Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 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 | |
| 2102 | 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 | |
| 2103 | 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 | |
| 2104 | 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 | |
| 2105 | 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 | |
| 2106 | 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 | |
| 2107 | 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 | |
| 2108 | 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 | |
| 2109 | 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 | |
| 2110 | 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 | |
| 2111 | 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 | |
| 2112 | 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 | |
| 2113 | 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 | |
| 2114 | 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 | |
| 2115 | 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 | |
| 2116 | 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 | |
| 2117 | 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 | |
| 2118 | 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 | |
| 2119 | 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 | |
| 2120 | 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 | |
| 2121 | 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 | |
| 2122 | 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 | |
| 2123 | 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 | |
| 2124 | 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 | |
| 2125 | 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 | |
| 2126 | 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 | |
| 2127 | 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 | |
| 2128 | 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 | |
| 2129 | 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 | |
| 2130 | 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 | |
| 2131 | 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 | |
| 2132 | 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 | |
| 2133 | 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 | |
| 2134 | 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 | |
| 2135 | 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 | |
| 2136 | 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 | |
| 2137 | 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 | |
| 2138 | 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 | |
| 2139 | 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 | |
| 2140 | 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 | |
| 2141 | 89.6798 | ramxx-tavilymcp · search | Search and retrieve AI-enhanced web results via Tavily. | 72 stars · 18 forks | No one-command install · Source | |
| 2142 | 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 | |
| 2143 | 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 | |
| 2144 | 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 | |
| 2145 | 89.8631 | 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 | |
| 2146 | 89.8749 | 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 | |
| 2147 | 89.9762 | 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 | |
| 2148 | 90.0120 | 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 | |
| 2149 | 90.0397 | 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 | |
| 2150 | 90.0894 | 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 | |
| 2151 | 90.1239 | imdinu-apple-mailmcp · search | Fast Apple Mail integration with batch JXA and FTS5 search index. | 62 stars · 28 forks | No one-command install · Source | |
| 2152 | 90.1306 | 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 | |
| 2153 | 90.1310 | 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 | |
| 2154 | 90.1849 | 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 | |
| 2155 | 90.2697 | 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 | |
| 2156 | 90.3027 | 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 | |
| 2157 | 90.3256 | 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 | |
| 2158 | 90.4398 | 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 | |
| 2159 | 90.4566 | run-llama-mcp-server-llamacloudmcp · search | Query managed vector indexes for knowledge retrieval. | 87 stars · 17 forks | No one-command install · Source | |
| 2160 | 90.4988 | 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 | |
| 2161 | 90.5530 | 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 | |
| 2162 | 90.5892 | 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 | |
| 2163 | 90.5937 | 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 | |
| 2164 | 90.6892 | 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 | |
| 2165 | 90.7022 | 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 | |
| 2166 | 90.7476 | 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 | |
| 2167 | 90.7844 | 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 | |
| 2168 | 90.9486 | 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 | |
| 2169 | 90.9683 | 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 | |
| 2170 | 91.0606 | 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 | |
| 2171 | 91.0877 | 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 | |
| 2172 | 91.1377 | 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 | |
| 2173 | 91.2063 | 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 | |
| 2174 | 91.2648 | 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 | |
| 2175 | 91.2820 | 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 | |
| 2176 | 91.2906 | 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 | |
| 2177 | 91.3155 | 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 | |
| 2178 | 91.3414 | 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 | |
| 2179 | 91.3708 | 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 | |
| 2180 | 91.4284 | 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 | |
| 2181 | 91.6126 | 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 | |
| 2182 | 91.6664 | 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 | |
| 2183 | 91.9404 | joungminsung-opendocumentsmcp · search | Unified document search and retrieval across multiple platforms. | 114 stars · 21 forks | No one-command install · Source | |
| 2184 | 91.9559 | 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 | |
| 2185 | 92.0791 | 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 | |
| 2186 | 92.0791 | sheawinkler-contextlatticemcp · search | Structured context management for LLMs with hierarchical organization and retrieval. | 153 stars · 15 forks | No one-command install · Source | |
| 2187 | 92.1230 | 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 | |
| 2188 | 92.1394 | 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 | |
| 2189 | 92.1420 | 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 | |
| 2190 | 92.1573 | secretiveshell-searxng-searchmcp · search | Perform privacy-preserving web searches via the SearXNG metasearch engine. | 131 stars · 19 forks | No one-command install · Source | |
| 2191 | 92.2097 | 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 | |
| 2192 | 92.3345 | 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 | |
| 2193 | 92.3570 | 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 | |
| 2194 | 92.3641 | th0thmcp · search | Semantic search with 98% token reduction for AI assistants. | 135 stars · 20 forks | No one-command install · Source | |
| 2195 | 92.4418 | 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 | |
| 2196 | 92.4565 | 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 | |
| 2197 | 92.5462 | 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 | |
| 2198 | 92.5638 | 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 | |
| 2199 | 92.5985 | 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 | |
| 2200 | 92.6451 | 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 |
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.