DevRag
Free local RAG for Claude Code - Save tokens & time with vector search. Indexes markdown docs and finds relevant info without reading entire files (40x fewer…
Directory
Search MCP Servers
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…
Fast.io
AI-first file sharing and collaboration. 251 MCP tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. Free…
MCP Synaptic
Memory-enhanced MCP server with local RAG database and expiring memory capabilities
Mo5 Mcp Server — Thomson Mo5 C Development Assistant
MCP server that gives AI coding agents instant access to Thomson MO5 technical documentation via semantic search.
Qdrant DevContainer for File Embeddings
# Qdrant DevContainer for File Embeddings This project provides a development container setup for running Qdrant with file embeddings. It includes everything…
Graph Memory RAG MCP Server
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
PinRAG
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and…
DalexorMI
Dalexor MI is an advanced project memory system designed to provide AI coding assistants with **Contextual Persistence**. Unlike standard RAG…
Lean KG
A local, Rust-based Knowledge Graph MCP server. Cuts AI coding token usage by up to 98% by intelligently querying your codebase instead of sending full files.
AgenticMind
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per…
Apache AGE MCP
MCP server for Apache AGE graph databases on PostgreSQL. **21 MCP tools** — the most comprehensive Apache AGE MCP server (graph CRUD, Cypher queries, batch…
프롬프트 기반 노션 MCP 클라이언트
# 프롬프트 기반 노션 MCP 클라이언트 OpenAI API와 Notion API를 사용하여 자연어 명령으로 노션 작업 공간을 제어하는 클라이언트입니다. ## 설치 방법 1. 저장소를 클론합니다: ``` git clone [저장소 URL] cd [프로젝트 폴더] ``` 2. 가상…
Semantic Sift
# 🔍 Semantic-Sift **The Reasoning-First Middleware for High-Fidelity Agentic Workflows.** [
Context Keeper
**Context Keeper** 基于LLM驱动的智能上下文记忆管理系统，专为AI Agent提供企业级记忆能力。
Mneme
Local-first, audit-safe memory for Claude Code and MCP clients.
🧠 Advanced MCP Server Setup with
Advanced MCP Server Setup with uv, llama-index, ollama, and Cursor IDE
Kobsidian
Filesystem-first MCP server for Obsidian vaults with an LLM-Wiki layer on top.
MCP Server Example
# MCP Server Example This repository contains an implementation of a Model Context Protocol (MCP) server for up to date documentations. This code demonstrates…
Documentación del TFG: Interconexión entre Espacios de Datos e Inteligencia Artificial Generativa
Diseño e Implementación de interconexión entre LLM y Espacios de Datos mediante Model Context Protocol (MCP)
Gemini Docs MCP Server
MCP server for retrieving relevant documentation from a knowledge base
Ragalgo
Dynamic RAG Engine for AI Reliability. We provide mathematically scored context & sanitized data to prevent hallucinations in both static & volatile domains…
Cursor Chat History Vectorizer & Dockerized Search MCP
API service to search vectorized Cursor IDE chat history using LanceDB and Ollama
Vectra MCP Server
An MCP server providing tools to manage and query a Vectra knowledge base, enabling integration with MCP clients via a backend API.