feat: add configurable MCP tool loading to reduce LLM context usage (#1181)

Co-authored-by: Ralph Khreish <35776126+Crunchyman-ralph@users.noreply.github.com>
This commit is contained in:
Karol Fabjańczuk
2025-10-14 20:01:21 +02:00
committed by GitHub
parent 474a86cebb
commit a69d8c91dc
11 changed files with 1273 additions and 101 deletions

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@@ -13,6 +13,126 @@ The MCP interface is built on top of the `fastmcp` library and registers a set o
Each tool is defined with a name, a description, and a set of parameters that are validated using the `zod` library. The `execute` function of each tool calls the corresponding core logic function from `scripts/modules/task-manager.js`.
## Configurable Tool Loading
To optimize LLM context usage, you can control which Task Master MCP tools are loaded using the `TASK_MASTER_TOOLS` environment variable. This is particularly useful when working with LLMs that have context limits or when you only need a subset of tools.
### Configuration Modes
#### All Tools (Default)
Loads all 36 available tools. Use when you need full Task Master functionality.
```json
{
"mcpServers": {
"task-master-ai": {
"command": "npx",
"args": ["-y", "task-master-ai"],
"env": {
"TASK_MASTER_TOOLS": "all",
"ANTHROPIC_API_KEY": "your_key_here"
}
}
}
}
```
If `TASK_MASTER_TOOLS` is not set, all tools are loaded by default.
#### Core Tools (Lean Mode)
Loads only 7 essential tools for daily development. Ideal for minimal context usage.
**Core tools included:**
- `get_tasks` - List all tasks
- `next_task` - Find the next task to work on
- `get_task` - Get detailed task information
- `set_task_status` - Update task status
- `update_subtask` - Add implementation notes
- `parse_prd` - Generate tasks from PRD
- `expand_task` - Break down tasks into subtasks
```json
{
"mcpServers": {
"task-master-ai": {
"command": "npx",
"args": ["-y", "task-master-ai"],
"env": {
"TASK_MASTER_TOOLS": "core",
"ANTHROPIC_API_KEY": "your_key_here"
}
}
}
}
```
You can also use `"lean"` as an alias for `"core"`.
#### Standard Tools
Loads 15 commonly used tools. Balances functionality with context efficiency.
**Standard tools include all core tools plus:**
- `initialize_project` - Set up new projects
- `analyze_project_complexity` - Analyze task complexity
- `expand_all` - Expand all eligible tasks
- `add_subtask` - Add subtasks manually
- `remove_task` - Remove tasks
- `generate` - Generate task markdown files
- `add_task` - Create new tasks
- `complexity_report` - View complexity analysis
```json
{
"mcpServers": {
"task-master-ai": {
"command": "npx",
"args": ["-y", "task-master-ai"],
"env": {
"TASK_MASTER_TOOLS": "standard",
"ANTHROPIC_API_KEY": "your_key_here"
}
}
}
}
```
#### Custom Tool Selection
Specify exactly which tools to load using a comma-separated list. Tool names are case-insensitive and support both underscores and hyphens.
```json
{
"mcpServers": {
"task-master-ai": {
"command": "npx",
"args": ["-y", "task-master-ai"],
"env": {
"TASK_MASTER_TOOLS": "get_tasks,next_task,set_task_status,update_subtask",
"ANTHROPIC_API_KEY": "your_key_here"
}
}
}
}
```
### Choosing the Right Configuration
- **Use `core`/`lean`**: When working with basic task management workflows or when context limits are strict
- **Use `standard`**: For most development workflows that include task creation and analysis
- **Use `all`**: When you need full functionality including tag management, dependencies, and advanced features
- **Use custom list**: When you have specific tool requirements or want to experiment with minimal sets
### Verification
When the MCP server starts, it logs which tools were loaded:
```
Task Master MCP Server starting...
Tool mode configuration: standard
Loading standard tools
Registering 15 MCP tools (mode: standard)
Successfully registered 15/15 tools
```
## Tool Categories
The MCP tools can be categorized in the same way as the core functionalities:

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@@ -37,6 +37,25 @@ For MCP/Cursor usage: Configure keys in the env section of your .cursor/mcp.json
}
```
<Tip>
**Optimize Context Usage**: You can control which Task Master MCP tools are loaded using the `TASK_MASTER_TOOLS` environment variable. This helps reduce LLM context usage by only loading the tools you need.
Options:
- `all` (default) - All 36 tools
- `standard` - 15 commonly used tools
- `core` or `lean` - 7 essential tools
Example:
```json
"env": {
"TASK_MASTER_TOOLS": "standard",
"ANTHROPIC_API_KEY": "your_key_here"
}
```
See the [MCP Tools documentation](/capabilities/mcp#configurable-tool-loading) for details.
</Tip>
### CLI Usage: `.env` File
Create a `.env` file in your project root and include the keys for the providers you plan to use: