Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | 83.7184 | mql5-help-mcpmcp · search | Provides AI coding assistants with local access to 4500+ MQL5 documentation files and supplementary ebooks via MCP, enabling efficient search… | 24 stars · 15 forks | No one-command install · Source | |
| 2002 | 83.7217 | saintdoresh-yfinance-tradermcp · search | Provides real-time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical… | 37 stars · 9 forks | No one-command install · Source | |
| 2003 | 83.7736 | claude-code-docsworkflow · search | A mirror of the Anthropic© PBC documentation site for Claude/Code, but with bonus features like full-text search and query-time updates - a nice… | 53 stars · 5 forks | No one-command install · Source | |
| 2004 | 83.8055 | luotocompany-local-code-searchmcp · search | Locally indexes codebases using ChromaDB to enable semantic code search without sending code to external services, featuring real-time updates through… | 34 stars · 11 forks | No one-command install · Source | |
| 2005 | 83.8768 | groundcobra009-japanese-legal-databasemcp · search | Integrates with Japan's official e-Gov legal database to provide search and retrieval of Japanese laws and regulations for legal research, compliance… | 48 stars · 6 forks | No one-command install · Source | |
| 2006 | 83.8892 | codenib-mcp-servermcp · search | Provides coding agents with searchable codebase context through an MCP server, enabling hybrid BM25 and semantic search, symbol graph navigation, and… | 84 stars · 3 forks | No one-command install · Source | |
| 2007 | 83.8896 | google-search-console-mcp-intel-enginemcp · search | Transforms raw Google Search Console signals into actionable marketing insights, such as detecting cannibalization, segmenting search intent, and… | 38 stars · 9 forks | No one-command install · Source | |
| 2008 | 83.9212 | n2-qlnmcp · search | QLN is a semantic tool router that enables AI agents to access thousands of tools through a single MCP interface, with sub-5ms search and automatic… | 44 stars · 7 forks | No one-command install · Source | |
| 2009 | 83.9669 | gokmengokhan-endnote-mcpmcp · search | Search, cite, and read PDFs from your EndNote library. | 49 stars · 6 forks | No one-command install · Source | |
| 2010 | 83.9669 | endnote-mcpmcp · search | Connect your EndNote reference library to Claude AI. Search references, read PDFs, format citations, find related papers, and generate bibliographies… | 49 stars · 6 forks | No one-command install · Source | |
| 2011 | 83.9694 | choihyunsus-arachnemcp · search | Assembles optimized codebase context for AI coding by selecting only relevant files through hybrid search and dependency graph analysis. | 55 stars · 5 forks | No one-command install · Source | |
| 2012 | 84.0042 | youtube-semantic-searchmcp · search | Leverages LanceDB for vector storage to enable semantic search and multilingual transcript retrieval from YouTube videos using Google's generative AI… | 32 stars · 14 forks | No one-command install · Source | |
| 2013 | 84.0042 | pvliesdonk-markdown-vaultmcp · search | Generic markdown collection server with full-text search, semantic vector search, frontmatter indexing, and incremental reindexing. | 32 stars · 14 forks | No one-command install · Source | |
| 2014 | 84.0042 | markdown-vault-mcpmcp · search | A generic Markdown vault MCP server with FTS5 full-text search, semantic vector search, frontmatter-aware indexing, incremental reindexing, and… | 32 stars · 14 forks | No one-command install · Source | |
| 2015 | 84.0262 | moodle-mcpmcp · search | Enables retrieval of upcoming events from Moodle LMS via the Model Context Protocol. | 35 stars · 11 forks | No one-command install · Source | |
| 2016 | 84.0351 | cryppadotta-scryfallmcp · search | Integrates with the Scryfall Magic: The Gathering API to enable card searches, retrieval of card details, rulings, and pricing information for deck… | 34 stars · 12 forks | No one-command install · Source | |
| 2017 | 84.0730 | terryso-pinterestmcp · search | Pinterest image search and information retrieval | 39 stars · 9 forks | No one-command install · Source | |
| 2018 | 84.0730 | arxivmcp · search | Provides direct access to arXiv's scientific paper repository with tools for searching, retrieving metadata, downloading PDFs, and loading full… | 39 stars · 9 forks | No one-command install · Source | |
| 2019 | 84.0998 | jamesanz-us-legalmcp · search | Integrates with multiple US government legal databases including Congress.gov, Federal Register, US Code, CourtListener, and Regulations.gov to… | 37 stars · 10 forks | No one-command install · Source | |
| 2020 | 84.1225 | pr-mcp-buildermcp · search | Enables AI programs to search and retrieve approved public regulations with citations, supporting PDF, HWP, HWPX, and DOCX formats. | 42 stars · 8 forks | No one-command install · Source | |
| 2021 | 84.2134 | bengineer19-digikeymcp · search | Integrates with DigiKey's Product Search API to enable electronic component discovery, detailed specifications retrieval, pricing information, product… | 31 stars · 15 forks | No one-command install · Source | |
| 2022 | 84.2407 | cifero74-apple-musicmcp · search | Integrates with Apple Music via MusicKit to search catalog, manage playlists, and access listening history. | 43 stars · 8 forks | No one-command install · Source | |
| 2023 | 84.2610 | claymcp · search | Provides a bridge to Clay's personal CRM platform for searching, retrieving, and managing contact information, interactions, and professional… | 34 stars · 13 forks | No one-command install · Source | |
| 2024 | 84.2677 | brianirish-laravel-companionmcp · search | Integrates with Laravel documentation and package ecosystem to provide intelligent search across multiple framework versions, external service docs… | 38 stars · 10 forks | No one-command install · Source | |
| 2025 | 84.3440 | flesler-tasksmcp · search | Provides task management capabilities across Markdown, JSON, and YAML files with tools for creating, searching, updating, and summarizing tasks while… | 47 stars · 7 forks | No one-command install · Source | |
| 2026 | 84.3440 | laurynas-biveinis-elisp-devmcp · search | Provides Emacs Lisp development assistance through function documentation retrieval, source code definition extraction, variable information lookup… | 47 stars · 7 forks | No one-command install · Source | |
| 2027 | 84.4179 | opaqueglass-siyuan-note-takingmcp · search | Integrates with SiYuan note-taking application to enable reading, writing, searching, and querying functionality directly within your knowledge… | 44 stars · 8 forks | No one-command install · Source | |
| 2028 | 84.4243 | etiennechollet-ontomicsmcp · search | Index your codebase's domain knowledge for AI agents — reduces token usage and accelerates code understanding. | 41 stars · 9 forks | No one-command install · Source | |
| 2029 | 84.5048 | duysolo-codebaxingmcp · search | Provides semantic code search capabilities using natural language queries, indexing codebases with Tree-sitter parsing, all-MiniLM-L6-v2 embeddings… | 53 stars · 6 forks | No one-command install · Source | |
| 2030 | 84.5048 | doitmagic-ragcodemcp · search | Privacy-first semantic code search using local Ollama and Qdrant vector storage for multi-language repository understanding | 53 stars · 6 forks | No one-command install · Source | |
| 2031 | 84.5672 | ubie-oss-vertexai-searchmcp · search | Integrates with Google's Vertex AI and Discovery Engine APIs to enable advanced search and retrieval operations on large datasets, supporting semantic… | 38 stars · 11 forks | No one-command install · Source | |
| 2032 | 84.6035 | contextstreammcp · search | Persistent memory and semantic search for AI coding assistants | 40 stars · 10 forks | No one-command install · Source | |
| 2033 | 84.6601 | rag-anythingmcp · search | Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content extraction across PDF, DOCX, PPTX… | 35 stars · 14 forks | No one-command install · Source | |
| 2034 | 84.6824 | tisddm-searxngmcp · search | Connects AI systems to SearXNG metasearch engine, enabling privacy-respecting web searches with customizable parameters for language, time range, and… | 43 stars · 9 forks | No one-command install · Source | |
| 2035 | 84.6824 | drolosoft-immich-photo-managermcp · search | Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data… | 43 stars · 9 forks | No one-command install · Source | |
| 2036 | 84.7506 | gh-artmann-package-registrymcp · search | Search and retrieve package information from npm, Cargo, PyPI, NuGet, and Go registries with security advisory lookups. | 39 stars · 11 forks | No one-command install · Source | |
| 2037 | 84.7939 | jurasofish-mcpunkmcp · search | MCPunk provides tools for performing Roaming RAG | 56 stars · 6 forks | No one-command install · Source | |
| 2038 | 84.8881 | chroma-core-package-searchmcp · search | Provides access to versioned source code from major open-source projects including Go, Python, Rust, and LLVM through GitHub releases integration with… | 51 stars · 7 forks | No one-command install · Source | |
| 2039 | 84.9029 | mnhlt-websearchmcp · search | Provides real-time web search capabilities via a dedicated crawler service with configurable result limits, language filtering, and domain rules | 40 stars · 11 forks | No one-command install · Source | |
| 2040 | 84.9029 | wende-cicadamcp · search | Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing | 40 stars · 11 forks | No one-command install · Source | |
| 2041 | 84.9029 | io-github-wende-cicadamcp · search | Provides structured, token-efficient code context for AI assistants by indexing codebases with AST-level analysis, supporting 17+ languages, enabling… | 40 stars · 11 forks | No one-command install · Source | |
| 2042 | 84.9376 | robrawks-logos-bible-softwaremcp · search | Connects to Logos Bible Software for Scripture retrieval, search, word studies, and personal study data access. | 25 stars · 17 forks | No one-command install · Source | |
| 2043 | 85.1394 | yworks-typescribemcp · search | Provides a bridge between TypeScript API documentation and natural language queries, enabling developers to search symbols, explore type hierarchies… | 46 stars · 9 forks | No one-command install · Source | |
| 2044 | 85.1918 | puremd-web-accessmcp · search | Enables AI access to web content in clean markdown format through unblock-url extraction and search-web capabilities, bypassing anti-bot measures for… | 60 stars · 6 forks | No one-command install · Source | |
| 2045 | 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 | |
| 2046 | 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 | |
| 2047 | 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 | |
| 2048 | 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 | |
| 2049 | 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 | |
| 2050 | 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 | |
| 2051 | 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 | |
| 2052 | 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 | |
| 2053 | 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 | |
| 2054 | 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 | |
| 2055 | 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 | |
| 2056 | 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 | |
| 2057 | 85.6865 | tomatio13-tavily-searchmcp · search | Perform web searches and retrieve structured results via Tavily. | 50 stars · 9 forks | No one-command install · Source | |
| 2058 | 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 | |
| 2059 | 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 | |
| 2060 | 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 | |
| 2061 | 85.8675 | kunihiro-google-patentsmcp · search | Search Google Patents using the SerpAPI. | 40 stars · 16 forks | No one-command install · Source | |
| 2062 | 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 | |
| 2063 | 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 | |
| 2064 | 85.9202 | servicegraphmcp · search | Searchable directory of 100,000+ US professional-services firms. | 61 stars · 7 forks | No one-command install · Source | |
| 2065 | 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 | |
| 2066 | 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 | |
| 2067 | 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 | |
| 2068 | 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 | |
| 2069 | 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 | |
| 2070 | 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 | |
| 2071 | 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 | |
| 2072 | 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 | |
| 2073 | 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 | |
| 2074 | 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 | |
| 2075 | 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 | |
| 2076 | 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 | |
| 2077 | 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 | |
| 2078 | 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 | |
| 2079 | 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 | |
| 2080 | 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 | |
| 2081 | 86.8068 | sonpiaz-hidrix-toolsmcp · search | Web search, social media scraping, and content analysis toolkit. | 42 stars · 19 forks | No one-command install · Source | |
| 2082 | 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 | |
| 2083 | 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 | |
| 2084 | 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 | |
| 2085 | 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 | |
| 2086 | 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 | |
| 2087 | 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 | |
| 2088 | 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 | |
| 2089 | 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 | |
| 2090 | 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 | |
| 2091 | 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 | |
| 2092 | 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 | |
| 2093 | 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 | |
| 2094 | 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 | |
| 2095 | 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 | |
| 2096 | 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 | |
| 2097 | 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 | |
| 2098 | 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 | |
| 2099 | 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 | |
| 2100 | 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 |
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.