ASTChunk is a Python toolkit for code chunking using Abstract Syntax Trees (ASTs), designed to create structurally sound and meaningful code segments.

Qdrant Context Engine

Context-Engine MCP - Agentic Context Compression Suite

This tool converts PDF files and images into editable PowerPoint presentations (`.pptx`) by leveraging structured data from the MinerU PDF Extractor. It accurately reconstructs text, images, and la…

Run Coding Agents in Sandboxes. Control Them Over HTTP. Supports Claude Code, Codex, OpenCode, and Amp.

A minimal, secure Python interpreter written in Rust for use by AI

AI Coders search blindly. Be their guide.

One Memory. All CLIs. Never Compacted. Exact Search.

A full RAG (Retrieval Augmented Generation) system featuring a low friction GraphRAG and conversational interface on documents.

Local Codebase RAG MCP Server for Claude Code - Proactive semantic indexing with AST-based chunking

Local-first memory and RAG system for Claude Code

Local FAISS vector store as an MCP server – drop-in local RAG for Claude / Copilot / Agents.

Local-first TypeScript MCP server for Qdrant with client isolation, LM Studio integration, and scalable document workflows.

A Retrieval-Augmented Generation (RAG) Model-Controller-Provider (MCP) server designed to assist AI agents and developers in understanding and navigating codebases.. It supports incremental indexin…

An extensible Model Context Protocol (MCP-Local-MRL-RAG-AST) server that provides intelligent semantic code search for AI assistants. Built with local AI models, inspired by Cursor's semantic search.

MCP server for RAG knowledge base with optimized PDF ingestion (Docling), Qdrant vector store (gRPC), FTS search, and hierarchical summarization. Supports hybrid/dense/sparse retrieval with quality…

A semantic search engine for markdown files based on MCP architecture.

Lightweight RAG server for the Model Context Protocol: ingest source code, docs, build a vector index, and expose search/citations to LLMs via MCP tools.

Lightning-fast semantic code search with AST chunking (15+ languages) - Hybrid TF-IDF + Vector, MCP-ready for AI assistants

Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-small embeddings.

AI-powered documentation RAG system with MCP server for Claude Code. Search and retrieve technical documentation on-demand with vector embeddings and smart web scraping.

Local-first RAG server for developers using MCP. Semantic + keyword search for code and technical docs. Fully private, zero setup.

mcp-rag-server is a Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG) capabilities. It empowers Large Language Models (LLMs) to answer questions based on your do…

Give claude code RAG on your codebase

AI-powered code search and analysis for Claude Code with advanced type extraction across 25+ languages. Lightning-fast Lucene indexing, intelligent type parsing (Vue, Razor, C#, Python, Rust, Go, T…