paiml-mcp-agent-toolkit
Active·★ 153·MIT·Updated 2026-05-06
★ Trending★ RAG / Knowledge Base★ Vision / Multimodal
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
PMAT (Pragmatic Multi-language Agent Toolkit) is a comprehensive tool designed to analyze code quality, grade technical debt, and generate AI-ready context for various LLMs. It supports over 17 programming languages and offers features like mutation testing, repository scoring, and semantic search across git history.
#AI Context Generation#Code Analysis#Technical Debt#Mutation Testing#Semantic Search#Multi-language#CI/CD Integration#Rust
01
Features
01AI-ready context generation for LLMs
02Technical debt grading (A+ through F) with 6 orthogonal metrics
03Mutation testing to validate test suite quality
04Semantic search and RAG across Git history
05Support for 17+ programming languages
02
Compatibility
Rust
Runtime & Core Language
Verified via docs
Multi-language
Analysis Target Languages
Verified via docs
CI/CD Platforms
Integration
Verified via docs
Linux
Operating System
Verified via docs
03
Quick start
1
$ cargo install pmat
04
Use cases
↳Generate AI-ready context for large language models
↳Analyze and grade code quality and technical debt
↳Validate test suite effectiveness using mutation testing
↳Integrate quality gates into CI/CD pipelines
↳Enforce code quality standards with pre-commit Git hooks
05
Alternatives
Brave Search MCP★ 86.5k
Allow your AI Agent to search the real-time internet using Brave Search API. Essential for getting up-to-date information.
mcp-for-beginners★ 16.2k
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.
kreuzberg★ 8.4k
A polyglot document intelligence framework with a Rust core. Extract text, metadata, and structured information from PDFs, Office documents, images, and 50+ formats. Available for Rust, Python, Ruby, Java, Go, PHP, Elixir, C#, TypeScript (Node/Bun/Wasm/Deno)- or use via CLI, REST API, or MCP server.
octocode-mcp★ 851
MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere
Related searches
Comments
Log in to leave a comment
- PPhoenix GarciaApr 8, 2026
Pragmatic AI Labs MCP toolkit designed for writing correct, maintainable code.
- Rebel LeeApr 1, 2026
Good for developers who want AI coding assistance focused on code quality.
- JJesse JacksonMar 25, 2026
Well-documented by an organization known for practical AI education.
- HHarper MartinezMar 19, 2026
Pragmatic focus means it teaches good practices, not just gets the code working.