Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 89.7946 | geeksfino-knowledge-basemcp · search | Integrates with knowledge bases to enable searching, retrieving, and potentially updating information from structured repositories for enhanced… | 72 stars · 19 forks | No one-command install · Source | |
| 202 | 89.7288 | cursor10x-memorymcp · search | Provides persistent memory for Cursor through vector-based semantic search and structured data storage, enabling long-term context awareness across… | 79 stars · 15 forks | No one-command install · Source | |
| 203 | 89.6982 | swiss-case-law-open-dataset-mcpmcp · search | Enables LLMs to search and analyze Swiss case law, legislation, and citation networks with 43 tools for decision search, statute lookup, citation… | 71 stars · 19 forks | No one-command install · Source | |
| 204 | 89.6798 | ramxx-tavilymcp · search | Search and retrieve AI-enhanced web results via Tavily. | 72 stars · 18 forks | No one-command install · Source | |
| 205 | 89.6113 | browsermcp · search | Browser extension that enables real-time interaction with web pages, allowing retrieval of content as markdown, CSS styling modifications, and browser… | 83 stars · 13 forks | No one-command install · Source | |
| 206 | 89.5755 | kesslerio-attiomcp · search | Integrates with Attio CRM platform to enable customer relationship management operations including advanced search with filtering, batch operations… | 68 stars · 20 forks | No one-command install · Source | |
| 207 | 89.5747 | google-mapsmcp · search | Integrates Google Maps Platform APIs with 3D visualization to provide place searching, route computation, elevation data retrieval, and weather lookup… | 64 stars · 24 forks | No one-command install · Source | |
| 208 | 89.5740 | camdenclark-ankimcp · search | Integrates with Anki flashcard decks via AnkiConnect to enable automated creation, retrieval, and management of study materials. | 82 stars · 13 forks | No one-command install · Source | |
| 209 | 89.5539 | agent-search-mcp-2mcp · search | Free multi-source search for AI agents with multi-source verification, token savings, and MCP native support. | 108 stars · 9 forks | No one-command install · Source | |
| 210 | 89.4925 | block-vscodemcp · search | Enables direct interaction with VS Code through bidirectional communication, providing tools for file diffing, project navigation, shell command… | 75 stars · 15 forks | No one-command install · Source | |
| 211 | 89.4355 | apple-rag-mcpmcp · search | Provides access to Apple documentation and WWDC transcripts with semantic, keyword, and hybrid search capabilities, enabling developers to quickly… | 119 stars · 8 forks | No one-command install · Source | |
| 212 | 89.3222 | sammcj-llamaindexmcp · search | Integrates with LlamaIndexTS to provide access to various LLM providers for code generation, documentation writing, and question answering tasks | 78 stars · 13 forks | No one-command install · Source | |
| 213 | 89.2070 | gleanmcp · search | Integrates with Glean's enterprise knowledge platform to provide company search, people profile lookup, and AI assistant capabilities directly within… | 61 stars · 23 forks | No one-command install · Source | |
| 213 | 89.2070 | atlassian-confluencemcp · search | Integrates with Atlassian Confluence to provide direct access to spaces, pages, and content with tools for listing, retrieving, and searching using… | 61 stars · 23 forks | No one-command install · Source | |
| 215 | 89.1775 | michaelbuckner-servicenowmcp · search | Integrates with ServiceNow to enable incident management, user information retrieval, and knowledge base article access for automated IT service… | 47 stars · 26 forks | No one-command install · Source | |
| 216 | 89.1461 | megamemmcp · search | Syncs Obsidian notes into a temporal knowledge graph and exposes 23 MCP tools for AI assistants to read, search, and write to your vault, enabling… | 79 stars · 12 forks | No one-command install · Source | |
| 217 | 89.0702 | payne-weibomcp · search | Bridges to China's Weibo social media platform, enabling user search, profile retrieval, and post extraction through the mobile API with pagination… | 63 stars · 19 forks | No one-command install · Source | |
| 217 | 89.0702 | rahulretnan-rag-documentationmcp · search | Integrates Qdrant vector search with documentation retrieval to enable context-aware responses and semantic querying for enhanced knowledge access. | 63 stars · 19 forks | No one-command install · Source | |
| 219 | 89.0435 | gh-i-can-hack-pdf-toolsmcp · search | Reads, renders, and searches PDF files using PyMuPDF. | 77 stars · 12 forks | No one-command install · Source | |
| 220 | 89.0032 | r-huijts-rijksmuseummcp · search | Integrates with the Rijksmuseum API to enable artwork search, detailed information retrieval, and high-resolution image access for art research and… | 71 stars · 14 forks | No one-command install · Source | |
| 221 | 88.7731 | whenmoon-memorymcp · search | Provides persistent memory capabilities through sentence transformers and vector similarity search, enabling storage and retrieval of conversations… | 68 stars · 14 forks | No one-command install · Source | |
| 222 | 88.7548 | jkawamoto-bearmcp · search | Integrates with Bear note-taking software to enable note creation, search, and organization operations for enhanced knowledge management. | 76 stars · 11 forks | No one-command install · Source | |
| 223 | 88.7503 | mcp-markdown-ragmcp · search | A Model Context Protocol (MCP) server that provides a local-first RAG engine for your markdown documents. It uses a file-based Milvus vector database… | 61 stars · 18 forks | No one-command install · Source | |
| 224 | 88.7301 | codealive-ai-codealivemcp · search | Provides a bridge to CodeAlive's platform for semantic code search, repository exploration, and context-aware chat completions that leverage deep… | 88 stars · 9 forks | No one-command install · Source | |
| 225 | 88.7040 | jackkuo666-semanticscholarmcp · search | Provides a bridge to Semantic Scholar for searching and analyzing academic papers with tools for keyword searches, metadata access, and citation… | 80 stars · 10 forks | No one-command install · Source | |
| 226 | 88.6849 | yatotm-tavily-loadbalancermcp · search | Manages multiple Tavily API keys through intelligent load balancing and rotation to prevent rate limiting while providing reliable access to web… | 69 stars · 13 forks | No one-command install · Source | |
| 227 | 88.6519 | safurrier-filesystemmcp · search | Provides secure, token-efficient access to local filesystems with advanced capabilities including line-targeted reading/editing, powerful search… | 66 stars · 14 forks | No one-command install · Source | |
| 227 | 88.6519 | heurist-mesh-web3-toolsmcp · search | Connects Claude to specialized Web3 and blockchain tools including CoinGecko, DexScreener, GoPlus, Exa, and Firecrawl for cryptocurrency research… | 66 stars · 14 forks | No one-command install · Source | |
| 229 | 88.5868 | scholar-45645678amcp · search | Academic paper search across nine sources with PDF downloads, AI analysis, and citation graph generation. | 95 stars · 8 forks | No one-command install · Source | |
| 230 | 88.5845 | rayanzaki-google-contactsmcp · search | Integrates with Google Contacts to enable listing, searching, creating, updating, and deleting contacts from both personal accounts and Google… | 33 stars · 26 forks | No one-command install · Source | |
| 231 | 88.5672 | sverklomcp · search | Local-first code intelligence with hybrid search, impact analysis, diff review, and memory. | 78 stars · 10 forks | No one-command install · Source | |
| 232 | 88.4716 | devragmcp · search | A lightweight RAG (Retrieval-Augmented Generation) system for Claude Code that enables semantic search over local markdown documents via MCP tools… | 64 stars · 14 forks | No one-command install · Source | |
| 233 | 88.4438 | lethain-markdown-librarymcp · search | Indexes and serves Markdown knowledge bases with specialized tools for tag-based navigation, text search, and content retrieval across large document… | 92 stars · 8 forks | No one-command install · Source | |
| 234 | 88.4012 | lispking-ferris-searchmcp · search | Multi-engine web search with concurrent requests across 14 search engines and domain-specific content extractors for Chinese tech platforms. | 60 stars · 16 forks | No one-command install · Source | |
| 235 | 88.1586 | killop-codedbmcp · search | Indexes and searches codebases using tree-sitter with 4 tools for semantic code search, outlines, symbols, and dependency analysis. | 97 stars · 7 forks | No one-command install · Source | |
| 236 | 88.0934 | ondata-ckanmcp · search | Connects to any CKAN open data portal for searching datasets, exploring organizations, querying tabular data, and reading metadata. | 57 stars · 16 forks | No one-command install · Source | |
| 237 | 88.0772 | hanweg-pdf-manipulationmcp · search | Integrates PDF manipulation capabilities using Python libraries to enable merging, extraction, and content-based document retrieval tasks. | 76 stars · 9 forks | No one-command install · Source | |
| 238 | 88.0709 | block-xcode-indexmcp · search | Provides direct access to Xcode's project index store through Apple's IndexStoreDB, enabling precise code navigation and refactoring operations on… | 67 stars · 11 forks | No one-command install · Source | |
| 239 | 88.0410 | farzad528-azure-ai-searchmcp · search | Integrates with Azure AI Search to enable keyword, vector, and hybrid search capabilities for retrieving information from search indexes in readable… | 55 stars · 17 forks | No one-command install · Source | |
| 240 | 88.0366 | navidromemcp · search | Integrates with Navidrome music servers to provide complete music library management including playlist creation, playback control, search… | 83 stars · 8 forks | No one-command install · Source | |
| 241 | 88.0180 | claudehistorymcpmcp · search | An MCP server that makes Claude Code conversation history searchable and proactively useful by indexing past sessions with hybrid BM25+TF-IDF search… | 66 stars · 11 forks | No one-command install · Source | |
| 242 | 87.9993 | krasun-apple-notesmcp · search | Connects AI with Apple Notes on macOS, enabling retrieval, creation, and search of notes without leaving your workflow. | 82 stars · 8 forks | No one-command install · Source | |
| 243 | 87.9402 | merterbak-grokmcp · search | Integrates with xAI's Grok API to provide text generation, image creation, vision analysis, web search with citations, and persistent conversation… | 51 stars · 20 forks | No one-command install · Source | |
| 244 | 87.9279 | mcp-supermercados-clmcp · search | Enables searching products, comparing prices, and building optimal shopping lists across major Chilean supermarkets, using your local machine to… | 65 stars · 11 forks | No one-command install · Source | |
| 245 | 87.8842 | rimsagemcp · search | Search and browse RimWorld source code, definitions, and C# symbols via MCP tools. | 80 stars · 8 forks | No one-command install · Source | |
| 246 | 87.8590 | mcp-codebase-indexmcp · search | A structural codebase indexer that exposes 18 tools via the Model Context Protocol for AI-assisted code navigation, enabling efficient querying of… | 62 stars · 12 forks | No one-command install · Source | |
| 246 | 87.8590 | arindam200-devtomcp · search | Provides a bridge between Dev.to content and conversational interfaces, enabling article discovery, search, and publishing capabilities with… | 62 stars · 12 forks | No one-command install · Source | |
| 248 | 87.5704 | datastax-astra-dbmcp · search | Integrates with Astra DB, enabling cloud-native database operations for scalable data storage and retrieval in AI applications. | 41 stars · 21 forks | No one-command install · Source | |
| 249 | 87.4259 | rapiercraft-perplexity-cometmcp · search | Bridges Claude Code with Perplexity's Comet browser for autonomous web browsing and research tasks, enabling delegation of web browsing, data… | 49 stars · 18 forks | No one-command install · Source | |
| 250 | 87.3729 | jayarrowz-osrs-wikimcp · search | Provides tools for accessing Old School RuneScape game data through wiki searches and structured file queries with pagination support | 31 stars · 22 forks | No one-command install · Source | |
| 251 | 87.3464 | okfymcp · search | Enables AI agents to search, read, and traverse documentation bundles in Open Knowledge Format via MCP tools. | 72 stars · 8 forks | No one-command install · Source | |
| 252 | 87.3372 | izumisy-pluggable-knowledge-graphmcp · search | Provides a pluggable knowledge graph memory server for flexible storage and retrieval within compatible systems, offering enhanced customization… | 59 stars · 11 forks | No one-command install · Source | |
| 253 | 87.3299 | martin-mcp-toolboxmcp · search | A multi-modal AI toolbox based on Model Context Protocol, integrating Zhipu GLM, Pollinations.AI, SiYuan Notes, and Perplexity web search to enable… | 62 stars · 10 forks | No one-command install · Source | |
| 253 | 87.3299 | rinadelph-domain-researchmcp · search | Provides domain research capabilities through multiple free APIs for domain availability checks, WHOIS lookups via RDAP protocol, DNS record… | 62 stars · 10 forks | No one-command install · Source | |
| 255 | 87.3174 | growthbook-feature-flagsmcp · search | Enables AI to manage feature flags, experiments, environments, and SDK connections in GrowthBook, providing tools for searching documentation… | 23 stars · 24 forks | No one-command install · Source | |
| 256 | 87.3163 | quarkus-agent-mcpmcp · search | Creates, manages, and debugs Quarkus applications with lifecycle control, extension skills, and semantic documentation search. | 51 stars · 15 forks | No one-command install · Source | |
| 257 | 87.1601 | shredgineer-archive-agentmcp · search | Semantic file tracker with OCR capabilities that indexes documents using vector search and natural language processing to enable intelligent querying… | 64 stars · 9 forks | No one-command install · Source | |
| 258 | 87.1599 | uk0-web-search-fastmcp · search | High-performance web search from Google, Bing, and DuckDuckGo with structured output. | 70 stars · 8 forks | No one-command install · Source | |
| 259 | 87.0555 | alexatnordnet-google-custom-searchmcp · search | Integrates the Google Custom Search API to enable web searches for retrieving and analyzing online content. | 47 stars · 17 forks | No one-command install · Source | |
| 260 | 87.0200 | tan-yong-sheng-triliumnext-notesmcp · search | Integrates with TriliumNext Notes for creating, retrieving, updating, searching, and deleting notes through conversation, enabling seamless knowledge… | 68 stars · 8 forks | No one-command install · Source | |
| 261 | 86.9866 | yap-tiktok-video-discoverymcp · search | Automates TikTok video discovery through hashtag searches and trending content retrieval with anti-detection measures for content analysis and social… | 74 stars · 7 forks | No one-command install · Source | |
| 262 | 86.9595 | mudler-multi-tool-suitemcp · search | Integrates with DuckDuckGo search API, goweather.xyz weather service, and file-based storage through three containerized Go services to provide web… | 51 stars · 13 forks | No one-command install · Source | |
| 263 | 86.9339 | zzaebok-wikidatamcp · search | Integrates with Wikidata to enable entity searches, property retrieval, and SPARQL queries for accessing structured knowledge about people, places… | 48 stars · 15 forks | No one-command install · Source | |
| 264 | 86.8068 | sonpiaz-hidrix-toolsmcp · search | Web search, social media scraping, and content analysis toolkit. | 42 stars · 19 forks | No one-command install · Source | |
| 265 | 86.7184 | gh-mreider-better-bearmcp · search | Read, search, create, edit, tag, and manage Bear notes via CloudKit using 34 MCP tools. | 64 stars · 8 forks | No one-command install · Source | |
| 266 | 86.6672 | cyreslab-shodanmcp · search | Provides secure access to Shodan's database of internet-connected devices through host lookups, search functionality, and vulnerability information… | 49 stars · 13 forks | No one-command install · Source | |
| 267 | 86.6478 | pragmar-webcrawlmcp · search | Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers. | 45 stars · 16 forks | No one-command install · Source | |
| 267 | 86.6478 | nickytonline-dev-tomcp · search | Integrates with dev.to's public API to provide article retrieval, user information access, tag browsing, comment viewing, and content search… | 45 stars · 16 forks | No one-command install · Source | |
| 269 | 86.5771 | doriandarko-claude-searchmcp · search | Enables real-time web searches with configurable domain filtering and result limits for accessing up-to-date information beyond training data | 48 stars · 13 forks | No one-command install · Source | |
| 270 | 86.5040 | voxlink-finance-toolsmcp · search | Integrates with financial data sources like yfinance, CNN Fear & Greed Index, FRED, and ta-lib to provide real-time market data, technical indicators… | 51 stars · 11 forks | No one-command install · Source | |
| 271 | 86.3612 | vgnshiyer-apple-booksmcp · search | Provides access to Apple Books library data, enabling retrieval and search of book collections, highlights, notes, and reading activity for… | 56 stars · 9 forks | No one-command install · Source | |
| 272 | 86.3506 | provimedia-chainguardmcp · search | Provides task tracking, syntax validation, and long-term memory with ChromaDB semantic search for development teams managing complex codebases. | 52 stars · 10 forks | No one-command install · Source | |
| 273 | 86.2140 | delorenj-qdrant-knowledge-graphmcp · search | Integrates a knowledge graph with semantic search capabilities, enabling efficient storage, retrieval, and querying of structured information for… | 24 stars · 20 forks | No one-command install · Source | |
| 274 | 86.2064 | hyson666-pdf-ragmcp · search | Enables semantic search across PDF documents through automatic processing, chunking, and vectorization for intelligent querying and knowledge… | 42 stars · 16 forks | No one-command install · Source | |
| 275 | 86.1723 | dappierai-real-time-data-searchmcp · search | Connects AI assistants to real-time, rights-cleared data from trusted sources through search and recommendation tools for retrieving web results… | 43 stars · 15 forks | No one-command install · Source | |
| 276 | 86.1425 | yukukotani-gemini-google-searchmcp · search | Provides Google Search functionality through Gemini's native grounding capabilities, delivering search results with automatic source citations and… | 82 stars · 5 forks | No one-command install · Source | |
| 277 | 86.1254 | ogmatrix-minecraft-moddingmcp · search | Semantic search across Fabric and NeoForge modding documentation with code examples | 63 stars · 7 forks | No one-command install · Source | |
| 278 | 86.1215 | tullymonster-exa-poolmcp · search | Wraps the Exa Pool API for semantic web search through AI assistants | 58 stars · 8 forks | No one-command install · Source | |
| 279 | 85.9600 | rust-docsmcp · search | Fetches and returns Rust crate documentation from docs.rs, providing essential context for working with Rust code. | 47 stars · 11 forks | No one-command install · Source | |
| 279 | 85.9600 | trafflux-pdf-readermcp · search | Integrates with PyPDF2 to enable efficient text extraction and information retrieval from PDF documents for various applications. | 47 stars · 11 forks | No one-command install · Source | |
| 281 | 85.9202 | servicegraphmcp · search | Searchable directory of 100,000+ US professional-services firms. | 61 stars · 7 forks | No one-command install · Source | |
| 282 | 85.9194 | inkdropapp-inkdropmcp · search | Integrates with Inkdrop's note-taking application to enable searching, reading, creating, and updating Markdown notes directly within conversations… | 56 stars · 8 forks | No one-command install · Source | |
| 283 | 85.9142 | privetin-chromamcp · search | Integrates ChromaDB vector database capabilities for efficient semantic document search, storage, and retrieval in natural language processing and… | 41 stars · 15 forks | No one-command install · Source | |
| 284 | 85.8675 | kunihiro-google-patentsmcp · search | Search Google Patents using the SerpAPI. | 40 stars · 16 forks | No one-command install · Source | |
| 285 | 85.7358 | jemgold-capacitiesmcp · search | Integrates with Capacities knowledge management platform to search content across knowledge bases, save weblinks with metadata, add content to daily… | 41 stars · 14 forks | No one-command install · Source | |
| 285 | 85.7358 | searxng-crawl4ai-mcp-servermcp · search | Provides fast, self-hosted web search and reliable web scraping using SearXNG and Crawl4AI, integrated as MCP tools for Claude Code. | 41 stars · 14 forks | No one-command install · Source | |
| 287 | 85.7236 | pwilkin-searxng-publicmcp · search | Queries public SearXNG instances to extract structured search results with time-range filtering and fallback mechanisms for reliable web search… | 54 stars · 8 forks | No one-command install · Source | |
| 288 | 85.6865 | tomatio13-tavily-searchmcp · search | Perform web searches and retrieve structured results via Tavily. | 50 stars · 9 forks | No one-command install · Source | |
| 289 | 85.6833 | crawl4ai-ragmcp · search | Combines web crawling with vector search to enable content extraction, semantic indexing, and retrieval-augmented generation over web-based… | 45 stars · 11 forks | No one-command install · Source | |
| 290 | 85.6303 | research-hubmcp · search | AI-operable research workspace integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into… | 53 stars · 8 forks | No one-command install · Source | |
| 291 | 85.5895 | arkts-helper-mcpmcp · search | Provides documentation search, reading, and AI-powered Q\&A for ArkTS/ArkUI development, enabling AI coding assistants to answer questions and… | 43 stars · 12 forks | No one-command install · Source | |
| 292 | 85.5175 | wavelovey-pubmed-searchmcp · search | Integrates with PubMed to enable natural language querying and analysis of biomedical literature for research and evidence-based decision making. | 46 stars · 10 forks | No one-command install · Source | |
| 293 | 85.4597 | wilddatax-supprmcp · search | AI-powered document translation and academic literature search with support for PDF, DOCX, and PPTX across 11 languages | 255 stars · 2 forks | No one-command install · Source | |
| 294 | 85.4440 | kirachon-context-enginemcp · search | Provides semantic code search and context enhancement for local codebases using real-time file watching and background indexing to enable natural… | 48 stars · 9 forks | No one-command install · Source | |
| 295 | 85.3838 | ac3xx-kagi-searchmcp · search | Perform privacy-focused web searches via Kagi's search engine. | 45 stars · 10 forks | No one-command install · Source | |
| 296 | 85.3315 | itcook-graphiti-promcp · search | Provides persistent memory capabilities through Neo4j knowledge graphs with episode-based storage, entity relationship tracking, semantic search, and… | 41 stars · 12 forks | No one-command install · Source | |
| 297 | 85.2448 | mcp-wayback-machine-servermcp · search | MCP server and CLI tool for interacting with the Internet Archive's Wayback Machine, supporting full CDX search, snapshot retrieval, screenshot… | 50 stars · 8 forks | No one-command install · Source | |
| 298 | 85.2418 | cscsoftware-aidexmcp · search | Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11… | 42 stars · 11 forks | No one-command install · Source | |
| 299 | 85.2061 | secfathy-apktoolmcp · search | Integrates with Apktool to provide Android APK decompilation, recompilation, manifest analysis, permission extraction, and smali code searching for… | 39 stars · 13 forks | No one-command install · Source | |
| 300 | 85.2011 | tencent-cloud-object-storagemcp · search | Bridges AI assistants with Tencent Cloud Object Storage services, enabling file management, metadata retrieval, and storage analytics operations | 38 stars · 14 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.