Qdrant Docs Rag
Retrieve and process documentation using vector search to provide context for AI assistants.
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Search MCP Servers
Google Custom Search
Integrates Google Custom Search API to enable web searches for fact-checking, research, and content generation tasks.
MCP Expert Server
A Model Context Protocol server utilizing Claude AI for generating intelligent queries and offering documentation assistance based on API documentation…
Tavily Search
Integrates the Tavily Search API to perform real-time web searches for fact-checking, research, and content generation.
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.
Code2Flow
Generates visual code flow diagrams from source code to help understand program structure, execution paths, and architectural relationships without manual…
Confluence Chat
Lightweight Confluence content expansion server that generates enhanced page content through a JSON-RPC interface, simplifying documentation workflows with…
LlamaIndex Documentation
Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…
AWS Knowledge Base MCP Server
# AWS Knowledge Base MCP Server ## Usage <table><tr><td>Claude Desktop</td><td>GitHub Copilot</td></tr><tr><td> ```json { "mcpServers": { "knowledge-base": {…
Wojtyniak MCP
# MCP-MCP: Meta-MCP Server [
Heuresis
# @heuresis/mcp A Model Context Protocol (MCP) server that exposes a Heuresis workspace to any MCP-capable client (Claude Desktop, Claude Code, Cursor…
Memory Bank MCP Server
# Memory Bank MCP Server This is a Model Context Protocol (MCP) server designed to manage project-specific "memory bank" data. It utilizes an SQLite database…
Readium Mcp Server - Git To Markdown
# Readium MCP <p align="center"> <img src="https://raw.githubusercontent.com/pablotoledo/readium/main/logo.webp" alt="Readium MCP" width="200"> </p> [
Documentation MCP Server with Python SDK
# Documentation MCP Server with Python SDK ## Prerequisites - `uv` package manager, (optional but **highly recommended**) - claude desktop or cursor (…
Postgres Ai Guide
# pg-aiguide **AI-optimized PostgreSQL expertise for coding assistants** pg-aiguide helps AI coding tools write dramatically better PostgreSQL code. It…
Temp Notes MCP Server
# Temp Notes MCP Server A Model Context Protocol (MCP) server that enables AI agents to store and retrieve temporary information across conversations and…
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…
semantic-search-mcp-server
# semantic-search-mcp-server A Model Context Protocol (MCP) server built with mcp-framework for enhancing Claude Desktop with semantic search capabilities. ##…
Roo Code Memory Bank MCP Server
# Roo Code Memory Bank MCP Server This project implements the core functionality of the [Roo Code Memory…
📘 MCP Server Documentation
# 📘 MCP Server Documentation This repository contains complete developer documentation for building, running, and integrating **Model Context Protocol (MCP)…
AI SDK MCP Docs Server
# AI SDK MCP Docs Server A Model Context Protocol (MCP) server that provides [AI SDK documentation](https://sdk.vercel.ai/), cookbook examples, and provider…
Obsidian Mcp
# obsidian-mcp A Model Context Protocol (MCP) server for Obsidian, written in Go. ## Features - Interact with Obsidian through the MCP protocol - Support for…
Memory MCP Server
# Memory MCP Server A Python implementation of an MCP server that processes and saves memory in the form of a knowledge graph. ## Overview MCP Server Memory…