paiml/paiml-mcp-agent-toolkit

PMAT

任何代码库的零配置AI上下文生成

安装 |MCP 服务器 |使用情况 |功能 |示例 |文档

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目录

• 什么是PMAT？
• 安装
• MCP服务器
• 使用情况
• 特色
• 建筑学

什么是PMAT？

PMAT（实用多语言代理工具包）提供了分析代码质量和生成AI准备上下文所需的一切：

• 上下文生成 - Claude、GPT及其他大型语言模型的深度分析
• 技术债务评分 - A+至F评分，含6项正交指标
• 突变测试 - 测试套件质量验证（85%+杀死率）
• 数据库评分 - 定量健康评估（0-289分制，11个类别）
• Git 历史 RAG - 通过 RRF 融合在提交历史中的语义搜索
• 语义搜索 - 自然语言代码发现
• 合规治理 - 涵盖代码质量、最佳实践和可重复性的157项检查
• 合同设计 - 丰田Way合同配置文件，包含检查点验证和救援协议
• 自主改善 - 丰田Way持续改进，支持自动修复和提交

PMAT

Zero-configuration AI context generation for any codebase

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Table of Contents

• What is PMAT?
• Installation
• MCP Server
• Usage
• Features
• Architecture

What is PMAT?

PMAT (Pragmatic Multi-language Agent Toolkit) provides everything needed to analyze code quality and generate AI-ready context:

• Context Generation - Deep analysis for Claude, GPT, and other LLMs
• Technical Debt Grading - A+ through F scoring with 6 orthogonal metrics
• Mutation Testing - Test suite quality validation (85%+ kill rate)
• Repository Scoring - Quantitative health assessment (0-289 scale, 11 categories)
• Git History RAG - Semantic search across commit history with RRF fusion
• Semantic Search - Natural language code discovery
• Compliance Governance - 157 checks across code quality, best practices, and reproducibility
• Design by Contract - Toyota Way contract profiles with checkpoint validation and rescue protocols
• Autonomous Kaizen - Toyota Way continuous improvement with auto-fix and commit
• MCP Integration - 20 tools for Claude Code, Cline, and AI agents over stdio and HTTP (identical surfaces), validated end-to-end for concurrent multi-agent (ultracode) workflows — see MCP Server
• Quality Gates - Pre-commit hooks, CI/CD integration, .pmat-gates.toml config
• 20+ Languages - Rust, TypeScript, Python, Go, Java, C/C++, Lua, Lean, and more

Part of the PAIML Stack, following Toyota Way quality principles (Jidoka, Genchi Genbutsu, Kaizen).

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