feat: Migrate Task Master to generateObject for structured AI responses (#1262)

Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: Ben Vargas <ben@example.com>
This commit is contained in:
Ralph Khreish
2025-10-02 16:23:34 +02:00
committed by GitHub
parent c7418c4594
commit 738ec51c04
34 changed files with 862 additions and 1034 deletions

View File

@@ -2,7 +2,6 @@ import path from 'path';
import chalk from 'chalk';
import boxen from 'boxen';
import Table from 'cli-table3';
import { z } from 'zod'; // Keep Zod for post-parsing validation
import {
log as consoleLog,
@@ -22,258 +21,13 @@ import {
import { getDebugFlag, hasCodebaseAnalysis } from '../config-manager.js';
import { getPromptManager } from '../prompt-manager.js';
import generateTaskFiles from './generate-task-files.js';
import { generateTextService } from '../ai-services-unified.js';
import { generateObjectService } from '../ai-services-unified.js';
import { COMMAND_SCHEMAS } from '../../../src/schemas/registry.js';
import { getModelConfiguration } from './models.js';
import { ContextGatherer } from '../utils/contextGatherer.js';
import { FuzzyTaskSearch } from '../utils/fuzzyTaskSearch.js';
import { flattenTasksWithSubtasks, findProjectRoot } from '../utils.js';
// Zod schema for validating the structure of tasks AFTER parsing
const updatedTaskSchema = z
.object({
id: z.int(),
title: z.string(),
description: z.string(),
status: z.string(),
dependencies: z.array(z.union([z.int(), z.string()])),
priority: z.string().nullable(),
details: z.string().nullable(),
testStrategy: z.string().nullable(),
subtasks: z.array(z.any()).nullable() // Keep subtasks flexible for now
})
.strip(); // Enforce the canonical task shape and drop unknown fields
// Preprocessing schema that adds defaults before validation
const preprocessTaskSchema = z.preprocess((task) => {
// Ensure task is an object
if (typeof task !== 'object' || task === null) {
return {};
}
// Return task with defaults for missing fields
return {
...task,
// Add defaults for required fields if missing
id: task.id ?? 0,
title: task.title ?? 'Untitled Task',
description: task.description ?? '',
status: task.status ?? 'pending',
dependencies: Array.isArray(task.dependencies) ? task.dependencies : [],
// Optional fields - preserve undefined/null distinction
priority: task.hasOwnProperty('priority') ? task.priority : null,
details: task.hasOwnProperty('details') ? task.details : null,
testStrategy: task.hasOwnProperty('testStrategy')
? task.testStrategy
: null,
subtasks: Array.isArray(task.subtasks)
? task.subtasks
: task.subtasks === null
? null
: []
};
}, updatedTaskSchema);
const updatedTaskArraySchema = z.array(updatedTaskSchema);
const preprocessedTaskArraySchema = z.array(preprocessTaskSchema);
/**
* Parses an array of task objects from AI's text response.
* @param {string} text - Response text from AI.
* @param {number} expectedCount - Expected number of tasks.
* @param {Function | Object} logFn - The logging function or MCP log object.
* @param {boolean} isMCP - Flag indicating if logFn is MCP logger.
* @returns {Array} Parsed and validated tasks array.
* @throws {Error} If parsing or validation fails.
*/
function parseUpdatedTasksFromText(text, expectedCount, logFn, isMCP) {
const report = (level, ...args) => {
if (isMCP) {
if (typeof logFn[level] === 'function') logFn[level](...args);
else logFn.info(...args);
} else if (!isSilentMode()) {
// Check silent mode for consoleLog
consoleLog(level, ...args);
}
};
report(
'info',
'Attempting to parse updated tasks array from text response...'
);
if (!text || text.trim() === '')
throw new Error('AI response text is empty.');
let cleanedResponse = text.trim();
const originalResponseForDebug = cleanedResponse;
let parseMethodUsed = 'raw'; // Track which method worked
// --- NEW Step 1: Try extracting between [] first ---
const firstBracketIndex = cleanedResponse.indexOf('[');
const lastBracketIndex = cleanedResponse.lastIndexOf(']');
let potentialJsonFromArray = null;
if (firstBracketIndex !== -1 && lastBracketIndex > firstBracketIndex) {
potentialJsonFromArray = cleanedResponse.substring(
firstBracketIndex,
lastBracketIndex + 1
);
// Basic check to ensure it's not just "[]" or malformed
if (potentialJsonFromArray.length <= 2) {
potentialJsonFromArray = null; // Ignore empty array
}
}
// If [] extraction yielded something, try parsing it immediately
if (potentialJsonFromArray) {
try {
const testParse = JSON.parse(potentialJsonFromArray);
// It worked! Use this as the primary cleaned response.
cleanedResponse = potentialJsonFromArray;
parseMethodUsed = 'brackets';
} catch (e) {
report(
'info',
'Content between [] looked promising but failed initial parse. Proceeding to other methods.'
);
// Reset cleanedResponse to original if bracket parsing failed
cleanedResponse = originalResponseForDebug;
}
}
// --- Step 2: If bracket parsing didn't work or wasn't applicable, try code block extraction ---
if (parseMethodUsed === 'raw') {
// Only look for ```json blocks now
const codeBlockMatch = cleanedResponse.match(
/```json\s*([\s\S]*?)\s*```/i // Only match ```json
);
if (codeBlockMatch) {
cleanedResponse = codeBlockMatch[1].trim();
parseMethodUsed = 'codeblock';
report('info', 'Extracted JSON content from JSON Markdown code block.');
} else {
report('info', 'No JSON code block found.');
// --- Step 3: If code block failed, try stripping prefixes ---
const commonPrefixes = [
'json\n',
'javascript\n', // Keep checking common prefixes just in case
'python\n',
'here are the updated tasks:',
'here is the updated json:',
'updated tasks:',
'updated json:',
'response:',
'output:'
];
let prefixFound = false;
for (const prefix of commonPrefixes) {
if (cleanedResponse.toLowerCase().startsWith(prefix)) {
cleanedResponse = cleanedResponse.substring(prefix.length).trim();
parseMethodUsed = 'prefix';
report('info', `Stripped prefix: "${prefix.trim()}"`);
prefixFound = true;
break;
}
}
if (!prefixFound) {
report(
'warn',
'Response does not appear to contain [], JSON code block, or known prefix. Attempting raw parse.'
);
}
}
}
// --- Step 4: Attempt final parse ---
let parsedTasks;
try {
parsedTasks = JSON.parse(cleanedResponse);
} catch (parseError) {
report('error', `Failed to parse JSON array: ${parseError.message}`);
report(
'error',
`Extraction method used: ${parseMethodUsed}` // Log which method failed
);
report(
'error',
`Problematic JSON string (first 500 chars): ${cleanedResponse.substring(0, 500)}`
);
report(
'error',
`Original Raw Response (first 500 chars): ${originalResponseForDebug.substring(0, 500)}`
);
throw new Error(
`Failed to parse JSON response array: ${parseError.message}`
);
}
// --- Step 5 & 6: Validate Array structure and Zod schema ---
if (!Array.isArray(parsedTasks)) {
report(
'error',
`Parsed content is not an array. Type: ${typeof parsedTasks}`
);
report(
'error',
`Parsed content sample: ${JSON.stringify(parsedTasks).substring(0, 200)}`
);
throw new Error('Parsed AI response is not a valid JSON array.');
}
report('info', `Successfully parsed ${parsedTasks.length} potential tasks.`);
if (expectedCount && parsedTasks.length !== expectedCount) {
report(
'warn',
`Expected ${expectedCount} tasks, but parsed ${parsedTasks.length}.`
);
}
// Log missing fields for debugging before preprocessing
let hasWarnings = false;
parsedTasks.forEach((task, index) => {
const missingFields = [];
if (!task.hasOwnProperty('id')) missingFields.push('id');
if (!task.hasOwnProperty('status')) missingFields.push('status');
if (!task.hasOwnProperty('dependencies'))
missingFields.push('dependencies');
if (missingFields.length > 0) {
hasWarnings = true;
report(
'warn',
`Task ${index} is missing fields: ${missingFields.join(', ')} - will use defaults`
);
}
});
if (hasWarnings) {
report(
'warn',
'Some tasks were missing required fields. Applying defaults...'
);
}
// Use the preprocessing schema to add defaults and validate
const preprocessResult = preprocessedTaskArraySchema.safeParse(parsedTasks);
if (!preprocessResult.success) {
// This should rarely happen now since preprocessing adds defaults
report('error', 'Failed to validate task array even after preprocessing.');
preprocessResult.error.errors.forEach((err) => {
report('error', ` - Path '${err.path.join('.')}': ${err.message}`);
});
throw new Error(
`AI response failed validation: ${preprocessResult.error.message}`
);
}
report('info', 'Successfully validated and transformed task structure.');
return preprocessResult.data.slice(
0,
expectedCount || preprocessResult.data.length
);
}
/**
* Update tasks based on new context using the unified AI service.
* @param {string} tasksPath - Path to the tasks.json file
@@ -458,13 +212,15 @@ async function updateTasks(
// Determine role based on research flag
const serviceRole = useResearch ? 'research' : 'main';
// Call the unified AI service
aiServiceResponse = await generateTextService({
// Call the unified AI service with generateObject
aiServiceResponse = await generateObjectService({
role: serviceRole,
session: session,
projectRoot: projectRoot,
systemPrompt: systemPrompt,
prompt: userPrompt,
schema: COMMAND_SCHEMAS['update-tasks'],
objectName: 'tasks',
commandName: 'update-tasks',
outputType: isMCP ? 'mcp' : 'cli'
});
@@ -472,13 +228,8 @@ async function updateTasks(
if (loadingIndicator)
stopLoadingIndicator(loadingIndicator, 'AI update complete.');
// Use the mainResult (text) for parsing
const parsedUpdatedTasks = parseUpdatedTasksFromText(
aiServiceResponse.mainResult,
tasksToUpdate.length,
logFn,
isMCP
);
// With generateObject, we get structured data directly
const parsedUpdatedTasks = aiServiceResponse.mainResult.tasks;
// --- Update Tasks Data (Updated writeJSON call) ---
if (!Array.isArray(parsedUpdatedTasks)) {