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.taskmaster/reports/task-complexity-report.json
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93
.taskmaster/reports/task-complexity-report.json
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{
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"meta": {
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"generatedAt": "2026-02-26T02:10:35.637Z",
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"tasksAnalyzed": 10,
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"totalTasks": 10,
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"analysisCount": 10,
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"thresholdScore": 5,
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"projectName": "Taskmaster",
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"usedResearch": false
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},
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"complexityAnalysis": [
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{
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"taskId": 1,
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"taskTitle": "Project scaffolding and dependency setup",
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"complexityScore": 3,
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"recommendedSubtasks": 3,
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"expansionPrompt": "Break down scaffolding into directory/package creation, requirements/.env.example updates, and verification steps (imports + pip install).",
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"reasoning": "Repo currently contains only docs/config (`prd.md`, `.taskmaster/*`, `.env.example`) and no `app_factory` package, so this is greenfield setup with low technical risk. The main effort is creating directories, `__init__.py` files, and dependency lists; testing is straightforward import/install checks."
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},
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{
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"taskId": 2,
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"taskTitle": "Implement LangSmith observability and logging infrastructure",
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"complexityScore": 6,
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"recommendedSubtasks": 4,
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"expansionPrompt": "Split into LangSmith client wrapper, tracing decorator/context manager, structured logging configuration, and unit tests with mocks.",
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"reasoning": "No existing observability code, so this is a new module with moderate complexity due to LangSmith integration, async lifecycle handling, and structured logging. Testing requires mocking LangSmith and validating log formatting and error capture, adding moderate effort."
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},
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{
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"taskId": 3,
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"taskTitle": "Implement WorkspaceManager for Git worktree and Docker isolation",
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"complexityScore": 8,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Divide into Git worktree lifecycle, Docker container lifecycle, error handling/cleanup, async API surface, and integration tests with mocks.",
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"reasoning": "Greenfield implementation but technically complex due to GitPython worktree management, Docker SDK integration, isolation configuration, and robust cleanup/error handling. Testing needs integration-style checks and mocks for Docker/Git, which increases effort."
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},
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{
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"taskId": 4,
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"taskTitle": "Implement TaskMasterAgent for claude-task-master integration",
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"complexityScore": 7,
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"recommendedSubtasks": 4,
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"expansionPrompt": "Break into MCP client wrapper/retry logic, PRD parsing file writes, task query/status APIs, and tests using mocked MCP tools.",
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"reasoning": "No agent code exists yet; integration with MCP tools and file writes to `.taskmaster` adds external dependencies and retry/backoff logic. Unit tests will rely on mocks for MCP responses and file system behavior."
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},
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{
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"taskId": 5,
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"taskTitle": "Implement PMAgent for PRD generation and clarification handling",
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"complexityScore": 7,
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"recommendedSubtasks": 4,
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"expansionPrompt": "Split into prompt template loading, Anthropic API integration with token tracking, clarification handling/escalation, and PRD update/versioning tests.",
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"reasoning": "Requires new prompt templates plus Anthropic API usage and token accounting. Clarification flow with optional human input adds branching logic and async handling; tests require mocked API calls and controlled input."
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},
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{
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"taskId": 6,
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"taskTitle": "Implement DevAgentManager for Claude Code/Codex subprocess automation",
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"complexityScore": 9,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Break into prompt preparation, Docker exec/pexpect orchestration, output parsing, retry/timeout handling, Codex fallback, and tests with mocks.",
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"reasoning": "High complexity due to orchestration across Docker containers, interactive `pexpect` control, timeouts, retries, and fallback to another API. Parsing outputs and tracking changed files adds complexity, and testing needs heavy mocking of subprocesses and Docker."
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},
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{
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"taskId": 7,
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"taskTitle": "Implement QAAgent for code review, testing, and merge operations",
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"complexityScore": 8,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Split into git rebase/merge workflow, lint/test execution and parsing, Claude review integration, conflict resolution/retry logic, and tests with mocked git/CLI.",
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"reasoning": "Complex workflow spanning git conflict handling, lint/test execution, Claude review, and merge operations. Error handling and retry logic are non-trivial, and tests require robust mocking of git and command outputs."
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},
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{
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"taskId": 8,
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"taskTitle": "Implement LangGraph state machine and orchestration graph",
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"complexityScore": 9,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Break into state schema/persistence, node implementations, conditional routing, concurrency handling with asyncio, checkpointing, and graph tests with mocked agents.",
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"reasoning": "This is core orchestration logic with multiple agents, conditional routing, concurrency, and persistence. No existing scaffolding exists, so design is greenfield with substantial integration testing needs across mocked agents and state transitions."
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},
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{
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"taskId": 9,
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"taskTitle": "Implement GlobalArchitecture summary system and prompt templates",
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"complexityScore": 6,
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"recommendedSubtasks": 4,
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"expansionPrompt": "Split into prompt template creation, architecture tracker storage schema, Claude-based summarization updates, and summary generation tests.",
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"reasoning": "Prompt templates are straightforward but the ArchitectureTracker adds async Claude summarization and persistent JSON state. Moderate complexity due to parsing/summarization and ensuring token/length constraints in summaries, with mocked API tests."
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},
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{
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"taskId": 10,
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"taskTitle": "Implement main.py entry point, error handling, and end-to-end integration",
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"complexityScore": 8,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Break into CLI parsing/env loading, component wiring, retry/escalation logic, graceful shutdown/signal handling, and dry-run/validation tests.",
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"reasoning": "Main integration point coordinates all components with error handling, retries, and shutdown behavior. This is high effort due to dependency wiring and control flow; testing requires broad mocking and simulation of exceptions and signals."
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}
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]
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}
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