paiml-mcp-agent-toolkit

paiml-mcp-agent-toolkit

Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic

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PAIML MCP Agent Toolkit (PMAT) is a zero-configuration AI context generation system with extreme quality enforcement and Toyota Way standards. It allows users to analyze any codebase instantly through CLI, MCP, or HTTP interfaces. The toolkit provides features such as technical debt analysis, advanced monitoring, metrics aggregation, performance profiling, bottleneck detection, alert system, multi-format export, storage flexibility, and more. It also offers AI-powered intelligence for smart recommendations, polyglot analysis, repository showcase, and integration points. PMAT enforces quality standards like complexity ≤20, zero SATD comments, test coverage >80%, no lint warnings, and synchronized documentation with commits. The toolkit follows Toyota Way development principles for iterative improvement, direct AST traversal, automated quality gates, and zero SATD policy.

README:

PMAT Documentation

Welcome to the PMAT (Pragmatic AI MCP Agent Toolkit) documentation.

📚 Documentation Structure

Core Documentation

Active Documentation

Architecture & Design

Development

Features

  • features/ - Feature documentation
    • README.md - Feature overview
    • Individual feature guides for each major capability

User Guides

Operations

Quality & Testing

Specifications

Release Information

Development Planning

  • todo/ - Future development specifications
    • Active specifications for upcoming features
    • archive/ - Completed or deprecated specs

Reference

🗄️ Archived Documentation

Historical and deprecated documentation has been moved to the archive:

  • archive/ - Archived documentation
    • ARCHIVE_INDEX.md - Archive navigation guide
    • pre-v2.0/ - Pre-2.0 version documentation
    • Historical release notes, implementation docs, and deprecated features

🚀 Quick Start

  1. New Users: Start with SPECIFICATION.md for system overview
  2. Developers: Check execution/roadmap.md for current tasks
  3. Contributors: Review quality/standards.md for quality requirements
  4. Integrators: See guides/interfaces-overview.md for API details

📖 Documentation Standards

All documentation follows these principles:

  • Single Source of Truth: SPECIFICATION.md is the authoritative reference
  • Version Synchronized: Documentation updates required with code changes
  • Quality Enforced: Pre-commit hooks ensure documentation quality
  • Toyota Way Aligned: Continuous improvement (Kaizen) approach

🔗 External Resources


Last Updated: 2025-01-21 | Version: 2.94.0

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