MCP Servers

Google Research

★ 248

Perform advanced web research using Google Search, with intelligent content extraction and multi-source synthesis.

Google Search Console

★ 234

A Model Context Protocol (MCP) server providing access to Google Search Console.

Milvus

★ 233

Search, Query and interact with data in your Milvus Vector Database.

Unsplash MCP Server

★ 227

Search and integrate images from Unsplash using its official API.

knowledge-rag

★ 213

Local 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

★ 197

Search and retrieve academic papers from the arXiv repository via its API.

Google Search Console MCP Server

★ 192

Google Search Console MCP Server

Meilisearch

★ 192

Interact & query with Meilisearch (Full-text & semantic search API)

pgEdge PostgreSQL MCP Server

★ 187

100% Open Source Enterprise PostgreSQL MCP with natural language queries, hybrid search (pgvector+BM25)

Nacos MCP Router

★ 180

A MCP server for Nacos that provides search, installation, and proxy functionalities. Connects to a Nacos server via environment variables.

Scholarly

★ 180

Search for academic articles using scholarly vendors.

MCP MariaDB Server

★ 179

Manage and query MariaDB databases using the Model Context Protocol (MCP), with support for SQL and vector search.

Omega Memory

★ 178

Persistent 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

★ 178

Interact with Salesforce data using SOQL queries and SOSL searches via an MCP server.

Search1API

★ 171

One API for Search, Crawling, and Sitemaps

Bocha

★ 170

A search engine for AI applications, providing world knowledge from web pages and various content sources like weather, news, and images.

Scrapeless

★ 163

Integrate 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

★ 151

SerpApi MCP Server for Google and other search engine results

SerpApi MCP Server

★ 151

Retrieve parsed search engine results using the SerpApi.

ReActMCP Web Search

★ 142

A web search server that integrates with the Exa API to perform basic and advanced searches.

mcp-1c

★ 134

1C:Enterprise integration — metadata, BSL code search, queries, event log, syntax reference. One Go binary, zero dependencies.

Web Scout

★ 130

An MCP server for web search and content extraction using DuckDuckGo.

Local RAG

★ 126

Performs a local RAG search on your query using live web search for context extraction.

Google News

★ 125

Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.

PubMed MCP Server

★ 122

A server for searching, retrieving, and analyzing articles from the PubMed database.

Sci-Hub MCP Server

★ 120

Search and access academic papers from Sci-Hub by DOI, title, or keyword.

Notion

★ 119

Search, read, create, and update pages and databases in your Notion workspace.

Autodev Codebase

★ 119

A platform-agnostic code analysis library with semantic search capabilities and MCP server support.

Academic Paper Search

★ 117

Search and retrieve academic paper information from multiple sources like Semantic Scholar and CrossRef.

Rednote MCP

★ 116

An automated tool for searching and commenting on the social media platform Xiaohongshu (Rednote) using Playwright.