Docs MCP Server
A simple MCP server to search for documentation
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Mcp Server Ragdocs
An MCP server that provides tools for retrieving and processing documentation through vector search, both locally or hosted. Enabling AI assistants to augment…
RagWiser
RagWiser is a Retrieval Augmented Generation (RAG) system built with Spring Boot that enables users to upload PDF documents, process them, and ask questions…
Qdrant with OpenAI Embeddings
Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base querying.
OpenAI Agents
Exposes OpenAI's agent capabilities for web search, file search, and computer actions through specialized agents and a multi-agent orchestrator that…
🌐 MCP-Server-101
This project 🌐 is a robust implementation of the Model Context Protocol (MCP), designed to facilitate seamless integration and interaction with various…
📘 MCP Server Documentation
# 📘 MCP Server Documentation This repository contains complete developer documentation for building, running, and integrating **Model Context Protocol (MCP)…
MCP-RAG: Modular RAG Pipeline using MCP & GroundX
MCP server Implantation for RAG (GroundX API)
Robrain
Shared memory across your team and your AI agents — with judgment.
MCP Server with FAISS for RAG
# MCP Server with FAISS for RAG This project provides a proof-of-concept implementation of a Machine Conversation Protocol (MCP) server that allows an AI agent…
MemCP - Memory Context Protocol for AI Agents
A memory MCP for IDE AI agent context support based on the mcp_server example by Zep AI
Solon Ai
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded…
MCP Documentation Server
The MCP Documentation Server serves documentation for various applications using the Model Context Protocol (MCP). It organizes and exposes documentation…
Graphiti MCP Server • Fast Multi‑Project Knowledge Graphs
Graphiti Model Context Protocol (MCP) Server - An MCP server for knowledge graph management via Graphiti
Semantic Context Mcp
A Model Context Protocol (MCP) server that leverages a vector database to efficiently index and query the codebase.
LeetCode MCP (Model Context Protocol)
LeetCode MCP is a Python-based tool that fetches LeetCode problem descriptions and produces detailed explanations of multiple solution approaches. It is…
Memory Quality Mcp
A Claude Code MCP plugin that audits and cleans up your AI memory.
🐝 Swarms MCP Documentation Server
MCP server to connect AI agents to any github corpa
ByteRover Team Memory
ByteRover Team Memory is a paid remote MCP endpoint for OpenAI Codex memory MCP. It exposes structured JSON tools, a public server card, token-based access…
Graphiti
Customized Graphiti MCP server for brainstorming knowledge graphs with specialized entity types for ideas, themes, stakeholders, constraints, and creative…
Library Docs MCP Server
Search and fetch documentation for popular libraries like Langchain, Llama-Index, and OpenAI using the Serper API.
Socraticode
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local MCP: managed indexing, hybrid semantic search, polyglot code dependency…
Documentation Search
Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted Google…