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Agents tracked: 258 Downloads (7d): 219M up 6.1% GitHub stars: 5.5M VS Code installs: 148M Releases (7d): 327 Agent status: 1 with issues Updated Oct 7, 2026

Search and knowledge MCP servers

3,695 search and knowledge servers from the official MCP Registry. The 100 most starred are below, 25 per page; open a server for install commands. Search all 40,104 servers →

# Server Category GitHub stars Runs as
1
Context7 Up-to-date code docs for any prompt
Search and knowledge 62.8K remote npm mcpb
2
Metabase Lets AI clients search, explore, query, and visualize data in a Metabase instance.
Search and knowledge 49.6K remote
3
Codebase Memory Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Search and knowledge 46K npm pypi mcpb
4
mcp-server-search MCP server for web search operations
Search and knowledge 39.2K npm
5
Serena MCP: the IDE for your agent A powerful toolkit for coding, providing semantic retrieval and editing capabilities.
Search and knowledge 30.1K pypi
6
Agent Skills Search Server Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.
Search and knowledge 26K remote
7
OpenMetadata Official OpenMetadata MCP: 21 read and write tools for search, lineage, data quality, governance.
Search and knowledge 15.4K remote
8
Sui Knowledge Base (kapa.ai) Semantic search across Sui documentation and knowledge sources, powered by kapa.ai
Search and knowledge 7,766 remote
9
Airweave Search MCP server for searching Airweave collections with natural language queries.
Search and knowledge 6,560 remote npm
10
Claude Code Explorer MCP Explore the Claude Code CLI source — browse tools, commands, search code, and more.
Search and knowledge 6,226 npm
11
Claude Code Ultimate Guide Search the Claude Code Ultimate Guide and machine-readable references from any MCP client.
Search and knowledge 6,125 npm
12
Zotero MCP Search, read, annotate, and add to your Zotero research library, local or web.
Search and knowledge 5,272 pypi
13
Exa Search Search the live web and fetch clean content from source pages.
Search and knowledge 5,180 remote
14
exa Connect AI agents to Exa for web search, content fetching, and multi-step research.
Search and knowledge 5,090 remote
15
Google Ads + Meta Ads + SEO/GEO MCP Google Ads, Meta Ads, SEO, GEO & GA4 MCP by Ryze AI - audits, reports, keywords, Search Console.
Search and knowledge 4,222 remote
16
Tolgee Your app's translations in Tolgee: search keys, create translations, trigger machine translation
Search and knowledge 4,124 remote
17
RevoGrid DataGrid MCP Token-free MCP server for structured RevoGrid Core, Pro, and Enterprise knowledge retrieval.
Search and knowledge 3,448 remote
18
RevoGrid DataGrid MCP Pro Hosted Pro MCP server for RevoGrid DataGrid docs, examples, feature checks, and migration guidance.
Search and knowledge 3,448 remote
19
Claude Code Explorer MCP Explore the Claude Code CLI source — browse tools, commands, search code, and more.
Search and knowledge 3,369 npm
20
socraticode MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
Search and knowledge 3,335 npm
21
arxiv-mcp-server Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
Search and knowledge 3,197 pypi
22
brightdata-mcp Bright Data's Web MCP server enabling AI agents to search, extract & navigate the web
Search and knowledge 2,659 npm
23
tavily-mcp MCP server for advanced web search using Tavily
Search and knowledge 2,422 npm
24
BoostedTravel Flight search & booking for AI agents. 400+ airlines, $20-50 cheaper than OTAs.
Search and knowledge 2,116 remote npm pypi
25
LetsFG — Flights & Hotels Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
Search and knowledge 2,116 remote npm
26
Microsoft Learn MCP Official Microsoft Learn MCP Server – real-time, trusted docs & code samples for AI and LLMs.
Search and knowledge 1,936 remote
27
tooluniverse 2,700+ scientific tools for AI scientists: life science, research, literature, and more.
Search and knowledge 1,720 pypi
28
minutes The private, owned conversation-memory layer for AI. Record, transcribe, and search every meeting.
Search and knowledge 1,539 npm
29
pm-claude-skills 1285 professional Agent Skills + workflow recipes — searchable & fetchable over MCP.
Search and knowledge 1,429 npm
30
AutoTS Automated time series forecasting with model search, anomaly detection, and event risk analysis
Search and knowledge 1,429 pypi
31
docs Search and read Empryo's documentation. Read-only, no auth, no local access.
Search and knowledge 1,343 remote
32
SearXNG Search MCP server for SearXNG — privacy-respecting web search with pagination, URL reading
Search and knowledge 1,284 npm
33
ref-tools-ref-tools-mcp Provide your AI coding tools with token-efficient access to up-to-date technical documentation for…
Search and knowledge 1,177 remote
34
ref-tools-mcp Token efficient search for coding agents over public and private documentation.
Search and knowledge 1,177 npm
35
ref-tools-mcp Token-efficient search for coding agents over public and private documentation.
Search and knowledge 1,177 remote
36
mcp-neo4j-memory MCP Neo4j Knowledge Graph Memory Server
Search and knowledge 988 pypi
37
Kody Personal assistant MCP server with search, execute, packages, jobs, secrets, and integrations.
Search and knowledge 743 remote
38
Marmot Data Catalog Open-source data catalog. Search assets, explore lineage, and find ownership.
Search and knowledge 620 remote
39
AKShare Let a model explore AKShare's 1000+ China market data functions on its own — search, inspect, call
Search and knowledge 570 pypi
40
Hex Research Research graph MCP for hypotheses, goals, runs, source quality, audits, and generated maps.
Search and knowledge 569 npm
41
webcomponents-react-mcp-server MCP server for UI5 Web Components for React - Developer documentation and API assistance
Search and knowledge 541 npm
42
misakanet Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.
Search and knowledge 524 pypi
43
docfork-mcp @latest documentation and code examples to 9000+ libraries for LLMs and AI code editors in a singl…
Search and knowledge 487 remote
44
docfork Up-to-date Docs for AI Agents.
Search and knowledge 487 npm
45
Octocode AI-powered code indexer with semantic search and knowledge graphs
Search and knowledge 481 npm mcpb
46
Google Maps MCP Server 18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
Search and knowledge 466 npm
47
classifier.dev docs classifier.dev documentation as tools: list, read and search the reference, benchmark and guides.
Search and knowledge 424 remote
48
marm-mcp-server Universal MCP Server with advanced AI memory capabilities and semantic search.
Search and knowledge 419 pypi oci
49
context Local-first documentation for AI agents. Offline, instant, private doc retrieval.
Search and knowledge 419 npm
50
mcp-local-rag Easy-to-setup local RAG server with minimal configuration
Search and knowledge 407 npm
51
Flutter MCP Toolkit Inspect and drive Flutter debug apps/games: semantic snapshots, search, and custom client tools
Search and knowledge 386 oci
52
mcp-server Geospatial intelligence with Mapbox APIs like geocoding, POI search, directions, isochrones, etc.
Search and knowledge 359 remote npm
53
Arc UI React components and blocks with motion. Search docs, props and shadcn install commands.
Search and knowledge 356 remote
54
mcp-omnisearch MCP server for integrating Omnisearch with LLMs
Search and knowledge 351 npm
55
fojin — Buddhist Canon Tools Buddhist canon tools: search, passages, cross-canon parallels, dictionaries — all URN-cited.
Search and knowledge 348 remote
56
Svelte MCP The official Svelte MCP server providing docs and autofixing tools for Svelte development
Search and knowledge 332 remote npm
57
tw-legal-rag Citation-guarded retrieval over 22M Taiwan court judgments and administrative interpretations
Search and knowledge 327 remote
58
Workopia — Job Search Search 6.3M+ live jobs from companies' own career pages, plus resume tailoring & cover letters.
Search and knowledge 316 remote
59
shodh-memory Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
Search and knowledge 303 npm
60
HeyClaude — Claude & AI workflow directory Search the HeyClaude directory of Claude Code agents, MCP servers, skills, and tools.
Search and knowledge 299 remote npm
61
Search Console MCP Google Search Console + Bing + GA4 + AdSense — unified SEO intelligence for AI agents.
Search and knowledge 297 npm
62
google-surf-mcp Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.
Search and knowledge 291 npm
63
Alfanous - Quranic Search Engine Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support.
Search and knowledge 289 pypi
64
yuque-mcp MCP server for Yuque — expose your knowledge base to AI assistants.
Search and knowledge 247 npm
65
mcp-sap-docs Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with BM25 full-text search
Search and knowledge 238 npm
66
mcp-victoriametrics MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation
Search and knowledge 236 oci
67
mcp-victoriametrics MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation
Search and knowledge 236 oci
68
UI Beats MCP server for UI Beats. Let your coding agent search, read and install animated React components.
Search and knowledge 233 npm
69
qaskills Search, inspect, and install 400+ QA testing skills from qaskills.sh into any MCP client.
Search and knowledge 232 npm
70
tinysearch Self-hosted web research for MCP agents.
Search and knowledge 230 oci pypi
71
tinysearch Fast discovery search and self-hosted web research for MCP agents.
Search and knowledge 230 oci pypi
72
superlocalmemory Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.
Search and knowledge 227 npm
73
jobseek Search jobs and companies on Job Seek (jseek.co)
Search and knowledge 203 npm
74
ITASCA MCP Server Give AI agents full access to ITASCA PFC, FLAC3D, 3DEC, MPoint, MassFlow: docs, simulation, plots.
Search and knowledge 203 pypi
75
link Local personal memory for agents as MCP tools — remember, recall, search, context, graph traversal.
Search and knowledge 198 pypi
76
SvGrid Checks AI-written SvGrid code against the real API, plus version-pinned Svelte 5 grid docs.
Search and knowledge 179 remote npm
77
SerpApi Official SerpApi MCP server for Google, Bing, and other search engines.
Search and knowledge 179 remote
78
shodan MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries.
Search and knowledge 174 npm
79
shodan MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries.
Search and knowledge 174 npm
80
Search1API Web search, news, page retrieval, sitemaps, and trending topics through Search1API.
Search and knowledge 173 remote npm
81
Glean Remote MCP Server Remote MCP Server that securely connects Glean Enterprise Knowledge with your IDE, LLM, or agents.
Search and knowledge 165 remote
82
Zotero MCP Search your Zotero library, retrieve item metadata, and read full text from AI assistants.
Search and knowledge 161 pypi
83
Miro Official Miro MCP server - Supports context to code and creating diagrams, docs, and data tables.
Search and knowledge 160 remote
84
svelte-llm-mcp An MCP server that provides access to Svelte 5 and SvelteKit documentation
Search and knowledge 158 remote
85
pubmed-mcp-server Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms.
Search and knowledge 155 remote npm
86
Keyline Icons Search Keyline Icons by name and get any icon's SVG source or React import. No key, no network.
Search and knowledge 151 npm
87
openzim-mcp Offline MCP access to ZIM knowledge archives — Wikipedia, Wiktionary, Stack Exchange, Kiwix.
Search and knowledge 144 pypi
88
HIG Doctor Apple Human Interface Guidelines search, lookup, and project audits for AI coding agents.
Search and knowledge 143 npm
89
Code Pathfinder Code intelligence MCP server: call graphs, type inference, and symbol search for Python/Go.
Search and knowledge 142 pypi oci
90
cesium-mcp-dev CesiumJS API docs, code generation and development tools for IDE AI assistants.
Search and knowledge 140 npm
91
pare-search Pare Search ג€” Structured code search operations (ripgrep + fd) as typed JSON.
Search and knowledge 138 npm
92
search MCP server for code search (ripgrep + fd) with structured, token-efficient output
Search and knowledge 138 npm
93
Ignite UI MCP Server Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding
Search and knowledge 136 npm
94
CCRider Full-text search, browse, and resume across your coding agent sessions (Claude Code, Codex, Amp)
Search and knowledge 132 mcpb
95
mcp Augments MCP Server - A comprehensive framework documentation provider for Claude Code
Search and knowledge 128 remote pypi
96
augments-mcp-server Augments MCP Server - A comprehensive framework documentation provider for Claude Code
Search and knowledge 128 pypi
97
docs-mcp Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.
Search and knowledge 121 remote
98
mcp-server Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
Search and knowledge 120 remote
99
pmndrs docs Search and read the docs and examples of react-three-fiber, drei, zustand, jotai... from your agent
Search and knowledge 120 remote
100
DocsMint Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.
Search and knowledge 118 remote npm

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