: Grade, aggregate, and launch the viewer
Once all runs are done:
1. **Grade each run** — spawn a grader subagent (or grade inline) that reads `agents/grader.md` and evaluates each assertion against the outputs. Save results to `grading.json` in each run directory. The grading.json expectations array must use the fields `text`, `passed`, and `evidence` (not `name`/`met`/`details` or other variants) — the viewer depends on these exact field names. For assertions that can be checked programmatically, write and run a script rather than eyeballing it — scripts are faster, more reliable, and can be reused across iterations.
2. **Aggregate into benchmark** — run the aggregation script from the skill-creator directory:
```bash
python -m scripts.aggregate_benchmark <workspace>/iteration-N --skill-name <name>
```
This produces `benchmark.json` and `benchmark.md` with pass_rate, time, and tokens for each configuration, with mean ± stddev and the delta. If generating benchmark.json manually, see `references/schemas.md` for the exact schema the viewer expects.
Put each with_skill version before its baseline counterpart.
3. **Do an analyst pass** — read the benchmark data and surface patterns the aggregate stats might hide. See `agents/analyzer.md` (the "Analyzing Benchmark Results" section) for what to look for — things like assertions that always pass regardless of skill (non-discriminating), high-variance evals (possibly flaky), and time/token tradeoffs.
4. **Launch the viewer** with both qualitative outputs and quantitative data:
```bash
nohup python <skill-creator-path>/eval-viewer/generate_review.py \
<workspace>/iteration-N \
--skill-name "my-skill" \
--benchmark <workspace>/iteration-N/benchmark.json \
> /dev/null 2>&1 &
VIEWER_PID=$!
```
For iteration 2+, also pass `--previous-workspace <workspace>/iteration-<N-1>`.
**Cowork / headless environments:** If `webbrowser.open()` is not available or the environment has no display, use `--static <output_path>` to write a standalone HTML file instead of starting a server. Feedback will be downloaded as a `feedback.json` file when the user clicks "Submit All Reviews". After download, copy `feedback.json` into the workspace directory for the next iteration to pick up.
Note: please use generate_review.py to create the viewer; there's no need to write custom HTML.
5. **Tell the user** something like: "I've opened the results in your browser. There are two tabs — 'Outputs' lets you click through each test case and leave feedback, 'Benchmark' shows the quantitative comparison. When you're done, come back here and let me know."
### What the user sees in the viewer
The "Outputs" tab shows one test case at a time:
- **Prompt**: the task that was given
- **Output**: the files the skill produced, rendered inline where possible
- **Previous Output** (iteration 2+): collapsed section showing last iteration's output
- **Formal Grades** (if grading was run): collapsed section showing assertion pass/fail
- **Feedback**: a textbox that auto-saves as they type
- **Previous Feedback** (iteration 2+): their comments from last time, shown below the textbox
The "Benchmark" tab shows the stats summary: pass rates, timing, and token usage for each configuration, with per-eval breakdowns and analyst observations.
Navigation is via prev/next buttons or arrow keys. When done, they click "Submit All Reviews" which saves all feedback to `feedback.json`.
### Step 5: Read the feedback
When the user tells you they're done, read `feedback.json`:
```json
{
"reviews": [
{"run_id": "eval-0-with_skill", "feedback": "the chart is missing axis labels", "timestamp": "..."},
{"run_id": "eval-1-with_skill", "feedback": "", "timestamp": "..."},
{"run_id": "eval-2-with_skill", "feedback": "perfect, love this", "timestamp": "..."}
],
"status": "complete"
}
```
Empty feedback means the user thought it was fine. Focus your improvements on the test cases where the user had specific complaints.
Kill the viewer server when you're done with it:
```bash
kill $VIEWER_PID 2>/dev/null
```
---
## Improving the skill
This is the heart of the loop. You've run the test cases, the user has reviewed the results, and now you need to make the skill better based on their feedback.
### How to think about improvements
1. **Generalize from the feedback.** The big picture thing that's happening here is that we're trying to create skills that can be used a million times (maybe literally, maybe even more who knows) across many different prompts. Here you and the user are iterating on only a few examples over and over again because it helps move faster. The user knows these examples in and out and it's quick for them to assess new outputs. But if the skill you and the user are codeveloping works only for those examples, it's useless. Rather than put in fiddly overfitty changes, or oppressively constrictive MUSTs, if there's some stubborn issue, you might try branching out and using different metaphors, or recommending different patterns of working. It's relatively cheap to try and maybe you'll land on something great.
2. **Keep the prompt lean.** Remove things that aren't pulling their weight. Make sure to read the transcripts, not just the final outputs — if it looks like the skill is making the model waste a bunch of time doing things that are unproductive, you can try getting rid of the parts of the skill that are making it do that and seeing what happens.
3. **Explain the why.** Try hard to explain the **why** behind everything you're asking the model to do. Today's LLMs are *smart*. They have good theory of mind and when given a good harness can go beyond rote instructions and really make things happen. Even if the feedback from the user is terse or frustrated, try to actually understand the task and why the user is writing what they wrote, and what they actually wrote, and then transmit this understanding into the instructions. If you find yourself writing ALWAYS or NEVER in all caps, or using super rigid structures, that's a yellow flag — if possible, reframe and explain the reasoning so that the model understands why the thing you're asking for is important. That's a more humane, powerful, and effective approach.
4. **Look for repeated work across test cases.** Read the transcripts from the test runs and notice if the subagents all independently wrote similar helper scripts or took the same multi-step approach to something. If all 3 test cases resulted in the subagent writing a `create_docx.py` or a `build_chart.py`, that's a strong signal the skill should bundle that script. Write it once, put it in `scripts/`, and tell the skill to use it. This saves every future invocation from reinventing the wheel.
This task is pretty important (we are trying to create billions a year in economic value here!) and your thinking time is not the blocker; take your time and really mull things over. I'd suggest writing a draft revision and then looking at it anew and making improvements. Really do your best to get into the head of the user and understand what they want and need.
### The iteration loop
After improving the skill:
1. Apply your improvements to the skill
2. Rerun all test cases into a new `iteration-<N+1>/` directory, including baseline runs. If you're creating a new skill, the baseline is always `without_skill` (no skill) — that stays the same across iterations. If you're improving an existing skill, use your judgment on what makes sense as the baseline: the original version the user came in with, or the previous iteration.
3. Launch the reviewer with `--previous-workspace` pointing at the previous iteration
4. Wait for the user to review and tell you they're done
5. Read the new feedback, improve again, repeat
Keep going until:
- The user says they're happy
- The feedback is all empty (everything looks good)
- You're not making meaningful progress
---
## Advanced: Blind comparison
For situations where you want a more rigorous comparison between two versions of a skill (e.g., the user asks "is the new version actually better?"), there's a blind comparison system. Read `agents/comparator.md` and `agents/analyzer.md` for the details. The basic idea is: give two outputs to an independent agent without telling it which is which, and let it judge quality. Then analyze why the winner won.
This is optional, requires subagents, and most users won't need it. The human review loop is usually sufficient.
---
## Description Optimization
The description field in SKILL.md frontmatter is the primary mechanism that determines whether Claude invokes a skill. After creating or improving a skill, offer to optimize the description for better triggering accuracy.
### Step 1: Generate trigger eval queries
Create 20 eval queries — a mix of should-trigger and should-not-trigger. Save as JSON:
```json
[
{"query": "the user prompt", "should_trigger": true},
{"query": "another prompt", "should_trigger": false}
]
```
The queries must be realistic and something a Claude Code or Claude.ai user would actually type. Not abstract requests, but requests that are concrete and specific and have a good amount of detail. For instance, file paths, personal context about the user's job or situation, column names and values, company names, URLs. A little bit of backstory. Some might be in lowercase or contain abbreviations or typos or casual speech. Use a mix of different lengths, and focus on edge cases rather than making them clear-cut (the user will get a chance to sign off on them).
Bad: `"Format this data"`, `"Extract text from PDF"`, `"Create a chart"`
Good: `"ok so my boss just sent me this xlsx file (its in my downloads, called something like 'Q4 sales final FINAL v2.xlsx') and she wants me to add a column that shows the profit margin as a percentage. The revenue is in column C and costs are in column D i think"`
For the **should-trigger** queries (8-10), think about coverage. You want different phrasings of the same intent — some formal, some casual. Include cases where the user doesn't explicitly name the skill or file type but clearly needs it. Throw in some uncommon use cases and cases where this skill competes with another but should win.
For the **should-not-trigger** queries (8-10), the most valuable ones are the near-misses — queries that share keywords or concepts with the skill but actually need something different. Think adjacent domains, ambiguous phrasing where a naive keyword match would trigger but shouldn't, and cases where the query touches on something the skill does but in a context where another tool is more appropriate.
The key thing to avoid: don't make should-not-trigger queries obviously irrelevant. "Write a fibonacci function" as a negative test for a PDF skill is too easy — it doesn't test anything. The negative cases should be genuinely tricky.
### Step 2: Review with user
Present the eval set to the user for review using the HTML template:
1. Read the template from `assets/eval_review.html`
2. Replace the placeholders:
- `__EVAL_DATA_PLACEHOLDER__` → the JSON array of eval items (no quotes around it — it's a JS variable assignment)
- `__SKILL_NAME_PLACEHOLDER__` → the skill's name
- `__SKILL_DESCRIPTION_PLACEHOLDER__` → the skill's current description
3. Write to a temp file (e.g., `/tmp/eval_review_<skill-name>.html`) and open it: `open /tmp/eval_review_<skill-name>.html`
4. The user can edit queries, toggle should-trigger, add/remove entries, then click "Export Eval Set"
5. The file downloads to `~/Downloads/eval_set.json` — check the Downloads folder for the most recent version in case there are multiple (e.g., `eval_set (1).json`)
This step matters — bad eval queries lead to bad descriptions.
### Step 3: Run the optimization loop
Tell the user: "This will take some time — I'll run the optimization loop in the background and check on it periodically."
Save the eval set to the workspace, then run in the background:
```bash
python -m scripts.run_loop \
--eval-set <path-to-trigger-eval.json> \
--skill-path <path-to-skill> \
--model <model-id-powering-this-session> \
--max-iterations 5 \
--verbose
```
Use the model ID from your system prompt (the one powering the current session) so the triggering test matches what the user actually experiences.
While it runs, periodically tail the output to give the user updates on which iteration it's on and what the scores look like.
This handles the full optimization loop automatically. It splits the eval set into 60% train and 40% held-out test, evaluates the current description (running each query 3 times to get a reliable trigger rate), then calls Claude with extended thinking to propose improvements based on what failed. It re-evaluates each new description on both train and test, iterating up to 5 times. When it's done, it opens an HTML report in the browser showing the results per iteration and returns JSON with `best_description` — selected by test score rather than train score to avoid overfitting.
### How skill triggering works
Understanding the triggering mechanism helps design better eval queries. Skills appear in Claude's `available_skills` list with their name + description, and Claude decides whether to consult a skill based on that description. The important thing to know is that Claude only consults skills for tasks it can't easily handle on its own — simple, one-step queries like "read this PDF" may not trigger a skill even if the description matches perfectly, because Claude can handle them directly with basic tools. Complex, multi-step, or specialized queries reliably trigger skills when the description matches.
This means your eval queries should be substantive enough that Claude would actually benefit from consulting a skill. Simple queries like "read file X" are poor test cases — they won't trigger skills regardless of description quality.
### Step 4: Apply the result
Take `best_description` from the JSON output and update the skill's SKILL.md frontmatter. Show the user before/after and report the scores.
---
### Package and Present (only if `present_files` tool is available)
Check whether you have access to the `present_files` tool. If you don't, skip this step. If you do, package the skill and present the .skill file to the user:
```bash
python -m scripts.package_skill <path/to/skill-folder>
```
After packaging, direct the user to the resulting `.skill` file path so they can install it.
---
## Claude.ai-specific instructions
In Claude.ai, the core workflow is the same (draft → test → review → improve → repeat), but because Claude.ai doesn't have subagents, some mechanics change. Here's what to adapt:
**Running test cases**: No subagents means no parallel execution. For each test case, read the skill's SKILL.md, then follow its instructions to accomplish the test prompt yourself. Do them one at a time. This is less rigorous than independent subagents (you wrote the skill and you're also running it, so you have full context), but it's a useful sanity check — and the human review step compensates. Skip the baseline runs — just use the skill to complete the task as requested.
**Reviewing results**: If you can't open a browser (e.g., Claude.ai's VM has no display, or you're on a remote server), skip the browser reviewer entirely. Instead, present results directly in the conversation. For each test case, show the prompt and the output. If the output is a file the user needs to see (like a .docx or .xlsx), save it to the filesystem and tell them where it is so they can download and inspect it. Ask for feedback inline: "How does this look? Anything you'd change?"
**Benchmarking**: Skip the quantitative benchmarking — it relies on baseline comparisons which aren't meaningful without subagents. Focus on qualitative feedback from the user.
**The iteration loop**: Same as before — improve the skill, rerun the test cases, ask for feedback — just without the browser reviewer in the middle. You can still organize results into iteration directories on the filesystem if you have one.
**Description optimization**: This section requires the `claude` CLI tool (specifically `claude -p`) which is only available in Claude Code. Skip it if you're on Claude.ai.
**Blind comparison**: Requires subagents. Skip it.
**Packaging**: The `package_skill.py` script works anywhere with Python and a filesystem. On Claude.ai, you can run it and the user can download the resulting `.skill` file.
---
## Cowork-Specific Instructions
If you're in Cowork, the main things to know are:
- You have subagents, so the main workflow (spawn test cases in parallel, run baselines, grade, etc.) all works. (However, if you run into severe problems with timeouts, it's OK to run the test prompts in series rather than parallel.)
- You don't have a browser or display, so when generating the eval viewer, use `--static <output_path>` to write a standalone HTML file instead of starting a server. Then proffer a link that the user can click to open the HTML in their browser.
- For whatever reason, the Cowork setup seems to disincline Claude from generating the eval viewer after running the tests, so just to reiterate: whether you're in Cowork or in Claude Code, after running tests, you should always generate the eval viewer for the human to look at examples before revising the skill yourself and trying to make corrections, using `generate_review.py` (not writing your own boutique html code). Sorry in advance but I'm gonna go all caps here: GENERATE THE EVAL VIEWER *BEFORE* evaluating inputs yourself. You want to get them in front of the human ASAP!
- Feedback works differently: since there's no running server, the viewer's "Submit All Reviews" button will download `feedback.json` as a file. You can then read it from there (you may have to request access first).
- Packaging works — `package_skill.py` just needs Python and a filesystem.
- Description optimization (`run_loop.py` / `run_eval.py`) should work in Cowork just fine since it uses `claude -p` via subprocess, not a browser, but please save it until you've fully finished making the skill and the user agrees it's in good shape.
---
## Reference files
The agents/ directory contains instructions for specialized subagents. Read them when you need to spawn the relevant subagent.
- `agents/grader.md` — How to evaluate assertions against outputs
- `agents/comparator.md` — How to do blind A/B comparison between two outputs
- `agents/analyzer.md` — How to analyze why one version beat another
The references/ directory has additional documentation:
- `references/schemas.md` — JSON structures for evals.json, grading.json, etc.
---
Repeating one more time the core loop here for emphasis:
- Figure out what the skill is about
- Draft or edit the skill
- Run claude-with-access-to-the-skill on test prompts
- With the user, evaluate the outputs:
- Create benchmark.json and run `eval-viewer/generate_review.py` to help the user review them
- Run quantitative evals
- Repeat until you and the user are satisfied
- Package the final skill and return it to the user.
Please add steps to your TodoList, if you have such a thing, to make sure you don't forget. If you're in Cowork, please specifically put "Create evals JSON and run `eval-viewer/generate_review.py` so human can review test cases" in your TodoList to make sure it happens.
Good luck!

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# Post-hoc Analyzer Agent
Analyze blind comparison results to understand WHY the winner won and generate improvement suggestions.
## Role
After the blind comparator determines a winner, the Post-hoc Analyzer "unblids" the results by examining the skills and transcripts. The goal is to extract actionable insights: what made the winner better, and how can the loser be improved?
## Inputs
You receive these parameters in your prompt:
- **winner**: "A" or "B" (from blind comparison)
- **winner_skill_path**: Path to the skill that produced the winning output
- **winner_transcript_path**: Path to the execution transcript for the winner
- **loser_skill_path**: Path to the skill that produced the losing output
- **loser_transcript_path**: Path to the execution transcript for the loser
- **comparison_result_path**: Path to the blind comparator's output JSON
- **output_path**: Where to save the analysis results
## Process
### Step 1: Read Comparison Result
1. Read the blind comparator's output at comparison_result_path
2. Note the winning side (A or B), the reasoning, and any scores
3. Understand what the comparator valued in the winning output
### Step 2: Read Both Skills
1. Read the winner skill's SKILL.md and key referenced files
2. Read the loser skill's SKILL.md and key referenced files
3. Identify structural differences:
- Instructions clarity and specificity
- Script/tool usage patterns
- Example coverage
- Edge case handling
### Step 3: Read Both Transcripts
1. Read the winner's transcript
2. Read the loser's transcript
3. Compare execution patterns:
- How closely did each follow their skill's instructions?
- What tools were used differently?
- Where did the loser diverge from optimal behavior?
- Did either encounter errors or make recovery attempts?
### Step 4: Analyze Instruction Following
For each transcript, evaluate:
- Did the agent follow the skill's explicit instructions?
- Did the agent use the skill's provided tools/scripts?
- Were there missed opportunities to leverage skill content?
- Did the agent add unnecessary steps not in the skill?
Score instruction following 1-10 and note specific issues.
### Step 5: Identify Winner Strengths
Determine what made the winner better:
- Clearer instructions that led to better behavior?
- Better scripts/tools that produced better output?
- More comprehensive examples that guided edge cases?
- Better error handling guidance?
Be specific. Quote from skills/transcripts where relevant.
### Step 6: Identify Loser Weaknesses
Determine what held the loser back:
- Ambiguous instructions that led to suboptimal choices?
- Missing tools/scripts that forced workarounds?
- Gaps in edge case coverage?
- Poor error handling that caused failures?
### Step 7: Generate Improvement Suggestions
Based on the analysis, produce actionable suggestions for improving the loser skill:
- Specific instruction changes to make
- Tools/scripts to add or modify
- Examples to include
- Edge cases to address
Prioritize by impact. Focus on changes that would have changed the outcome.
### Step 8: Write Analysis Results
Save structured analysis to `{output_path}`.
## Output Format
Write a JSON file with this structure:
```json
{
"comparison_summary": {
"winner": "A",
"winner_skill": "path/to/winner/skill",
"loser_skill": "path/to/loser/skill",
"comparator_reasoning": "Brief summary of why comparator chose winner"
},
"winner_strengths": [
"Clear step-by-step instructions for handling multi-page documents",
"Included validation script that caught formatting errors",
"Explicit guidance on fallback behavior when OCR fails"
],
"loser_weaknesses": [
"Vague instruction 'process the document appropriately' led to inconsistent behavior",
"No script for validation, agent had to improvise and made errors",
"No guidance on OCR failure, agent gave up instead of trying alternatives"
],
"instruction_following": {
"winner": {
"score": 9,
"issues": [
"Minor: skipped optional logging step"
]
},
"loser": {
"score": 6,
"issues": [
"Did not use the skill's formatting template",
"Invented own approach instead of following step 3",
"Missed the 'always validate output' instruction"
]
}
},
"improvement_suggestions": [
{
"priority": "high",
"category": "instructions",
"suggestion": "Replace 'process the document appropriately' with explicit steps: 1) Extract text, 2) Identify sections, 3) Format per template",
"expected_impact": "Would eliminate ambiguity that caused inconsistent behavior"
},
{
"priority": "high",
"category": "tools",
"suggestion": "Add validate_output.py script similar to winner skill's validation approach",
"expected_impact": "Would catch formatting errors before final output"
},
{
"priority": "medium",
"category": "error_handling",
"suggestion": "Add fallback instructions: 'If OCR fails, try: 1) different resolution, 2) image preprocessing, 3) manual extraction'",
"expected_impact": "Would prevent early failure on difficult documents"
}
],
"transcript_insights": {
"winner_execution_pattern": "Read skill -> Followed 5-step process -> Used validation script -> Fixed 2 issues -> Produced output",
"loser_execution_pattern": "Read skill -> Unclear on approach -> Tried 3 different methods -> No validation -> Output had errors"
}
}
```
## Guidelines
- **Be specific**: Quote from skills and transcripts, don't just say "instructions were unclear"
- **Be actionable**: Suggestions should be concrete changes, not vague advice
- **Focus on skill improvements**: The goal is to improve the losing skill, not critique the agent
- **Prioritize by impact**: Which changes would most likely have changed the outcome?
- **Consider causation**: Did the skill weakness actually cause the worse output, or is it incidental?
- **Stay objective**: Analyze what happened, don't editorialize
- **Think about generalization**: Would this improvement help on other evals too?
## Categories for Suggestions
Use these categories to organize improvement suggestions:
| Category | Description |
|----------|-------------|
| `instructions` | Changes to the skill's prose instructions |
| `tools` | Scripts, templates, or utilities to add/modify |
| `examples` | Example inputs/outputs to include |
| `error_handling` | Guidance for handling failures |
| `structure` | Reorganization of skill content |
| `references` | External docs or resources to add |
## Priority Levels
- **high**: Would likely change the outcome of this comparison
- **medium**: Would improve quality but may not change win/loss
- **low**: Nice to have, marginal improvement
---
# Analyzing Benchmark Results
When analyzing benchmark results, the analyzer's purpose is to **surface patterns and anomalies** across multiple runs, not suggest skill improvements.
## Role
Review all benchmark run results and generate freeform notes that help the user understand skill performance. Focus on patterns that wouldn't be visible from aggregate metrics alone.
## Inputs
You receive these parameters in your prompt:
- **benchmark_data_path**: Path to the in-progress benchmark.json with all run results
- **skill_path**: Path to the skill being benchmarked
- **output_path**: Where to save the notes (as JSON array of strings)
## Process
### Step 1: Read Benchmark Data
1. Read the benchmark.json containing all run results
2. Note the configurations tested (with_skill, without_skill)
3. Understand the run_summary aggregates already calculated
### Step 2: Analyze Per-Assertion Patterns
For each expectation across all runs:
- Does it **always pass** in both configurations? (may not differentiate skill value)
- Does it **always fail** in both configurations? (may be broken or beyond capability)
- Does it **always pass with skill but fail without**? (skill clearly adds value here)
- Does it **always fail with skill but pass without**? (skill may be hurting)
- Is it **highly variable**? (flaky expectation or non-deterministic behavior)
### Step 3: Analyze Cross-Eval Patterns
Look for patterns across evals:
- Are certain eval types consistently harder/easier?
- Do some evals show high variance while others are stable?
- Are there surprising results that contradict expectations?
### Step 4: Analyze Metrics Patterns
Look at time_seconds, tokens, tool_calls:
- Does the skill significantly increase execution time?
- Is there high variance in resource usage?
- Are there outlier runs that skew the aggregates?
### Step 5: Generate Notes
Write freeform observations as a list of strings. Each note should:
- State a specific observation
- Be grounded in the data (not speculation)
- Help the user understand something the aggregate metrics don't show
Examples:
- "Assertion 'Output is a PDF file' passes 100% in both configurations - may not differentiate skill value"
- "Eval 3 shows high variance (50% ± 40%) - run 2 had an unusual failure that may be flaky"
- "Without-skill runs consistently fail on table extraction expectations (0% pass rate)"
- "Skill adds 13s average execution time but improves pass rate by 50%"
- "Token usage is 80% higher with skill, primarily due to script output parsing"
- "All 3 without-skill runs for eval 1 produced empty output"
### Step 6: Write Notes
Save notes to `{output_path}` as a JSON array of strings:
```json
[
"Assertion 'Output is a PDF file' passes 100% in both configurations - may not differentiate skill value",
"Eval 3 shows high variance (50% ± 40%) - run 2 had an unusual failure",
"Without-skill runs consistently fail on table extraction expectations",
"Skill adds 13s average execution time but improves pass rate by 50%"
]
```
## Guidelines
**DO:**
- Report what you observe in the data
- Be specific about which evals, expectations, or runs you're referring to
- Note patterns that aggregate metrics would hide
- Provide context that helps interpret the numbers
**DO NOT:**
- Suggest improvements to the skill (that's for the improvement step, not benchmarking)
- Make subjective quality judgments ("the output was good/bad")
- Speculate about causes without evidence
- Repeat information already in the run_summary aggregates

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# Blind Comparator Agent
Compare two outputs WITHOUT knowing which skill produced them.
## Role
The Blind Comparator judges which output better accomplishes the eval task. You receive two outputs labeled A and B, but you do NOT know which skill produced which. This prevents bias toward a particular skill or approach.
Your judgment is based purely on output quality and task completion.
## Inputs
You receive these parameters in your prompt:
- **output_a_path**: Path to the first output file or directory
- **output_b_path**: Path to the second output file or directory
- **eval_prompt**: The original task/prompt that was executed
- **expectations**: List of expectations to check (optional - may be empty)
## Process
### Step 1: Read Both Outputs
1. Examine output A (file or directory)
2. Examine output B (file or directory)
3. Note the type, structure, and content of each
4. If outputs are directories, examine all relevant files inside
### Step 2: Understand the Task
1. Read the eval_prompt carefully
2. Identify what the task requires:
- What should be produced?
- What qualities matter (accuracy, completeness, format)?
- What would distinguish a good output from a poor one?
### Step 3: Generate Evaluation Rubric
Based on the task, generate a rubric with two dimensions:
**Content Rubric** (what the output contains):
| Criterion | 1 (Poor) | 3 (Acceptable) | 5 (Excellent) |
|-----------|----------|----------------|---------------|
| Correctness | Major errors | Minor errors | Fully correct |
| Completeness | Missing key elements | Mostly complete | All elements present |
| Accuracy | Significant inaccuracies | Minor inaccuracies | Accurate throughout |
**Structure Rubric** (how the output is organized):
| Criterion | 1 (Poor) | 3 (Acceptable) | 5 (Excellent) |
|-----------|----------|----------------|---------------|
| Organization | Disorganized | Reasonably organized | Clear, logical structure |
| Formatting | Inconsistent/broken | Mostly consistent | Professional, polished |
| Usability | Difficult to use | Usable with effort | Easy to use |
Adapt criteria to the specific task. For example:
- PDF form → "Field alignment", "Text readability", "Data placement"
- Document → "Section structure", "Heading hierarchy", "Paragraph flow"
- Data output → "Schema correctness", "Data types", "Completeness"
### Step 4: Evaluate Each Output Against the Rubric
For each output (A and B):
1. **Score each criterion** on the rubric (1-5 scale)
2. **Calculate dimension totals**: Content score, Structure score
3. **Calculate overall score**: Average of dimension scores, scaled to 1-10
### Step 5: Check Assertions (if provided)
If expectations are provided:
1. Check each expectation against output A
2. Check each expectation against output B
3. Count pass rates for each output
4. Use expectation scores as secondary evidence (not the primary decision factor)
### Step 6: Determine the Winner
Compare A and B based on (in priority order):
1. **Primary**: Overall rubric score (content + structure)
2. **Secondary**: Assertion pass rates (if applicable)
3. **Tiebreaker**: If truly equal, declare a TIE
Be decisive - ties should be rare. One output is usually better, even if marginally.
### Step 7: Write Comparison Results
Save results to a JSON file at the path specified (or `comparison.json` if not specified).
## Output Format
Write a JSON file with this structure:
```json
{
"winner": "A",
"reasoning": "Output A provides a complete solution with proper formatting and all required fields. Output B is missing the date field and has formatting inconsistencies.",
"rubric": {
"A": {
"content": {
"correctness": 5,
"completeness": 5,
"accuracy": 4
},
"structure": {
"organization": 4,
"formatting": 5,
"usability": 4
},
"content_score": 4.7,
"structure_score": 4.3,
"overall_score": 9.0
},
"B": {
"content": {
"correctness": 3,
"completeness": 2,
"accuracy": 3
},
"structure": {
"organization": 3,
"formatting": 2,
"usability": 3
},
"content_score": 2.7,
"structure_score": 2.7,
"overall_score": 5.4
}
},
"output_quality": {
"A": {
"score": 9,
"strengths": ["Complete solution", "Well-formatted", "All fields present"],
"weaknesses": ["Minor style inconsistency in header"]
},
"B": {
"score": 5,
"strengths": ["Readable output", "Correct basic structure"],
"weaknesses": ["Missing date field", "Formatting inconsistencies", "Partial data extraction"]
}
},
"expectation_results": {
"A": {
"passed": 4,
"total": 5,
"pass_rate": 0.80,
"details": [
{"text": "Output includes name", "passed": true},
{"text": "Output includes date", "passed": true},
{"text": "Format is PDF", "passed": true},
{"text": "Contains signature", "passed": false},
{"text": "Readable text", "passed": true}
]
},
"B": {
"passed": 3,
"total": 5,
"pass_rate": 0.60,
"details": [
{"text": "Output includes name", "passed": true},
{"text": "Output includes date", "passed": false},
{"text": "Format is PDF", "passed": true},
{"text": "Contains signature", "passed": false},
{"text": "Readable text", "passed": true}
]
}
}
}
```
If no expectations were provided, omit the `expectation_results` field entirely.
## Field Descriptions
- **winner**: "A", "B", or "TIE"
- **reasoning**: Clear explanation of why the winner was chosen (or why it's a tie)
- **rubric**: Structured rubric evaluation for each output
- **content**: Scores for content criteria (correctness, completeness, accuracy)
- **structure**: Scores for structure criteria (organization, formatting, usability)
- **content_score**: Average of content criteria (1-5)
- **structure_score**: Average of structure criteria (1-5)
- **overall_score**: Combined score scaled to 1-10
- **output_quality**: Summary quality assessment
- **score**: 1-10 rating (should match rubric overall_score)
- **strengths**: List of positive aspects
- **weaknesses**: List of issues or shortcomings
- **expectation_results**: (Only if expectations provided)
- **passed**: Number of expectations that passed
- **total**: Total number of expectations
- **pass_rate**: Fraction passed (0.0 to 1.0)
- **details**: Individual expectation results
## Guidelines
- **Stay blind**: DO NOT try to infer which skill produced which output. Judge purely on output quality.
- **Be specific**: Cite specific examples when explaining strengths and weaknesses.
- **Be decisive**: Choose a winner unless outputs are genuinely equivalent.
- **Output quality first**: Assertion scores are secondary to overall task completion.
- **Be objective**: Don't favor outputs based on style preferences; focus on correctness and completeness.
- **Explain your reasoning**: The reasoning field should make it clear why you chose the winner.
- **Handle edge cases**: If both outputs fail, pick the one that fails less badly. If both are excellent, pick the one that's marginally better.

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# Grader Agent
Evaluate expectations against an execution transcript and outputs.
## Role
The Grader reviews a transcript and output files, then determines whether each expectation passes or fails. Provide clear evidence for each judgment.
You have two jobs: grade the outputs, and critique the evals themselves. A passing grade on a weak assertion is worse than useless — it creates false confidence. When you notice an assertion that's trivially satisfied, or an important outcome that no assertion checks, say so.
## Inputs
You receive these parameters in your prompt:
- **expectations**: List of expectations to evaluate (strings)
- **transcript_path**: Path to the execution transcript (markdown file)
- **outputs_dir**: Directory containing output files from execution
## Process
### Step 1: Read the Transcript
1. Read the transcript file completely
2. Note the eval prompt, execution steps, and final result
3. Identify any issues or errors documented
### Step 2: Examine Output Files
1. List files in outputs_dir
2. Read/examine each file relevant to the expectations. If outputs aren't plain text, use the inspection tools provided in your prompt — don't rely solely on what the transcript says the executor produced.
3. Note contents, structure, and quality
### Step 3: Evaluate Each Assertion
For each expectation:
1. **Search for evidence** in the transcript and outputs
2. **Determine verdict**:
- **PASS**: Clear evidence the expectation is true AND the evidence reflects genuine task completion, not just surface-level compliance
- **FAIL**: No evidence, or evidence contradicts the expectation, or the evidence is superficial (e.g., correct filename but empty/wrong content)
3. **Cite the evidence**: Quote the specific text or describe what you found
### Step 4: Extract and Verify Claims
Beyond the predefined expectations, extract implicit claims from the outputs and verify them:
1. **Extract claims** from the transcript and outputs:
- Factual statements ("The form has 12 fields")
- Process claims ("Used pypdf to fill the form")
- Quality claims ("All fields were filled correctly")
2. **Verify each claim**:
- **Factual claims**: Can be checked against the outputs or external sources
- **Process claims**: Can be verified from the transcript
- **Quality claims**: Evaluate whether the claim is justified
3. **Flag unverifiable claims**: Note claims that cannot be verified with available information
This catches issues that predefined expectations might miss.
### Step 5: Read User Notes
If `{outputs_dir}/user_notes.md` exists:
1. Read it and note any uncertainties or issues flagged by the executor
2. Include relevant concerns in the grading output
3. These may reveal problems even when expectations pass
### Step 6: Critique the Evals
After grading, consider whether the evals themselves could be improved. Only surface suggestions when there's a clear gap.
Good suggestions test meaningful outcomes — assertions that are hard to satisfy without actually doing the work correctly. Think about what makes an assertion *discriminating*: it passes when the skill genuinely succeeds and fails when it doesn't.
Suggestions worth raising:
- An assertion that passed but would also pass for a clearly wrong output (e.g., checking filename existence but not file content)
- An important outcome you observed — good or bad — that no assertion covers at all
- An assertion that can't actually be verified from the available outputs
Keep the bar high. The goal is to flag things the eval author would say "good catch" about, not to nitpick every assertion.
### Step 7: Write Grading Results
Save results to `{outputs_dir}/../grading.json` (sibling to outputs_dir).
## Grading Criteria
**PASS when**:
- The transcript or outputs clearly demonstrate the expectation is true
- Specific evidence can be cited
- The evidence reflects genuine substance, not just surface compliance (e.g., a file exists AND contains correct content, not just the right filename)
**FAIL when**:
- No evidence found for the expectation
- Evidence contradicts the expectation
- The expectation cannot be verified from available information
- The evidence is superficial — the assertion is technically satisfied but the underlying task outcome is wrong or incomplete
- The output appears to meet the assertion by coincidence rather than by actually doing the work
**When uncertain**: The burden of proof to pass is on the expectation.
### Step 8: Read Executor Metrics and Timing
1. If `{outputs_dir}/metrics.json` exists, read it and include in grading output
2. If `{outputs_dir}/../timing.json` exists, read it and include timing data
## Output Format
Write a JSON file with this structure:
```json
{
"expectations": [
{
"text": "The output includes the name 'John Smith'",
"passed": true,
"evidence": "Found in transcript Step 3: 'Extracted names: John Smith, Sarah Johnson'"
},
{
"text": "The spreadsheet has a SUM formula in cell B10",
"passed": false,
"evidence": "No spreadsheet was created. The output was a text file."
},
{
"text": "The assistant used the skill's OCR script",
"passed": true,
"evidence": "Transcript Step 2 shows: 'Tool: Bash - python ocr_script.py image.png'"
}
],
"summary": {
"passed": 2,
"failed": 1,
"total": 3,
"pass_rate": 0.67
},
"execution_metrics": {
"tool_calls": {
"Read": 5,
"Write": 2,
"Bash": 8
},
"total_tool_calls": 15,
"total_steps": 6,
"errors_encountered": 0,
"output_chars": 12450,
"transcript_chars": 3200
},
"timing": {
"executor_duration_seconds": 165.0,
"grader_duration_seconds": 26.0,
"total_duration_seconds": 191.0
},
"claims": [
{
"claim": "The form has 12 fillable fields",
"type": "factual",
"verified": true,
"evidence": "Counted 12 fields in field_info.json"
},
{
"claim": "All required fields were populated",
"type": "quality",
"verified": false,
"evidence": "Reference section was left blank despite data being available"
}
],
"user_notes_summary": {
"uncertainties": ["Used 2023 data, may be stale"],
"needs_review": [],
"workarounds": ["Fell back to text overlay for non-fillable fields"]
},
"eval_feedback": {
"suggestions": [
{
"assertion": "The output includes the name 'John Smith'",
"reason": "A hallucinated document that mentions the name would also pass — consider checking it appears as the primary contact with matching phone and email from the input"
},
{
"reason": "No assertion checks whether the extracted phone numbers match the input — I observed incorrect numbers in the output that went uncaught"
}
],
"overall": "Assertions check presence but not correctness. Consider adding content verification."
}
}
```
## Field Descriptions
- **expectations**: Array of graded expectations
- **text**: The original expectation text
- **passed**: Boolean - true if expectation passes
- **evidence**: Specific quote or description supporting the verdict
- **summary**: Aggregate statistics
- **passed**: Count of passed expectations
- **failed**: Count of failed expectations
- **total**: Total expectations evaluated
- **pass_rate**: Fraction passed (0.0 to 1.0)
- **execution_metrics**: Copied from executor's metrics.json (if available)
- **output_chars**: Total character count of output files (proxy for tokens)
- **transcript_chars**: Character count of transcript
- **timing**: Wall clock timing from timing.json (if available)
- **executor_duration_seconds**: Time spent in executor subagent
- **total_duration_seconds**: Total elapsed time for the run
- **claims**: Extracted and verified claims from the output
- **claim**: The statement being verified
- **type**: "factual", "process", or "quality"
- **verified**: Boolean - whether the claim holds
- **evidence**: Supporting or contradicting evidence
- **user_notes_summary**: Issues flagged by the executor
- **uncertainties**: Things the executor wasn't sure about
- **needs_review**: Items requiring human attention
- **workarounds**: Places where the skill didn't work as expected
- **eval_feedback**: Improvement suggestions for the evals (only when warranted)
- **suggestions**: List of concrete suggestions, each with a `reason` and optionally an `assertion` it relates to
- **overall**: Brief assessment — can be "No suggestions, evals look solid" if nothing to flag
## Guidelines
- **Be objective**: Base verdicts on evidence, not assumptions
- **Be specific**: Quote the exact text that supports your verdict
- **Be thorough**: Check both transcript and output files
- **Be consistent**: Apply the same standard to each expectation
- **Explain failures**: Make it clear why evidence was insufficient
- **No partial credit**: Each expectation is pass or fail, not partial

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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Eval Set Review - __SKILL_NAME_PLACEHOLDER__</title>
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Poppins:wght@500;600&family=Lora:wght@400;500&display=swap" rel="stylesheet">
<style>
* { box-sizing: border-box; margin: 0; padding: 0; }
body { font-family: 'Lora', Georgia, serif; background: #faf9f5; padding: 2rem; color: #141413; }
h1 { font-family: 'Poppins', sans-serif; margin-bottom: 0.5rem; font-size: 1.5rem; }
.description { color: #b0aea5; margin-bottom: 1.5rem; font-style: italic; max-width: 900px; }
.controls { margin-bottom: 1rem; display: flex; gap: 0.5rem; }
.btn { font-family: 'Poppins', sans-serif; padding: 0.5rem 1rem; border: none; border-radius: 6px; cursor: pointer; font-size: 0.875rem; font-weight: 500; }
.btn-add { background: #6a9bcc; color: white; }
.btn-add:hover { background: #5889b8; }
.btn-export { background: #d97757; color: white; }
.btn-export:hover { background: #c4613f; }
table { width: 100%; max-width: 1100px; border-collapse: collapse; background: white; border-radius: 6px; overflow: hidden; box-shadow: 0 1px 3px rgba(0,0,0,0.08); }
th { font-family: 'Poppins', sans-serif; background: #141413; color: #faf9f5; padding: 0.75rem 1rem; text-align: left; font-size: 0.875rem; }
td { padding: 0.75rem 1rem; border-bottom: 1px solid #e8e6dc; vertical-align: top; }
tr:nth-child(even) td { background: #faf9f5; }
tr:hover td { background: #f3f1ea; }
.section-header td { background: #e8e6dc; font-family: 'Poppins', sans-serif; font-weight: 500; font-size: 0.8rem; color: #141413; text-transform: uppercase; letter-spacing: 0.05em; }
.query-input { width: 100%; padding: 0.4rem; border: 1px solid #e8e6dc; border-radius: 4px; font-size: 0.875rem; font-family: 'Lora', Georgia, serif; resize: vertical; min-height: 60px; }
.query-input:focus { outline: none; border-color: #d97757; box-shadow: 0 0 0 2px rgba(217,119,87,0.15); }
.toggle { position: relative; display: inline-block; width: 44px; height: 24px; }
.toggle input { opacity: 0; width: 0; height: 0; }
.toggle .slider { position: absolute; inset: 0; background: #b0aea5; border-radius: 24px; cursor: pointer; transition: 0.2s; }
.toggle .slider::before { content: ""; position: absolute; width: 18px; height: 18px; left: 3px; bottom: 3px; background: white; border-radius: 50%; transition: 0.2s; }
.toggle input:checked + .slider { background: #d97757; }
.toggle input:checked + .slider::before { transform: translateX(20px); }
.btn-delete { background: #c44; color: white; padding: 0.3rem 0.6rem; border: none; border-radius: 4px; cursor: pointer; font-size: 0.75rem; font-family: 'Poppins', sans-serif; }
.btn-delete:hover { background: #a33; }
.summary { margin-top: 1rem; color: #b0aea5; font-size: 0.875rem; }
</style>
</head>
<body>
<h1>Eval Set Review: <span id="skill-name">__SKILL_NAME_PLACEHOLDER__</span></h1>
<p class="description">Current description: <span id="skill-desc">__SKILL_DESCRIPTION_PLACEHOLDER__</span></p>
<div class="controls">
<button class="btn btn-add" onclick="addRow()">+ Add Query</button>
<button class="btn btn-export" onclick="exportEvalSet()">Export Eval Set</button>
</div>
<table>
<thead>
<tr>
<th style="width:65%">Query</th>
<th style="width:18%">Should Trigger</th>
<th style="width:10%">Actions</th>
</tr>
</thead>
<tbody id="eval-body"></tbody>
</table>
<p class="summary" id="summary"></p>
<script>
const EVAL_DATA = __EVAL_DATA_PLACEHOLDER__;
let evalItems = [...EVAL_DATA];
function render() {
const tbody = document.getElementById('eval-body');
tbody.innerHTML = '';
// Sort: should-trigger first, then should-not-trigger
const sorted = evalItems
.map((item, origIdx) => ({ ...item, origIdx }))
.sort((a, b) => (b.should_trigger ? 1 : 0) - (a.should_trigger ? 1 : 0));
let lastGroup = null;
sorted.forEach(item => {
const group = item.should_trigger ? 'trigger' : 'no-trigger';
if (group !== lastGroup) {
const headerRow = document.createElement('tr');
headerRow.className = 'section-header';
headerRow.innerHTML = `<td colspan="3">${item.should_trigger ? 'Should Trigger' : 'Should NOT Trigger'}</td>`;
tbody.appendChild(headerRow);
lastGroup = group;
}
const idx = item.origIdx;
const tr = document.createElement('tr');
tr.innerHTML = `
<td><textarea class="query-input" onchange="updateQuery(${idx}, this.value)">${escapeHtml(item.query)}</textarea></td>
<td>
<label class="toggle">
<input type="checkbox" ${item.should_trigger ? 'checked' : ''} onchange="updateTrigger(${idx}, this.checked)">
<span class="slider"></span>
</label>
<span style="margin-left:8px;font-size:0.8rem;color:#b0aea5">${item.should_trigger ? 'Yes' : 'No'}</span>
</td>
<td><button class="btn-delete" onclick="deleteRow(${idx})">Delete</button></td>
`;
tbody.appendChild(tr);
});
updateSummary();
}
function escapeHtml(text) {
const div = document.createElement('div');
div.textContent = text;
return div.innerHTML;
}
function updateQuery(idx, value) { evalItems[idx].query = value; updateSummary(); }
function updateTrigger(idx, value) { evalItems[idx].should_trigger = value; render(); }
function deleteRow(idx) { evalItems.splice(idx, 1); render(); }
function addRow() {
evalItems.push({ query: '', should_trigger: true });
render();
const inputs = document.querySelectorAll('.query-input');
inputs[inputs.length - 1].focus();
}
function updateSummary() {
const trigger = evalItems.filter(i => i.should_trigger).length;
const noTrigger = evalItems.filter(i => !i.should_trigger).length;
document.getElementById('summary').textContent =
`${evalItems.length} queries total: ${trigger} should trigger, ${noTrigger} should not trigger`;
}
function exportEvalSet() {
const valid = evalItems.filter(i => i.query.trim() !== '');
const data = valid.map(i => ({ query: i.query.trim(), should_trigger: i.should_trigger }));
const blob = new Blob([JSON.stringify(data, null, 2)], { type: 'application/json' });
const url = URL.createObjectURL(blob);
const a = document.createElement('a');
a.href = url;
a.download = 'eval_set.json';
document.body.appendChild(a);
a.click();
document.body.removeChild(a);
URL.revokeObjectURL(url);
}
render();
</script>
</body>
</html>

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#!/usr/bin/env python3
"""Generate and serve a review page for eval results.
Reads the workspace directory, discovers runs (directories with outputs/),
embeds all output data into a self-contained HTML page, and serves it via
a tiny HTTP server. Feedback auto-saves to feedback.json in the workspace.
Usage:
python generate_review.py <workspace-path> [--port PORT] [--skill-name NAME]
python generate_review.py <workspace-path> --previous-feedback /path/to/old/feedback.json
No dependencies beyond the Python stdlib are required.
"""
import argparse
import base64
import json
import mimetypes
import os
import re
import signal
import subprocess
import sys
import time
import webbrowser
from functools import partial
from http.server import HTTPServer, BaseHTTPRequestHandler
from pathlib import Path
# Files to exclude from output listings
METADATA_FILES = {"transcript.md", "user_notes.md", "metrics.json"}
# Extensions we render as inline text
TEXT_EXTENSIONS = {
".txt", ".md", ".json", ".csv", ".py", ".js", ".ts", ".tsx", ".jsx",
".yaml", ".yml", ".xml", ".html", ".css", ".sh", ".rb", ".go", ".rs",
".java", ".c", ".cpp", ".h", ".hpp", ".sql", ".r", ".toml",
}
# Extensions we render as inline images
IMAGE_EXTENSIONS = {".png", ".jpg", ".jpeg", ".gif", ".svg", ".webp"}
# MIME type overrides for common types
MIME_OVERRIDES = {
".svg": "image/svg+xml",
".xlsx": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
".docx": "application/vnd.openxmlformats-officedocument.wordprocessingml.document",
".pptx": "application/vnd.openxmlformats-officedocument.presentationml.presentation",
}
def get_mime_type(path: Path) -> str:
ext = path.suffix.lower()
if ext in MIME_OVERRIDES:
return MIME_OVERRIDES[ext]
mime, _ = mimetypes.guess_type(str(path))
return mime or "application/octet-stream"
def find_runs(workspace: Path) -> list[dict]:
"""Recursively find directories that contain an outputs/ subdirectory."""
runs: list[dict] = []
_find_runs_recursive(workspace, workspace, runs)
runs.sort(key=lambda r: (r.get("eval_id", float("inf")), r["id"]))
return runs
def _find_runs_recursive(root: Path, current: Path, runs: list[dict]) -> None:
if not current.is_dir():
return
outputs_dir = current / "outputs"
if outputs_dir.is_dir():
run = build_run(root, current)
if run:
runs.append(run)
return
skip = {"node_modules", ".git", "__pycache__", "skill", "inputs"}
for child in sorted(current.iterdir()):
if child.is_dir() and child.name not in skip:
_find_runs_recursive(root, child, runs)
def build_run(root: Path, run_dir: Path) -> dict | None:
"""Build a run dict with prompt, outputs, and grading data."""
prompt = ""
eval_id = None
# Try eval_metadata.json
for candidate in [run_dir / "eval_metadata.json", run_dir.parent / "eval_metadata.json"]:
if candidate.exists():
try:
metadata = json.loads(candidate.read_text())
prompt = metadata.get("prompt", "")
eval_id = metadata.get("eval_id")
except (json.JSONDecodeError, OSError):
pass
if prompt:
break
# Fall back to transcript.md
if not prompt:
for candidate in [run_dir / "transcript.md", run_dir / "outputs" / "transcript.md"]:
if candidate.exists():
try:
text = candidate.read_text()
match = re.search(r"## Eval Prompt\n\n([\s\S]*?)(?=\n##|$)", text)
if match:
prompt = match.group(1).strip()
except OSError:
pass
if prompt:
break
if not prompt:
prompt = "(No prompt found)"
run_id = str(run_dir.relative_to(root)).replace("/", "-").replace("\\", "-")
# Collect output files
outputs_dir = run_dir / "outputs"
output_files: list[dict] = []
if outputs_dir.is_dir():
for f in sorted(outputs_dir.iterdir()):
if f.is_file() and f.name not in METADATA_FILES:
output_files.append(embed_file(f))
# Load grading if present
grading = None
for candidate in [run_dir / "grading.json", run_dir.parent / "grading.json"]:
if candidate.exists():
try:
grading = json.loads(candidate.read_text())
except (json.JSONDecodeError, OSError):
pass
if grading:
break
return {
"id": run_id,
"prompt": prompt,
"eval_id": eval_id,
"outputs": output_files,
"grading": grading,
}
def embed_file(path: Path) -> dict:
"""Read a file and return an embedded representation."""
ext = path.suffix.lower()
mime = get_mime_type(path)
if ext in TEXT_EXTENSIONS:
try:
content = path.read_text(errors="replace")
except OSError:
content = "(Error reading file)"
return {
"name": path.name,
"type": "text",
"content": content,
}
elif ext in IMAGE_EXTENSIONS:
try:
raw = path.read_bytes()
b64 = base64.b64encode(raw).decode("ascii")
except OSError:
return {"name": path.name, "type": "error", "content": "(Error reading file)"}
return {
"name": path.name,
"type": "image",
"mime": mime,
"data_uri": f"data:{mime};base64,{b64}",
}
elif ext == ".pdf":
try:
raw = path.read_bytes()
b64 = base64.b64encode(raw).decode("ascii")
except OSError:
return {"name": path.name, "type": "error", "content": "(Error reading file)"}
return {
"name": path.name,
"type": "pdf",
"data_uri": f"data:{mime};base64,{b64}",
}
elif ext == ".xlsx":
try:
raw = path.read_bytes()
b64 = base64.b64encode(raw).decode("ascii")
except OSError:
return {"name": path.name, "type": "error", "content": "(Error reading file)"}
return {
"name": path.name,
"type": "xlsx",
"data_b64": b64,
}
else:
# Binary / unknown — base64 download link
try:
raw = path.read_bytes()
b64 = base64.b64encode(raw).decode("ascii")
except OSError:
return {"name": path.name, "type": "error", "content": "(Error reading file)"}
return {
"name": path.name,
"type": "binary",
"mime": mime,
"data_uri": f"data:{mime};base64,{b64}",
}
def load_previous_iteration(workspace: Path) -> dict[str, dict]:
"""Load previous iteration's feedback and outputs.
Returns a map of run_id -> {"feedback": str, "outputs": list[dict]}.
"""
result: dict[str, dict] = {}
# Load feedback
feedback_map: dict[str, str] = {}
feedback_path = workspace / "feedback.json"
if feedback_path.exists():
try:
data = json.loads(feedback_path.read_text())
feedback_map = {
r["run_id"]: r["feedback"]
for r in data.get("reviews", [])
if r.get("feedback", "").strip()
}
except (json.JSONDecodeError, OSError, KeyError):
pass
# Load runs (to get outputs)
prev_runs = find_runs(workspace)
for run in prev_runs:
result[run["id"]] = {
"feedback": feedback_map.get(run["id"], ""),
"outputs": run.get("outputs", []),
}
# Also add feedback for run_ids that had feedback but no matching run
for run_id, fb in feedback_map.items():
if run_id not in result:
result[run_id] = {"feedback": fb, "outputs": []}
return result
def generate_html(
runs: list[dict],
skill_name: str,
previous: dict[str, dict] | None = None,
benchmark: dict | None = None,
) -> str:
"""Generate the complete standalone HTML page with embedded data."""
template_path = Path(__file__).parent / "viewer.html"
template = template_path.read_text()
# Build previous_feedback and previous_outputs maps for the template
previous_feedback: dict[str, str] = {}
previous_outputs: dict[str, list[dict]] = {}
if previous:
for run_id, data in previous.items():
if data.get("feedback"):
previous_feedback[run_id] = data["feedback"]
if data.get("outputs"):
previous_outputs[run_id] = data["outputs"]
embedded = {
"skill_name": skill_name,
"runs": runs,
"previous_feedback": previous_feedback,
"previous_outputs": previous_outputs,
}
if benchmark:
embedded["benchmark"] = benchmark
data_json = json.dumps(embedded)
return template.replace("/*__EMBEDDED_DATA__*/", f"const EMBEDDED_DATA = {data_json};")
# ---------------------------------------------------------------------------
# HTTP server (stdlib only, zero dependencies)
# ---------------------------------------------------------------------------
def _kill_port(port: int) -> None:
"""Kill any process listening on the given port."""
try:
result = subprocess.run(
["lsof", "-ti", f":{port}"],
capture_output=True, text=True, timeout=5,
)
for pid_str in result.stdout.strip().split("\n"):
if pid_str.strip():
try:
os.kill(int(pid_str.strip()), signal.SIGTERM)
except (ProcessLookupError, ValueError):
pass
if result.stdout.strip():
time.sleep(0.5)
except subprocess.TimeoutExpired:
pass
except FileNotFoundError:
print("Note: lsof not found, cannot check if port is in use", file=sys.stderr)
class ReviewHandler(BaseHTTPRequestHandler):
"""Serves the review HTML and handles feedback saves.
Regenerates the HTML on each page load so that refreshing the browser
picks up new eval outputs without restarting the server.
"""
def __init__(
self,
workspace: Path,
skill_name: str,
feedback_path: Path,
previous: dict[str, dict],
benchmark_path: Path | None,
*args,
**kwargs,
):
self.workspace = workspace
self.skill_name = skill_name
self.feedback_path = feedback_path
self.previous = previous
self.benchmark_path = benchmark_path
super().__init__(*args, **kwargs)
def do_GET(self) -> None:
if self.path == "/" or self.path == "/index.html":
# Regenerate HTML on each request (re-scans workspace for new outputs)
runs = find_runs(self.workspace)
benchmark = None
if self.benchmark_path and self.benchmark_path.exists():
try:
benchmark = json.loads(self.benchmark_path.read_text())
except (json.JSONDecodeError, OSError):
pass
html = generate_html(runs, self.skill_name, self.previous, benchmark)
content = html.encode("utf-8")
self.send_response(200)
self.send_header("Content-Type", "text/html; charset=utf-8")
self.send_header("Content-Length", str(len(content)))
self.end_headers()
self.wfile.write(content)
elif self.path == "/api/feedback":
data = b"{}"
if self.feedback_path.exists():
data = self.feedback_path.read_bytes()
self.send_response(200)
self.send_header("Content-Type", "application/json")
self.send_header("Content-Length", str(len(data)))
self.end_headers()
self.wfile.write(data)
else:
self.send_error(404)
def do_POST(self) -> None:
if self.path == "/api/feedback":
length = int(self.headers.get("Content-Length", 0))
body = self.rfile.read(length)
try:
data = json.loads(body)
if not isinstance(data, dict) or "reviews" not in data:
raise ValueError("Expected JSON object with 'reviews' key")
self.feedback_path.write_text(json.dumps(data, indent=2) + "\n")
resp = b'{"ok":true}'
self.send_response(200)
except (json.JSONDecodeError, OSError, ValueError) as e:
resp = json.dumps({"error": str(e)}).encode()
self.send_response(500)
self.send_header("Content-Type", "application/json")
self.send_header("Content-Length", str(len(resp)))
self.end_headers()
self.wfile.write(resp)
else:
self.send_error(404)
def log_message(self, format: str, *args: object) -> None:
# Suppress request logging to keep terminal clean
pass
def main() -> None:
parser = argparse.ArgumentParser(description="Generate and serve eval review")
parser.add_argument("workspace", type=Path, help="Path to workspace directory")
parser.add_argument("--port", "-p", type=int, default=3117, help="Server port (default: 3117)")
parser.add_argument("--skill-name", "-n", type=str, default=None, help="Skill name for header")
parser.add_argument(
"--previous-workspace", type=Path, default=None,
help="Path to previous iteration's workspace (shows old outputs and feedback as context)",
)
parser.add_argument(
"--benchmark", type=Path, default=None,
help="Path to benchmark.json to show in the Benchmark tab",
)
parser.add_argument(
"--static", "-s", type=Path, default=None,
help="Write standalone HTML to this path instead of starting a server",
)
args = parser.parse_args()
workspace = args.workspace.resolve()
if not workspace.is_dir():
print(f"Error: {workspace} is not a directory", file=sys.stderr)
sys.exit(1)
runs = find_runs(workspace)
if not runs:
print(f"No runs found in {workspace}", file=sys.stderr)
sys.exit(1)
skill_name = args.skill_name or workspace.name.replace("-workspace", "")
feedback_path = workspace / "feedback.json"
previous: dict[str, dict] = {}
if args.previous_workspace:
previous = load_previous_iteration(args.previous_workspace.resolve())
benchmark_path = args.benchmark.resolve() if args.benchmark else None
benchmark = None
if benchmark_path and benchmark_path.exists():
try:
benchmark = json.loads(benchmark_path.read_text())
except (json.JSONDecodeError, OSError):
pass
if args.static:
html = generate_html(runs, skill_name, previous, benchmark)
args.static.parent.mkdir(parents=True, exist_ok=True)
args.static.write_text(html)
print(f"\n Static viewer written to: {args.static}\n")
sys.exit(0)
# Kill any existing process on the target port
port = args.port
_kill_port(port)
handler = partial(ReviewHandler, workspace, skill_name, feedback_path, previous, benchmark_path)
try:
server = HTTPServer(("127.0.0.1", port), handler)
except OSError:
# Port still in use after kill attempt — find a free one
server = HTTPServer(("127.0.0.1", 0), handler)
port = server.server_address[1]
url = f"http://localhost:{port}"
print(f"\n Eval Viewer")
print(f" ─────────────────────────────────")
print(f" URL: {url}")
print(f" Workspace: {workspace}")
print(f" Feedback: {feedback_path}")
if previous:
print(f" Previous: {args.previous_workspace} ({len(previous)} runs)")
if benchmark_path:
print(f" Benchmark: {benchmark_path}")
print(f"\n Press Ctrl+C to stop.\n")
webbrowser.open(url)
try:
server.serve_forever()
except KeyboardInterrupt:
print("\nStopped.")
server.server_close()
if __name__ == "__main__":
main()

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# JSON Schemas
This document defines the JSON schemas used by skill-creator.
---
## evals.json
Defines the evals for a skill. Located at `evals/evals.json` within the skill directory.
```json
{
"skill_name": "example-skill",
"evals": [
{
"id": 1,
"prompt": "User's example prompt",
"expected_output": "Description of expected result",
"files": ["evals/files/sample1.pdf"],
"expectations": [
"The output includes X",
"The skill used script Y"
]
}
]
}
```
**Fields:**
- `skill_name`: Name matching the skill's frontmatter
- `evals[].id`: Unique integer identifier
- `evals[].prompt`: The task to execute
- `evals[].expected_output`: Human-readable description of success
- `evals[].files`: Optional list of input file paths (relative to skill root)
- `evals[].expectations`: List of verifiable statements
---
## history.json
Tracks version progression in Improve mode. Located at workspace root.
```json
{
"started_at": "2026-01-15T10:30:00Z",
"skill_name": "pdf",
"current_best": "v2",
"iterations": [
{
"version": "v0",
"parent": null,
"expectation_pass_rate": 0.65,
"grading_result": "baseline",
"is_current_best": false
},
{
"version": "v1",
"parent": "v0",
"expectation_pass_rate": 0.75,
"grading_result": "won",
"is_current_best": false
},
{
"version": "v2",
"parent": "v1",
"expectation_pass_rate": 0.85,
"grading_result": "won",
"is_current_best": true
}
]
}
```
**Fields:**
- `started_at`: ISO timestamp of when improvement started
- `skill_name`: Name of the skill being improved
- `current_best`: Version identifier of the best performer
- `iterations[].version`: Version identifier (v0, v1, ...)
- `iterations[].parent`: Parent version this was derived from
- `iterations[].expectation_pass_rate`: Pass rate from grading
- `iterations[].grading_result`: "baseline", "won", "lost", or "tie"
- `iterations[].is_current_best`: Whether this is the current best version
---
## grading.json
Output from the grader agent. Located at `<run-dir>/grading.json`.
```json
{
"expectations": [
{
"text": "The output includes the name 'John Smith'",
"passed": true,
"evidence": "Found in transcript Step 3: 'Extracted names: John Smith, Sarah Johnson'"
},
{
"text": "The spreadsheet has a SUM formula in cell B10",
"passed": false,
"evidence": "No spreadsheet was created. The output was a text file."
}
],
"summary": {
"passed": 2,
"failed": 1,
"total": 3,
"pass_rate": 0.67
},
"execution_metrics": {
"tool_calls": {
"Read": 5,
"Write": 2,
"Bash": 8
},
"total_tool_calls": 15,
"total_steps": 6,
"errors_encountered": 0,
"output_chars": 12450,
"transcript_chars": 3200
},
"timing": {
"executor_duration_seconds": 165.0,
"grader_duration_seconds": 26.0,
"total_duration_seconds": 191.0
},
"claims": [
{
"claim": "The form has 12 fillable fields",
"type": "factual",
"verified": true,
"evidence": "Counted 12 fields in field_info.json"
}
],
"user_notes_summary": {
"uncertainties": ["Used 2023 data, may be stale"],
"needs_review": [],
"workarounds": ["Fell back to text overlay for non-fillable fields"]
},
"eval_feedback": {
"suggestions": [
{
"assertion": "The output includes the name 'John Smith'",
"reason": "A hallucinated document that mentions the name would also pass"
}
],
"overall": "Assertions check presence but not correctness."
}
}
```
**Fields:**
- `expectations[]`: Graded expectations with evidence
- `summary`: Aggregate pass/fail counts
- `execution_metrics`: Tool usage and output size (from executor's metrics.json)
- `timing`: Wall clock timing (from timing.json)
- `claims`: Extracted and verified claims from the output
- `user_notes_summary`: Issues flagged by the executor
- `eval_feedback`: (optional) Improvement suggestions for the evals, only present when the grader identifies issues worth raising
---
## metrics.json
Output from the executor agent. Located at `<run-dir>/outputs/metrics.json`.
```json
{
"tool_calls": {
"Read": 5,
"Write": 2,
"Bash": 8,
"Edit": 1,
"Glob": 2,
"Grep": 0
},
"total_tool_calls": 18,
"total_steps": 6,
"files_created": ["filled_form.pdf", "field_values.json"],
"errors_encountered": 0,
"output_chars": 12450,
"transcript_chars": 3200
}
```
**Fields:**
- `tool_calls`: Count per tool type
- `total_tool_calls`: Sum of all tool calls
- `total_steps`: Number of major execution steps
- `files_created`: List of output files created
- `errors_encountered`: Number of errors during execution
- `output_chars`: Total character count of output files
- `transcript_chars`: Character count of transcript
---
## timing.json
Wall clock timing for a run. Located at `<run-dir>/timing.json`.
**How to capture:** When a subagent task completes, the task notification includes `total_tokens` and `duration_ms`. Save these immediately — they are not persisted anywhere else and cannot be recovered after the fact.
```json
{
"total_tokens": 84852,
"duration_ms": 23332,
"total_duration_seconds": 23.3,
"executor_start": "2026-01-15T10:30:00Z",
"executor_end": "2026-01-15T10:32:45Z",
"executor_duration_seconds": 165.0,
"grader_start": "2026-01-15T10:32:46Z",
"grader_end": "2026-01-15T10:33:12Z",
"grader_duration_seconds": 26.0
}
```
---
## benchmark.json
Output from Benchmark mode. Located at `benchmarks/<timestamp>/benchmark.json`.
```json
{
"metadata": {
"skill_name": "pdf",
"skill_path": "/path/to/pdf",
"executor_model": "claude-sonnet-4-20250514",
"analyzer_model": "most-capable-model",
"timestamp": "2026-01-15T10:30:00Z",
"evals_run": [1, 2, 3],
"runs_per_configuration": 3
},
"runs": [
{
"eval_id": 1,
"eval_name": "Ocean",
"configuration": "with_skill",
"run_number": 1,
"result": {
"pass_rate": 0.85,
"passed": 6,
"failed": 1,
"total": 7,
"time_seconds": 42.5,
"tokens": 3800,
"tool_calls": 18,
"errors": 0
},
"expectations": [
{"text": "...", "passed": true, "evidence": "..."}
],
"notes": [
"Used 2023 data, may be stale",
"Fell back to text overlay for non-fillable fields"
]
}
],
"run_summary": {
"with_skill": {
"pass_rate": {"mean": 0.85, "stddev": 0.05, "min": 0.80, "max": 0.90},
"time_seconds": {"mean": 45.0, "stddev": 12.0, "min": 32.0, "max": 58.0},
"tokens": {"mean": 3800, "stddev": 400, "min": 3200, "max": 4100}
},
"without_skill": {
"pass_rate": {"mean": 0.35, "stddev": 0.08, "min": 0.28, "max": 0.45},
"time_seconds": {"mean": 32.0, "stddev": 8.0, "min": 24.0, "max": 42.0},
"tokens": {"mean": 2100, "stddev": 300, "min": 1800, "max": 2500}
},
"delta": {
"pass_rate": "+0.50",
"time_seconds": "+13.0",
"tokens": "+1700"
}
},
"notes": [
"Assertion 'Output is a PDF file' passes 100% in both configurations - may not differentiate skill value",
"Eval 3 shows high variance (50% ± 40%) - may be flaky or model-dependent",
"Without-skill runs consistently fail on table extraction expectations",
"Skill adds 13s average execution time but improves pass rate by 50%"
]
}
```
**Fields:**
- `metadata`: Information about the benchmark run
- `skill_name`: Name of the skill
- `timestamp`: When the benchmark was run
- `evals_run`: List of eval names or IDs
- `runs_per_configuration`: Number of runs per config (e.g. 3)
- `runs[]`: Individual run results
- `eval_id`: Numeric eval identifier
- `eval_name`: Human-readable eval name (used as section header in the viewer)
- `configuration`: Must be `"with_skill"` or `"without_skill"` (the viewer uses this exact string for grouping and color coding)
- `run_number`: Integer run number (1, 2, 3...)
- `result`: Nested object with `pass_rate`, `passed`, `total`, `time_seconds`, `tokens`, `errors`
- `run_summary`: Statistical aggregates per configuration
- `with_skill` / `without_skill`: Each contains `pass_rate`, `time_seconds`, `tokens` objects with `mean` and `stddev` fields
- `delta`: Difference strings like `"+0.50"`, `"+13.0"`, `"+1700"`
- `notes`: Freeform observations from the analyzer
**Important:** The viewer reads these field names exactly. Using `config` instead of `configuration`, or putting `pass_rate` at the top level of a run instead of nested under `result`, will cause the viewer to show empty/zero values. Always reference this schema when generating benchmark.json manually.
---
## comparison.json
Output from blind comparator. Located at `<grading-dir>/comparison-N.json`.
```json
{
"winner": "A",
"reasoning": "Output A provides a complete solution with proper formatting and all required fields. Output B is missing the date field and has formatting inconsistencies.",
"rubric": {
"A": {
"content": {
"correctness": 5,
"completeness": 5,
"accuracy": 4
},
"structure": {
"organization": 4,
"formatting": 5,
"usability": 4
},
"content_score": 4.7,
"structure_score": 4.3,
"overall_score": 9.0
},
"B": {
"content": {
"correctness": 3,
"completeness": 2,
"accuracy": 3
},
"structure": {
"organization": 3,
"formatting": 2,
"usability": 3
},
"content_score": 2.7,
"structure_score": 2.7,
"overall_score": 5.4
}
},
"output_quality": {
"A": {
"score": 9,
"strengths": ["Complete solution", "Well-formatted", "All fields present"],
"weaknesses": ["Minor style inconsistency in header"]
},
"B": {
"score": 5,
"strengths": ["Readable output", "Correct basic structure"],
"weaknesses": ["Missing date field", "Formatting inconsistencies", "Partial data extraction"]
}
},
"expectation_results": {
"A": {
"passed": 4,
"total": 5,
"pass_rate": 0.80,
"details": [
{"text": "Output includes name", "passed": true}
]
},
"B": {
"passed": 3,
"total": 5,
"pass_rate": 0.60,
"details": [
{"text": "Output includes name", "passed": true}
]
}
}
}
```
---
## analysis.json
Output from post-hoc analyzer. Located at `<grading-dir>/analysis.json`.
```json
{
"comparison_summary": {
"winner": "A",
"winner_skill": "path/to/winner/skill",
"loser_skill": "path/to/loser/skill",
"comparator_reasoning": "Brief summary of why comparator chose winner"
},
"winner_strengths": [
"Clear step-by-step instructions for handling multi-page documents",
"Included validation script that caught formatting errors"
],
"loser_weaknesses": [
"Vague instruction 'process the document appropriately' led to inconsistent behavior",
"No script for validation, agent had to improvise"
],
"instruction_following": {
"winner": {
"score": 9,
"issues": ["Minor: skipped optional logging step"]
},
"loser": {
"score": 6,
"issues": [
"Did not use the skill's formatting template",
"Invented own approach instead of following step 3"
]
}
},
"improvement_suggestions": [
{
"priority": "high",
"category": "instructions",
"suggestion": "Replace 'process the document appropriately' with explicit steps",
"expected_impact": "Would eliminate ambiguity that caused inconsistent behavior"
}
],
"transcript_insights": {
"winner_execution_pattern": "Read skill -> Followed 5-step process -> Used validation script",
"loser_execution_pattern": "Read skill -> Unclear on approach -> Tried 3 different methods"
}
}
```

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