Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 94.345 | thomasxm-crowdsentinelmcp · search | AI-powered threat hunting and incident response framework for Elasticsearch and OpenSearch with detection rules, EVTX analysis, and PCAP inspection. | 206 stars · 32 forks | No one-command install · Source | |
| 102 | 94.342 | the-momentum-apple-healthmcp · search | Query Apple Health data with natural language using ElasticSearch under the hood. | 259 stars · 23 forks | No one-command install · Source | |
| 103 | 94.302 | qpd-v-ragdocsmcp · search | Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access to large document collections. | 136 stars · 60 forks | No one-command install · Source | |
| 104 | 94.283 | meilisearchmcp · search | Integrates Meilisearch's search capabilities for fast, typo-tolerant indexing and querying of documents in AI-powered applications. | 195 stars · 34 forks | No one-command install · Source | |
| 105 | 94.116 | readingplus-deep-researchmcp · search | Guides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly… | 214 stars · 26 forks | No one-command install · Source | |
| 106 | 94.113 | hanzili-comet-mcpmcp · search | Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring. | 180 stars · 35 forks | No one-command install · Source | |
| 107 | 94.106 | hellokaton-unsplashmcp · search | Integrates with Unsplash to enable keyword-based photo searches with filtering options for color, orientation, and sorting, returning structured image… | 235 stars · 23 forks | No one-command install · Source | |
| 108 | 94.099 | fatwang2-search1api-mcpmcp · search | Execute web searches, news queries, and content extraction. | 173 stars · 38 forks | No one-command install · Source | |
| 109 | 94.028 | firstdatamcp · search | Curated knowledge base of global authoritative primary data sources with intelligent search for finding official portals, government data, and… | 182 stars · 32 forks | No one-command install · Source | |
| 110 | 93.969 | 34892002-bilibili-mcp-jsmcp · search | A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. | 192 stars · 28 forks | No one-command install · Source | |
| 111 | 93.925 | jmap-emailmcp · search | Integrates with JMAP-compliant email servers to provide comprehensive email management including search, retrieval, mailbox operations, message… | 176 stars · 32 forks | No one-command install · Source | |
| 112 | 93.857 | scorzeth-ankimcp · search | Integrates with Anki to enable AI-driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning. | 184 stars · 28 forks | No one-command install · Source | |
| 113 | 93.847 | andybrandt-mcp-simple-arxivmcp · search | Search and analyze scientific papers from arXiv. | 199 stars · 25 forks | No one-command install · Source | |
| 114 | 93.752 | adityak74-scholarly-arxivmcp · search | Integrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews. | 186 stars · 26 forks | No one-command install · Source | |
| 115 | 93.706 | bocha-searchmcp · search | Integrates with Bocha, a Chinese search engine, to provide web search capabilities with rich structured data from billions of documents across… | 178 stars · 27 forks | No one-command install · Source | |
| 116 | 93.668 | vasylenko-claude-desktop-extension-bear-notesmcp · search | Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy. | 206 stars · 21 forks | No one-command install · Source | |
| 117 | 93.606 | meterlong-docx-processormcp · search | Enables creation, editing, and manipulation of Microsoft Word documents with features for text formatting, table management, content search/replace… | 191 stars · 23 forks | No one-command install · Source | |
| 118 | 93.562 | weidwonder-crawl4ai-google-custom-searchmcp · search | Integrates with Google Custom Search Engine to enable automated web crawling, content extraction, and search result parsing for data collection and… | 152 stars · 35 forks | No one-command install · Source | |
| 119 | 93.394 | jackkuo666-pubmedmcp · search | Provides a bridge to PubMed for searching, filtering, retrieving, and analyzing medical research articles with tools for keyword searches, metadata… | 129 stars · 46 forks | No one-command install · Source | |
| 120 | 93.365 | summarizermcp · search | Provides intelligent summarization capabilities for various types of content. | 166 stars · 25 forks | No one-command install · Source | |
| 121 | 93.328 | livehybrid-splunkmcp · search | Integrates with Splunk Enterprise/Cloud to enable natural language-driven searches, index management, user handling, and KV store operations through a… | 107 stars · 47 forks | No one-command install · Source | |
| 122 | 93.326 | kujenga-zoteromcp · search | Integrates with Zotero to enable searching libraries, retrieving metadata, and accessing full-text content for scholarly research workflows. | 161 stars · 26 forks | No one-command install · Source | |
| 123 | 93.307 | vexormcp · search | A semantic search engine for files and code. | 239 stars · 15 forks | No one-command install · Source | |
| 124 | 93.296 | football-docsmcp · search | Searchable football data provider documentation for AI coding agents. Enables agents to look up verified docs on event types, qualifier IDs… | 185 stars · 20 forks | No one-command install · Source | |
| 125 | 93.280 | box-community-boxmcp · search | Integrates with Box API to enable document search, text extraction, content analysis, and structured data retrieval from files and folders within Box… | 101 stars · 47 forks | No one-command install · Source | |
| 126 | 93.251 | baruchiro-paperless-ngxmcp · search | Enables AI to interact with Paperless-NGX document management systems for organizing, searching, and managing document collections through natural… | 139 stars · 33 forks | No one-command install · Source | |
| 127 | 93.238 | mshojaei77-exa-web-searchmcp · search | Integrates with Exa API to enable web search capabilities with filtering options for domains, text requirements, and date ranges, returning… | 143 stars · 31 forks | No one-command install · Source | |
| 128 | 93.137 | skernelx-mysearch-proxymcp · search | Unified search proxy aggregating Tavily, Firecrawl, and Exa with team-shared backend and token management. | 159 stars · 24 forks | No one-command install · Source | |
| 129 | 93.075 | cicatriiz-healthcare-data-hubmcp · search | Provides healthcare professionals and researchers with access to medical information through specialized tools for FDA drug lookups, PubMed searches… | 127 stars · 36 forks | No one-command install · Source | |
| 130 | 93.068 | epistates-turbovaultmcp · search | Transforms Obsidian vaults into intelligent knowledge systems with advanced editing capabilities, full-text search, link graph analysis, and atomic… | 149 stars · 26 forks | No one-command install · Source | |
| 131 | 93.001 | pubmed-searchermcp · search | Search, retrieve, and analyze scientific literature from PubMed with capabilities for identifying research trends and generating statistical reports. | 149 stars · 25 forks | No one-command install · Source | |
| 132 | 92.847 | mlit-data-platform-mcp-servermcp · search | MCP server for the MLIT Data Platform that enables natural language search and retrieval of Japanese government infrastructure and transport data. | 170 stars · 18 forks | No one-command install · Source | |
| 133 | 92.842 | gographmcp · search | A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for… | 212 stars · 14 forks | No one-command install · Source | |
| 134 | 92.835 | kaliaboi-zoteromcp · search | Integrates with Zotero to enable listing collections, retrieving item details, searching libraries, and fetching recent papers for research and… | 164 stars · 19 forks | No one-command install · Source | |
| 135 | 92.785 | video-creator-ffmpegmcp · search | Enables video manipulation through natural language commands, providing functionality for searching, retrieving metadata, cutting clips, and… | 145 stars · 23 forks | No one-command install · Source | |
| 136 | 92.701 | taylorwilsdon-quantconnectmcp · search | Integrates with QuantConnect's quantitative finance platform to provide historical data retrieval, statistical analysis, portfolio optimization… | 119 stars · 31 forks | No one-command install · Source | |
| 137 | 92.673 | cyanheads-pubmedmcp · search | Enables AI systems to search, retrieve, and analyze biomedical literature from PubMed for evidence-based research, citation generation, and data… | 142 stars · 22 forks | No one-command install · Source | |
| 138 | 92.645 | jinzcdev-leetcodemcp · search | Connects to LeetCode's programming platform for accessing problem descriptions, searching by tags and difficulty, retrieving user profiles, and… | 141 stars · 22 forks | No one-command install · Source | |
| 139 | 92.598 | skirano-rat-retrieval-augmented-thinkingmcp · search | Combines DeepSeek's analysis with multiple response models to enhance AI conversation quality through structured two-stage reasoning. | 116 stars · 31 forks | No one-command install · Source | |
| 140 | 92.563 | rohlik-mcpmcp · search | Enables AI assistants to interact with Rohlik Group's online grocery delivery services across multiple countries, including product search, cart… | 119 stars · 28 forks | No one-command install · Source | |
| 141 | 92.546 | shortcutmcp · search | Integrates with Shortcut's project management platform to provide story management, epic and iteration operations, team workflows, objective tracking… | 98 stars · 40 forks | No one-command install · Source | |
| 142 | 92.456 | brandon-ghidramcp · search | Integrates with Ghidra's binary analysis capabilities to enable decompiled code retrieval, function analysis, and security assessment of binaries… | 135 stars · 21 forks | No one-command install · Source | |
| 143 | 92.441 | one-searchmcp · search | Provides a unified search and web scraping platform that integrates multiple search providers like SearxNG and Tavily, along with Firecrawl for… | 139 stars · 20 forks | No one-command install · Source | |
| 144 | 92.364 | th0thmcp · search | Semantic search with 98% token reduction for AI assistants. | 135 stars · 20 forks | No one-command install · Source | |
| 145 | 92.357 | atomic-red-team-mcpmcp · search | Provides access to Atomic Red Team tests, enabling search, validation, and execution of atomic tests via natural language. | 131 stars · 21 forks | No one-command install · Source | |
| 146 | 92.334 | jlucaso1-whatsappmcp · search | Connects AI to WhatsApp accounts using TypeScript and Baileys, enabling message history retrieval, contact search, and secure communication through… | 72 stars · 41 forks | No one-command install · Source | |
| 147 | 92.209 | google-drivemcp · search | Integrates with Google Drive API to enable file listing, searching, and reading for document retrieval and content analysis tasks. | 72 stars · 40 forks | No one-command install · Source | |
| 148 | 92.157 | secretiveshell-searxng-searchmcp · search | Perform privacy-preserving web searches via the SearXNG metasearch engine. | 131 stars · 19 forks | No one-command install · Source | |
| 149 | 92.142 | madarco-ragrabbitmcp · search | Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for… | 135 stars · 18 forks | No one-command install · Source | |
| 150 | 92.139 | grll-pubmedmcp · search | Integrates PubMed data for searching and fetching biomedical literature, enabling dynamic querying and analysis of scientific information. | 122 stars · 21 forks | No one-command install · Source | |
| 151 | 92.123 | code-pathfindermcp · search | AI-native static code analysis with call graphs, data flow tracing, type inference, and symbol search for Python and Go. | 140 stars · 17 forks | No one-command install · Source | |
| 152 | 92.079 | sheawinkler-contextlatticemcp · search | Structured context management for LLMs with hierarchical organization and retrieval. | 153 stars · 15 forks | No one-command install · Source | |
| 152 | 92.079 | pulik-io-memorymcp · search | Provides persistent memory storage across different AI sessions using semantic search and RAG capabilities, maintaining user context, preferences, and… | 153 stars · 15 forks | No one-command install · Source | |
| 154 | 91.955 | gh-skydoves-android-skillsmcp · search | Wraps Google's android/skills library to expose Android development guidance as searchable tools for AI coding assistants. | 215 stars · 10 forks | No one-command install · Source | |
| 155 | 91.940 | joungminsung-opendocumentsmcp · search | Unified document search and retrieval across multiple platforms. | 114 stars · 21 forks | No one-command install · Source | |
| 156 | 91.666 | skill-retrieval-mcpmcp · search | Enables AI agents to search and retrieve over 89K skills on-demand at runtime, eliminating the need to manually install skills upfront. | 116 stars · 18 forks | No one-command install · Source | |
| 157 | 91.612 | felipfr-linkedinmcp · search | Integrates with LinkedIn's API to enable profile searches, job posting retrieval, and messaging capabilities for recruitment workflows and… | 88 stars · 32 forks | No one-command install · Source | |
| 158 | 91.428 | tuncer-memory-bankmcp · search | Structured documentation system that generates and maintains interconnected Markdown documents capturing project knowledge from high-level goals to… | 101 stars · 20 forks | No one-command install · Source | |
| 159 | 91.370 | siyuan-sisyphus-mcpmcp · search | Enables AI agents to safely read, search, edit, and organize SiYuan notes, with git-like document timeline and notebook-level permissions. | 103 stars · 19 forks | No one-command install · Source | |
| 160 | 91.341 | kennethreitz-applemusicmcp · search | Integrates with Apple Music on macOS using Python and AppleScript to enable music playback control, library searching, playlist creation, and metadata… | 91 stars · 25 forks | No one-command install · Source | |
| 161 | 91.315 | odoo-mcp-promcp · search | AI connector for Odoo ERP enabling natural language interaction to search, create, update, and manage business records. | 74 stars · 33 forks | No one-command install · Source | |
| 162 | 91.290 | xiaozhi-music-mcpmcp · search | Provides music search, playback control, volume adjustment, and playlist management for Xiaozhi AI speakers via MCP. | 55 stars · 36 forks | No one-command install · Source | |
| 163 | 91.282 | helixml-koditmcp · search | Indexes local codebases and Git repositories using tree-sitter parsing and semantic embeddings to enable hybrid search combining vector similarity… | 123 stars · 14 forks | No one-command install · Source | |
| 164 | 91.264 | skobyn-dataforseo-seomcp · search | Bridges DataForSEO's SEO APIs with natural language interactions, enabling comprehensive search engine data retrieval and business intelligence… | 82 stars · 31 forks | No one-command install · Source | |
| 165 | 91.206 | roam-researchmcp · search | Integrates with Roam Research to enable searching, creating, and manipulating graph content for automated note-taking and intelligent information… | 101 stars · 18 forks | No one-command install · Source | |
| 166 | 91.137 | cameronrye-openzimmcp · search | Provides offline access to ZIM format knowledge bases with search capabilities, content retrieval, and smart fallback mechanisms for accessing… | 125 stars · 13 forks | No one-command install · Source | |
| 167 | 91.087 | obsidian-hybrid-searchmcp · search | MCP server that indexes Obsidian notes and enables hybrid search (full-text, fuzzy, semantic) for AI assistants to find and read notes. | 101 stars · 17 forks | No one-command install · Source | |
| 168 | 91.060 | 8ensmith-open-librarymcp · search | Search and retrieve book and author information from the Internet Archive's Open Library | 91 stars · 21 forks | No one-command install · Source | |
| 169 | 90.968 | ragieai-ragiemcp · search | Integrates with Ragie's knowledge base retrieval system to enable efficient querying and information extraction from large-scale datasets. | 91 stars · 20 forks | No one-command install · Source | |
| 170 | 90.948 | readwisemcp · search | Integrates with Readwise to search and retrieve highlights from a user's library, enabling researchers and knowledge workers to reference saved notes… | 152 stars · 10 forks | No one-command install · Source | |
| 171 | 90.784 | st3v3nmw-sourcerermcp · search | Indexes codebases using Tree-sitter parsing and vector embeddings to enable semantic code search through natural language queries and source code… | 119 stars · 12 forks | No one-command install · Source | |
| 172 | 90.747 | lexmcp · search | Provides programmatic access to UK legal documents with hybrid semantic search and Model Context Protocol integration for AI assistants. | 65 stars · 31 forks | No one-command install · Source | |
| 173 | 90.702 | conechoai-openai-websearchmcp · search | Enables AI assistants to search the web in real-time through OpenAI's websearch functionality, retrieving up-to-date information beyond training data… | 93 stars · 17 forks | No one-command install · Source | |
| 174 | 90.689 | laksh-star-tmdb-movie-datamcp · search | Integrate TMDB movie data for search, trending, and recommendation capabilities for films. | 75 stars · 28 forks | No one-command install · Source | |
| 175 | 90.593 | regsorm-code-indexmcp · search | Fast code search for AI models: indexes 62K files in 43 seconds with sub-millisecond symbol lookup using Rust and tree-sitter. | 106 stars · 13 forks | No one-command install · Source | |
| 176 | 90.589 | redleaves-context-keepermcp · search | LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval… | 153 stars · 9 forks | No one-command install · Source | |
| 177 | 90.553 | dweigend-joplinmcp · search | Provides a bridge to Joplin note-taking application for searching, retrieving, creating, updating, and deleting notes directly within conversations. | 89 stars · 17 forks | No one-command install · Source | |
| 178 | 90.498 | jdatamunch-mcpmcp · search | MCP server for tabular data retrieval that indexes local CSV, Excel, Parquet, and JSONL files once and answers questions via column profiles, filtered… | 81 stars · 20 forks | No one-command install · Source | |
| 179 | 90.456 | run-llama-mcp-server-llamacloudmcp · search | Query managed vector indexes for knowledge retrieval. | 87 stars · 17 forks | No one-command install · Source | |
| 180 | 90.439 | jlsookiki-secondhand-marketplace-searchmcp · search | Searches multiple secondhand marketplaces including Facebook Marketplace, eBay, and Depop through a unified interface for price comparison and deal… | 80 stars · 20 forks | No one-command install · Source | |
| 181 | 90.325 | vertex-ai-geminimcp · search | Provides a bridge to Google Cloud's Vertex AI Gemini models with web search grounding, direct knowledge answering, and documentation-based responses… | 87 stars · 16 forks | No one-command install · Source | |
| 182 | 90.302 | apeyroux-xmind-mind-mapsmcp · search | Analyze Xmind mind maps on your local machine using fuzzy search and hierarchical navigation. | 94 stars · 14 forks | No one-command install · Source | |
| 183 | 90.269 | jmanek-google-news-trendsmcp · search | Integrates with Google News RSS feeds and Google Trends to provide news article search, trending topic retrieval, and optional content summarization… | 89 stars · 15 forks | No one-command install · Source | |
| 184 | 90.184 | hect0x7-jmcomicmcp · search | Integrates with JMComic platforms for manga searching, downloading, and collection management with batch operations and PDF generation. | 107 stars · 11 forks | No one-command install · Source | |
| 185 | 90.131 | mcollina-ripgrepmcp · search | Provides high-performance text search capabilities by wrapping ripgrep, enabling powerful file exploration, pattern matching, and content discovery… | 74 stars · 21 forks | No one-command install · Source | |
| 186 | 90.130 | sammcj-package-docsmcp · search | Provides efficient access to NPM/Go/Python package documentation through smart parsing and caching, enabling quick retrieval of up-to-date library… | 79 stars · 18 forks | No one-command install · Source | |
| 187 | 90.123 | imdinu-apple-mailmcp · search | Fast Apple Mail integration with batch JXA and FTS5 search index. | 62 stars · 28 forks | No one-command install · Source | |
| 188 | 90.089 | yuna0x0-anilistmcp · search | Integrates with Anilist's anime/manga database through GraphQL queries, enabling search, retrieval, and analysis of Japanese media information for… | 85 stars · 15 forks | No one-command install · Source | |
| 189 | 90.039 | dedeveloper23-codebase-retrieval-repomixmcp · search | Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation… | 84 stars · 15 forks | No one-command install · Source | |
| 190 | 90.012 | simonkurtz-msft-drawio-diagram-generatormcp · search | Generates Draw.io XML diagrams programmatically with 700+ embedded Azure architecture icons, batch operations, fuzzy shape search, and… | 79 stars · 17 forks | No one-command install · Source | |
| 191 | 89.976 | mgwalkerjr95-heb-grocerymcp · search | Search HEB grocery products, manage carts, clip coupons, and access store information. | 56 stars · 28 forks | No one-command install · Source | |
| 192 | 89.874 | netease-modsdkmcp · search | Provides documentation search, code generation, and code review for Minecraft China Edition (NetEase) ModSDK development. | 81 stars · 15 forks | No one-command install · Source | |
| 193 | 89.863 | abap-mcp-servermcp · search | Provides ABAP developers with unified search, document retrieval, feature matrix lookup, SAP Community search, and local ABAP linting capabilities via… | 88 stars · 13 forks | No one-command install · Source | |
| 194 | 89.794 | 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 | |
| 195 | 89.728 | 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 | |
| 196 | 89.698 | 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 | |
| 197 | 89.679 | ramxx-tavilymcp · search | Search and retrieve AI-enhanced web results via Tavily. | 72 stars · 18 forks | No one-command install · Source | |
| 198 | 89.611 | 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 | |
| 199 | 89.575 | 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 | |
| 200 | 89.574 | 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 |
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.