MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
Google Research
★ 248Perform advanced web research using Google Search, with intelligent content extraction and multi-source synthesis.
Google Search Console
★ 234A Model Context Protocol (MCP) server providing access to Google Search Console.
Milvus
★ 233Search, Query and interact with data in your Milvus Vector Database.
Unsplash MCP Server
★ 227Search and integrate images from Unsplash using its official API.
knowledge-rag
★ 213Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12 MCP tools. Zero external servers. pip install knowledge-rag
Simple arXiv
★ 197Search and retrieve academic papers from the arXiv repository via its API.
Google Search Console MCP Server
★ 192Google Search Console MCP Server
Meilisearch
★ 192Interact & query with Meilisearch (Full-text & semantic search API)
pgEdge PostgreSQL MCP Server
★ 187100% Open Source Enterprise PostgreSQL MCP with natural language queries, hybrid search (pgvector+BM25)
Nacos MCP Router
★ 180A MCP server for Nacos that provides search, installation, and proxy functionalities. Connects to a Nacos server via environment variables.
Scholarly
★ 180Search for academic articles using scholarly vendors.
MCP MariaDB Server
★ 179Manage and query MariaDB databases using the Model Context Protocol (MCP), with support for SQL and vector search.
Omega Memory
★ 178Persistent memory for AI coding agents with semantic search, contradiction detection, memory decay, and cross-session learning. 25 MCP tools, local-first, #1 on LongMemEval (95.4%).
MCP Salesforce Connector
★ 178Interact with Salesforce data using SOQL queries and SOSL searches via an MCP server.
Search1API
★ 171One API for Search, Crawling, and Sitemaps
Bocha
★ 170A search engine for AI applications, providing world knowledge from web pages and various content sources like weather, news, and images.
Scrapeless
★ 163Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.
SerpApi MCP
★ 151SerpApi MCP Server for Google and other search engine results
SerpApi MCP Server
★ 151Retrieve parsed search engine results using the SerpApi.
ReActMCP Web Search
★ 142A web search server that integrates with the Exa API to perform basic and advanced searches.
mcp-1c
★ 1341C:Enterprise integration — metadata, BSL code search, queries, event log, syntax reference. One Go binary, zero dependencies.
Web Scout
★ 130An MCP server for web search and content extraction using DuckDuckGo.
Local RAG
★ 126Performs a local RAG search on your query using live web search for context extraction.
Google News
★ 125Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.
PubMed MCP Server
★ 122A server for searching, retrieving, and analyzing articles from the PubMed database.
Sci-Hub MCP Server
★ 120Search and access academic papers from Sci-Hub by DOI, title, or keyword.
Notion
★ 119Search, read, create, and update pages and databases in your Notion workspace.
Autodev Codebase
★ 119A platform-agnostic code analysis library with semantic search capabilities and MCP server support.
Academic Paper Search
★ 117Search and retrieve academic paper information from multiple sources like Semantic Scholar and CrossRef.
Rednote MCP
★ 116An automated tool for searching and commenting on the social media platform Xiaohongshu (Rednote) using Playwright.