MCP servers

Searxng Simple MCP

sacode/searxng-simple-mcp

1

A Model Context Protocol (MCP) server that provides web search capabilities using SearxNG, allowing AI assistants like Claude to search the web.

Searxng MCP Server

deepkl/mcp-searxng

1

An MCP server implementation that integrates the SearxNG API, providing web search capabilities.

Elastic Semantic Search MCP Server

jedrazb/elastic-semantic-search-mcp-server

1

This repository provides a Python implementation of an MCP server for semantic search through Search Labs blog posts indexed in Elasticsearch.

Marginalia MCP Server

bmorphism/marginalia-mcp-server

1

An MCP (Model Context Protocol) server that provides access to Marginalia Search, a search engine focused on finding non-commercial content and hidden gems of the internet.

Google Search Console MCP Server

LeonardSEO/google-search-console-mcp

1

This project is an MCP server for the Google Search Console API, used to provide search console functionality in n8n workflows through the MCP client node, including site listing, search analytics data retrieval, URL index status checking, etc.

Embedding Search

spences10/mcp-embedding-search

1

A Model Context Protocol (MCP) server that queries a Turso database containing embeddings and transcript segments. This tool allows users to search for relevant transcript segments by asking questions, without generating new embeddings.

Brave-Gemini-Research-MCP-Server

falahgs/Brave-Gemini-Research-MCP-Server

1

A modern MCP (Model Context Protocol) server implementation that provides AI assistants with web search capabilities via the Brave Search API and advanced research paper analysis with Google's Gemini model.

tsap_mcp_server

Dicklesworthstone/tsap_mcp_server

1

TSAP MCP Server is a text search and analysis processing system based on the Model Context Protocol (MCP), providing standardized interface services for code intelligence and text analysis. The project consists of three main components: core TSAP functionality, the tool API and the MCP adapter layer, supporting text search, code analysis, data processing and more, and integrating seamlessly with MCP clients such as Claude Desktop.

Wikipedia MCP

timjuenemann/wikipedia-mcp

1

This MCP server enables language models to search Wikipedia and retrieve article content programmatically using the Model Context Protocol. It provides a structured interface for AI assistants to access Wikipedia knowledge.

MCP Webresearch Stealthified

PhialsBasement/mcp-webresearch-stealthified

1

A Model Context Protocol (MCP) server for web research.

Openalex MCP Server

dgitj/openalex-mcp-server

1

An MCP server enabling academic paper searches via the OpenAlex API.

Re Stack MCP

jagreetdg/re-stack-mcp

1

Re-Stack MCP Server is a model communication protocol (MCP) server designed to integrate Stack Overflow into LLM-based coding workflows (Cursor, Windsurf, GPT, Claude, etc.) using the Stack Exchange API. It ensures developers have real-time access to the latest solutions while restoring Stack Overflow's crucial feedback loop.

DuckDB-RAG-MCP-Sample

nananaman/DuckDB-RAG-MCP-Sample

1

A project implementing RAG with DuckDB and Plamo-Embedding-1B, supporting vectorized storage and retrieval of markdown files and providing an MCP service interface.

Arxiv MCP Server

prashalruchiranga/arxiv-mcp-server

arXiv MCP Server is a Model Context Protocol (MCP) based service that lets users interact with the arXiv API in natural language to retrieve academic article metadata, download PDFs, search the database and load articles into LLM context.

A Model Context Protocol (MCP) server that provides powerful refactoring tools for Coding Agents. It can run in two modes.

A Model Context Protocol (MCP) server that provides flight search capabilities using the Aviasales Flight Search API. This server allows you to search for flights, filter results, get detailed flight information, and generate booking links.

A Model Context Protocol (MCP) server for Elasticsearch operations, providing a comprehensive set of tools for interacting with Elasticsearch clusters through the standardized Model Context Protocol. This server enables LLM-powered applications to search, update, and manage Elasticsearch data.

yardmcp exposes Ruby gem and YARD documentation as a set of programmable tools via a FastMCP server. It enables clients to. : A programmable server for exploring and querying Ruby gem documentation using YARD and the FastMCP protocol.

Gopher MCP Server

gopher-lab/gopher-mcp-server

A Model Context Protocol (MCP) server that provides access to the Gopher AI API. This server allows MCP clients to search data through the Gopher AI platform.

An MCP server that gives AI assistants (Claude, Cursor, ChatGPT, etc.) access to SAP documentation through a unified search and fetch interface. It combines a local full-text + semantic index over git-cloned SAP docs with optional live queries to SAP Help, SAP Community, and Software Heroes — all exposed as MCP tools.

A Model Context Protocol server that uses Inspire backend images search capabilities.

GitHub

popoqaq/tavily-mcp

tutorial Integrating Tavily MCP with Cline in VS Code ( Demo + Example Use-Cases)

Better Qdrant MCP Server

wrediam/better-qdrant-mcp-server

A Model Context Protocol (MCP) server for enhanced Qdrant vector database functionality. This server provides tools for managing Qdrant collections, adding documents, and performing semantic searches.

A powerful Model Context Protocol (MCP) server that gives your AI assistants instant access to comprehensive Medusa.js v2 documentation with smart search capabilities and real-time assistance for enhanced development workflow.