76 MCP servers
Best AI & search MCP servers
MCP servers for web search, AI models, memory, knowledge retrieval and documentation lookup. The most starred AI & search MCP servers are Context7, FunASR and Honcho.
Updated Oct 26, 2026
Best AI & search MCP servers
Context7
upstash/context7
Context7 Platform -- Up-to-date docs for AI agents.
Active · last commit Oct 23, 2026
AI & searchTypeScriptFunASR
modelscope/FunASR
Transcribe local audio with FunASR and SenseVoice using private, on-device inference.
Active · last commit Oct 22, 2026
AI & searchPythonHoncho
plastic-labs/honcho
Memory that reasons: continual learning for stateful agents.
Active · last commit Oct 25, 2026
AI & searchPythonSemble
MinishLab/semble
Fast and Accurate Code Search for Agents.
Active · last commit Oct 24, 2026
AI & searchPythonExa
exa-labs/exa-mcp-server
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Maintained · last commit Oct 19, 2026
OfficialAI & searchTypeScriptHyperresearch
jordan-gibbs/hyperresearch
Convert Claude Code or Codex into the most intelligent Deep Research Agent.
Active · last commit Oct 10, 2026
AI & searchPythonSocraticode
giancarloerra/SocratiCode
MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
Active · last commit Oct 23, 2026
AI & searchTypeScriptDdgs
deedy5/ddgs
A metasearch library that aggregates results from diverse web search services.
Active · last commit Oct 23, 2026
AI & searchPythonPerplexityai MCP Server
perplexityai/modelcontextprotocol
The official MCP server implementation for the Perplexity API Platform.
Maintained · last commit Oct 21, 2026
OfficialAI & searchTypeScriptTavily MCP
tavily-ai/tavily-mcp
MCP server for advanced web search using Tavily.
Maintained · last commit Oct 15, 2026
AI & searchTypeScriptClaude Real Video
HUANGCHIHHUNGLeo/claude-real-video
Let any LLM watch a video locally — and search everything it has ever watched.
Active · last commit Oct 8, 2026
AI & searchPythonMicrosoft Learn MCP
MicrosoftDocs/mcp
Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs.
Maintained · last commit Sep 10, 2026
OfficialAI & searchTypeScriptOpen WebSearch
Aas-ee/open-webSearch
Multi-engine MCP server, CLI, and local daemon for agent web search and content retrieval — skill-guided workflows, no API keys.
Active · last commit Oct 8, 2026
AI & searchTypeScriptMeiGen AI Design MCP
jau123/MeiGen-AI-Design-MCP
Discover inspiration and create images and videos with the latest AI models.
Active · last commit Oct 21, 2026
AI & searchTypeScriptDuckduckgo MCP Server
nickclyde/duckduckgo-mcp-server
A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.
Active · last commit Sep 4, 2026
AI & searchPythonBrave Search MCP Server
brave/brave-search-mcp-server
Brave Search MCP Server: web results, images, videos, rich results, AI summaries, and more.
Active · last commit Oct 21, 2026
OfficialAI & searchTypeScriptOpen Ontologies
fabio-rovai/open-ontologies
Plan, apply and roll back changes to a production ontology, with a blast radius report and a proof an auditor can re-check.
Active · last commit Oct 23, 2026
AI & searchRustSearXNG Search
ihor-sokoliuk/mcp-searxng
MCP server for SearXNG — privacy-respecting web search with pagination, URL reading.
Active · last commit Oct 25, 2026
AI & searchTypeScriptVmlx
jjang-ai/vmlx
vMLX - Use MLX models easily - JANGQ (GGUF for MLX) - Not dependant on mlx_vlm.
Active · last commit Oct 21, 2026
AI & searchPythonComfyui MCP
artokun/comfyui-mcp
MCP server + Claude Code plugin for ComfyUI: run workflows, generate images, manage models & VRAM.
Active · last commit Oct 25, 2026
AI & searchTypeScriptWax
christopherkarani/Wax
Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon..
Active · last commit Sep 26, 2026
AI & searchSwiftMegaMemory
0xK3vin/MegaMemory
Persistent project knowledge graph for coding agents.
Maintained · last commit May 3, 2026
AI & searchTypeScriptThoughtDAG
chenxiachan/thoughtdag
Search local AI conversations by file or phrase and recall source turns.
Active · last commit Oct 25, 2026
AI & searchTypeScripthaiku.rag
ggozad/haiku.rag
Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval.
Active · last commit Oct 23, 2026
AI & searchPythonMCP Server YouTube Transcript
kimtaeyoon83/mcp-server-youtube-transcript
This is an MCP server that allows you to directly download transcripts of YouTube videos.
Maintained · last commit Jul 21, 2026
AI & searchTypeScriptOctocode
Muvon/octocode
AI-powered code indexer with semantic search and knowledge graphs.
Active · last commit Oct 25, 2026
OfficialAI & searchRustTelemem
TeleAI-UAGI/telemem
Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option.
Active · last commit Oct 23, 2026
AI & searchPythonContext
neuledge/context
Local-first documentation for AI agents. Offline, instant, private doc retrieval.
Maintained · last commit Oct 26, 2026
OfficialAI & searchTypeScriptMarm MCP Server
Lyellr88/marm-memory
Universal MCP Server with advanced AI memory capabilities and semantic search.
Active · last commit Oct 23, 2026
AI & searchPythonMCP Local RAG
shinpr/mcp-local-rag
Easy-to-setup local RAG server with minimal configuration.
Active · last commit Oct 22, 2026
AI & searchTypeScriptMCP Server Odoo
ivnvxd/mcp-server-odoo
Model Context Protocol (MCP) server that enables AI assistants to securely interact with Odoo ERP systems through standardized resources and tools for data retrieval and manipulation.
Active · last commit Oct 10, 2026
AI & searchPythonPageIndex MCP
VectifyAI/pageindex-mcp
Reasoning-based RAG system for chatting with long PDFs.
Maintained · last commit Jul 25, 2026
AI & searchTypeScriptNanobanana MCP Server
zhongweili/nanobanana-mcp-server
An MCP server that provides image generation and editing capabilities.
Active · last commit Oct 2, 2026
AI & searchPythonKindly Web Search MCP Server
Shelpuk-AI-Technology-Consulting/kindly-web-search-mcp-server
Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, GitHub Copilot, Gemini, etc.) and AI agents (Claude Desktop, OpenClaw, Hermes…
Maintained · last commit Oct 10, 2026
AI & searchPythonBlockrun MCP
BlockRunAI/blockrun-mcp
Web search, deep research, prediction markets & crypto data for AI agents.
Active · last commit Oct 20, 2026
AI & searchTypeScriptTrueMemory
buildingjoshbetter/TrueMemory
The memory your AI should have had from the start.
Active · last commit Aug 29, 2026
AI & searchPythonMCP Omnisearch
spences10/mcp-omnisearch
MCP server for integrating Omnisearch with LLMs.
Active · last commit Oct 21, 2026
AI & searchTypeScriptMCP Logseq
ergut/mcp-logseq
MCP server to interact with LogSeq via its Local HTTP API - enabling AI assistants like Claude to seamlessly read, write, and manage your LogSeq graph.
Active · last commit Sep 27, 2026
AI & searchPythonMCP Documentation Server
andrea9293/mcp-documentation-server
Local-first document management and semantic search for AI coding agents.
Active · last commit Aug 27, 2026
AI & searchTypeScriptOri Memory
aayoawoyemi/Ori-Mnemos
Persistent memory infrastructure for AI agents.
Active · last commit Oct 1, 2026
AI & searchTypeScriptContext Engine
melonelish/context-engine
Compress logs, retrieval chunks, and code context into structured LLM-ready signal.
Maintained · last commit Jul 11, 2026
AI & searchPythonVeritasgraph
bibinprathap/VeritasGraph
Zero-trust, air-gapped Enterprise GraphRAG MCP server with offline, citation-grounded answers.
Maintained · last commit Oct 25, 2026
AI & searchPythonvarun29ankuS MCP Server
varun29ankuS/shodh-memory
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
Active · last commit Sep 27, 2026
AI & searchRustKnowledge RAG
lyonzin/knowledge-rag
Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers.
Active · last commit Oct 25, 2026
AI & searchPythonOrchestKit Docs MCP
yonatangross/orchestkit
Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch.
Active · last commit Oct 26, 2026
AI & searchTypeScriptAlfanous - Quranic Search Engine
Alfanous-team/alfanous
Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support.
Maintained · last commit Jun 14, 2026
AI & searchPythonGuaardvark
guaardvark/guaardvark
Local AI studio on your GPU: images, video, music, voice, RAG.
Active · last commit Oct 24, 2026
AI & searchPythonPMB AI
oleksiijko/pmb
Local-first persistent memory for AI coding agents.
Active · last commit Sep 23, 2026
AI & searchPython
Showing 1-48 of 76 by GitHub stars. All MCP servers A to Z · JSON API
What is the best ai & search MCP server?
By GitHub stars, Context7 is the most popular (63,693 stars), followed by FunASR and Honcho. Compare install options and required API keys on each page.
How are these MCP servers chosen?
Servers come from the official MCP registry plus GitHub repositories tagged mcp-server with 200+ stars. A server is listed only if it has a GitHub repository, a recognised open-source license, a real description, a commit in the last six months, an install path (npm, PyPI, Docker or NuGet package, or a remote URL) and either 100+ stars or an official publisher.