Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 84.7939 | jurasofish-mcpunkmcp · search | MCPunk provides tools for performing Roaming RAG | 56 stars · 6 forks | No one-command install · Source | |
| 302 | 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 | |
| 303 | 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 | |
| 303 | 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 | |
| 305 | 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 | |
| 306 | 84.6035 | contextstreammcp · search | Persistent memory and semantic search for AI coding assistants | 40 stars · 10 forks | No one-command install · Source | |
| 307 | 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 | |
| 308 | 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 | |
| 308 | 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 | |
| 310 | 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 | |
| 311 | 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 | |
| 312 | 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 | |
| 312 | 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 | |
| 314 | 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 | |
| 315 | 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 | |
| 316 | 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 | |
| 317 | 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 | |
| 318 | 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 | |
| 319 | 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 | |
| 320 | 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 | |
| 320 | 84.0730 | terryso-pinterestmcp · search | Pinterest image search and information retrieval | 39 stars · 9 forks | No one-command install · Source | |
| 322 | 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 | |
| 323 | 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 | |
| 324 | 84.0042 | markdown-vault-mcpmcp · searchalso listed as pvliesdonk-markdown-vault | 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 | |
| 324 | 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 | |
| 327 | 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 | |
| 328 | 83.9669 | endnote-mcpmcp · searchalso listed as gokmengokhan-endnote-mcp | 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 | |
| 330 | 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 | |
| 331 | 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 | |
| 332 | 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 | |
| 333 | 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 | |
| 334 | 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 | |
| 335 | 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 | |
| 336 | 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 | |
| 337 | 83.7151 | rag-memorymcp · search | Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for persistent memory and contextual… | 47 stars · 6 forks | No one-command install · Source | |
| 338 | 83.6741 | deepsrt-youtube-summarizermcp · search | Integrates with DeepSRT's API to generate multi-language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge… | 52 stars · 5 forks | No one-command install · Source | |
| 339 | 83.6259 | oevortex-ddg-searchmcp · search | Provides web search capabilities through DuckDuckGo, enabling content retrieval, URL processing, and metadata extraction with customizable filtering… | 42 stars · 7 forks | No one-command install · Source | |
| 339 | 83.6259 | cocoindex-code-mcp-servermcp · search | A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector… | 42 stars · 7 forks | No one-command install · Source | |
| 339 | 83.6259 | soufianetahiri-dnspymcp · search | Enables .NET reverse engineering workflows through the dnSpy and ILSpy ecosystem with type listing, method decompilation, IL inspection, string… | 42 stars · 7 forks | No one-command install · Source | |
| 339 | 83.6259 | nahmanmate-code-researchmcp · search | Integrates with programming resources like Stack Overflow, MDN, GitHub, npm, and PyPI to enable efficient code lookup, documentation retrieval, and… | 42 stars · 7 forks | No one-command install · Source | |
| 343 | 83.5879 | xraywu-pdf-extractionmcp · search | Extracts text and performs OCR on PDF files using Python libraries for tasks like document analysis and content indexing. | 33 stars · 11 forks | No one-command install · Source | |
| 344 | 83.4860 | boam79-gov-supportmcp · search | Search and manage South Korean government subsidy applications across Bizinfo, K-Startup, and SMEs24 with 12 tools for discovery, eligibility, and… | 41 stars · 7 forks | No one-command install · Source | |
| 345 | 83.2923 | h7lu-rimworld-code-searchmcp · search | Combine lexical and semantic search for RimWorld modding code with hybrid RAG system using Lucene and embeddings | 44 stars · 6 forks | No one-command install · Source | |
| 346 | 83.1930 | pine-script-mcp-servermcp · search | Enables AI assistants to look up any Pine Script function, search TradingView documentation, and find code examples in real time. | 19 stars · 15 forks | No one-command install · Source | |
| 347 | 83.1367 | meeting-baasmcp · search | Automates meeting management across Zoom, Google Meet, and Microsoft Teams with tools for recording, transcribing, searching, and sharing meeting… | 30 stars · 12 forks | No one-command install · Source | |
| 348 | 83.1340 | laptou-rust-docsmcp · search | Integrates with Rust documentation from docs.rs, enabling search for crates, retrieval of documentation, type information, feature flags, versions… | 31 stars · 11 forks | No one-command install · Source | |
| 349 | 83.1280 | rss-feed-parsermcp · search | Provides RSS feed parsing and retrieval with RSSHub integration, automatically trying multiple instances when one fails and supporting custom… | 34 stars · 9 forks | No one-command install · Source | |
| 350 | 83.0425 | context-enginemcp · search | A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code… | 353 stars · 1 fork | No one-command install · Source | |
| 351 | 82.9513 | ibrahimsaleem-pentestthinkingmcp · search | Advanced reasoning engine for penetration testing that implements Beam Search and Monte Carlo Tree Search algorithms to systematically analyze… | 38 stars · 7 forks | No one-command install · Source | |
| 352 | 82.9070 | akshayvkt-lenny-podcastmcp · search | Provides searchable access to Lenny's Podcast transcripts for product management insights, using FlexSearch for fast full-text search across topics… | 35 stars · 8 forks | No one-command install · Source | |
| 353 | 82.9051 | sefaria-mcp-servermcp · search | Enables LLMs to access and search Jewish texts from the Sefaria library through 15 MCP tools, including text retrieval, search, and manuscript access. | 23 stars · 14 forks | No one-command install · Source | |
| 354 | 82.8538 | apple-reminders-mcp-3mcp · search | Enables Claude to manage Apple Reminders on macOS, including creating, reading, updating, deleting, and searching reminders across multiple lists with… | 29 stars · 12 forks | No one-command install · Source | |
| 355 | 82.7834 | athapong-all-in-onemcp · search | Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and… | 37 stars · 7 forks | No one-command install · Source | |
| 356 | 82.6862 | magarcia-giphymcp · search | Allows AI models to search, retrieve, and utilize GIFs from Giphy. | 34 stars · 8 forks | No one-command install · Source | |
| 357 | 82.5646 | lupuletic-onyx-knowledge-basemcp · search | Bridges Onyx knowledge bases with semantic search and chat capabilities, enabling teams to access organizational knowledge through RAG-powered… | 28 stars · 12 forks | No one-command install · Source | |
| 358 | 82.5058 | bsmi021-file-contextmcp · search | Provides advanced file system access and code analysis capabilities, enabling efficient reading, searching, and analysis of large codebases for… | 39 stars · 6 forks | No one-command install · Source | |
| 359 | 82.4792 | growi-mcp-servermcp · search | Connects AI models to GROWI wikis for search and retrieval, enabling context-aware responses from an organization's knowledge base. | 19 stars · 14 forks | No one-command install · Source | |
| 360 | 82.4564 | houtini-geminimcp · search | Professional integration with Google's Gemini AI models featuring Google Search grounding and deep research capabilities | 31 stars · 9 forks | No one-command install · Source | |
| 361 | 82.4103 | ryanjoachim-rtfmmcp · search | Transforms unstructured documentation into an intelligent, searchable knowledge base. | 35 stars · 7 forks | No one-command install · Source | |
| 362 | 82.3839 | chenningling-xiaohongshu-search-commentmcp · search | Enables AI to search and analyze content from Xiaohongshu (Little Red Book) social media platform through web scraping, providing access to comments… | 43 stars · 5 forks | No one-command install · Source | |
| 363 | 82.3771 | verygoodplugins-freescoutmcp · search | Manage FreeScout helpdesk tickets with AI-powered analysis, search filters, and structured outputs. | 25 stars · 13 forks | No one-command install · Source | |
| 364 | 82.3536 | taazkareem-clickupmcp · search | Integrates ClickUp task management with AI systems to enable automated task creation, updates, and retrieval for enhanced project workflow efficiency. | 50 stars · 4 forks | No one-command install · Source | |
| 365 | 82.3350 | joeblockchain-jina-aimcp · search | Integrates with Jina AI's web services to enable web content extraction, search, and fact-checking through natural language interactions. | 28 stars · 11 forks | No one-command install · Source | |
| 366 | 82.3247 | jeannier-homebrewmcp · search | Exposes Homebrew package management commands as individual tools for installing, uninstalling, searching, upgrading, and maintaining macOS development… | 29 stars · 10 forks | No one-command install · Source | |
| 367 | 82.3224 | yikakia-godocmcp · search | Enables Go developers to search for and retrieve detailed documentation from pkg.go.dev, including package information, constants, types, functions… | 38 stars · 6 forks | No one-command install · Source | |
| 368 | 82.2295 | anpigon-obsidian-omnisearchmcp · search | Integrates Obsidian vaults to enable searching and retrieving notes, leveraging personal knowledge for various applications. | 30 stars · 9 forks | No one-command install · Source | |
| 369 | 82.1896 | data360-mcp-servermcp · search | Provides LLM agents direct access to World Bank development indicators, enabling search, validation, and retrieval of data on topics like GDP… | 34 stars · 7 forks | No one-command install · Source | |
| 369 | 82.1896 | webcoderz-geomcp · search | Integrates multiple geocoding services to provide flexible location-based operations including forward/reverse geocoding and address information… | 34 stars · 7 forks | No one-command install · Source | |
| 371 | 82.0894 | gmen1057-headhuntermcp · search | Integrates with HeadHunter (hh.ru) job search platform to enable vacancy searching with advanced filtering, resume management, job applications, and… | 27 stars · 11 forks | No one-command install · Source | |
| 371 | 82.0894 | wealthy-tradingmcp · search | Integrates with the Wealthy trading platform to enable real-time financial operations including price queries, order placement, portfolio management… | 27 stars · 11 forks | No one-command install · Source | |
| 373 | 82.0147 | hritik003-linkedin-integrationmcp · search | Integrates with LinkedIn to enable profile retrieval, job searching, feed post access, and resume analysis for automated platform engagement. | 31 stars · 8 forks | No one-command install · Source | |
| 374 | 81.9804 | kevinwatt-searxngmcp · search | Integrates SearXNG's meta-search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information… | 36 stars · 6 forks | No one-command install · Source | |
| 374 | 81.9804 | deepseekmine-pdf-readermcp · search | Extracts and processes content from PDF documents, offering text reading, OCR capabilities, and image retrieval with performance-optimized caching. | 36 stars · 6 forks | No one-command install · Source | |
| 376 | 81.9720 | infobip-search-mcpmcp · searchalso listed as infobip-search-mcp-2, infobip-search-mcp-3, infobip-search-mcp-4 | Search Infobip documentation to quickly find guides, use cases, and best practices. Unblock integration and messaging workflows with precise… | 33 stars · 7 forks | No one-command install · Source | |
| 376 | 81.9720 | rpg-encodermcp · search | Provides semantic codebase understanding via a graph, enabling AI agents to search, explore, and plan changes with whole-repo context in a single tool… | 33 stars · 7 forks | No one-command install · Source | |
| 381 | 81.9466 | vectara-ragmcp · search | Provides a bridge between conversational interfaces and Vectara's Retrieval-Augmented Generation capabilities, enabling powerful search queries that… | 29 stars · 9 forks | No one-command install · Source | |
| 381 | 81.9466 | matsjfunke-paperclipmcp · search | Integrates with ArXiv, OpenAlex, and Open Science Framework to provide unified academic paper search, metadata retrieval, and full-text PDF extraction… | 29 stars · 9 forks | No one-command install · Source | |
| 383 | 81.7878 | cosmix-linearmcp · search | Integrates Linear's issue tracking system, enabling querying and searching of issues for automated analysis, prioritization, and reporting. | 30 stars · 8 forks | No one-command install · Source | |
| 384 | 81.7814 | skydeckai-rememberizermcp · search | Leverage Rememberizer's document API for AI-powered semantic search and retrieval of enterprise knowledge. | 35 stars · 6 forks | No one-command install · Source | |
| 385 | 81.7746 | antv-visualizationmcp · search | Integrates with AntV's visualization ecosystem to provide intelligent documentation retrieval, code examples, and best practices for g2, g6, l7, x6… | 39 stars · 5 forks | No one-command install · Source | |
| 386 | 81.7284 | jackkuo666-biorxivmcp · search | Provides a specialized interface for searching and retrieving bioRxiv scientific articles through keyword-based searching, advanced parameter… | 25 stars · 12 forks | No one-command install · Source | |
| 387 | 81.6326 | prakhar1605-opencollabmcp · search | Matches developers with open source GitHub issues using 12 tools for issue search, filtering, and contribution discovery. | 18 stars · 13 forks | No one-command install · Source | |
| 388 | 81.5607 | zihaofu245-lmstudio-toolpackmcp · search | Provides web search with DuckDuckGo and concurrent page fetching, sandboxed Python execution with NumPy and SymPy for mathematical computations, and… | 34 stars · 6 forks | No one-command install · Source | |
| 389 | 81.5049 | legalcontextmcp · search | Enables secure access to legal documents from Clio via Claude Desktop, with local processing and semantic search to ground AI responses in actual… | 29 stars · 8 forks | No one-command install · Source | |
| 390 | 81.4233 | hithereiamaliff-nextcloudmcp · search | Integrates with Nextcloud instances to provide file management, calendar scheduling, contact management, and unified search across Notes, Tables, and… | 37 stars · 5 forks | No one-command install · Source | |
| 391 | 81.3874 | databridge-org-databridgemcp · search | Integrates with DataBridge to enable ingestion and retrieval of contextual information from a local database, supporting persistent storage for AI… | 24 stars · 12 forks | No one-command install · Source | |
| 392 | 81.3431 | selenium39-weibomcp · search | Enables scraping of Weibo user information, feeds, and search functionality with tools for user discovery, profile retrieval, and feed access | 33 stars · 6 forks | No one-command install · Source | |
| 393 | 81.2492 | aaronsb-obsidian-semanticmcp · search | Provides intelligent access to Obsidian vaults through file management with fragment retrieval, smart editing with auto-buffering, content navigation… | 36 stars · 5 forks | No one-command install · Source | |
| 394 | 81.2157 | evilran-baidu-searchmcp · search | Provides web search capabilities through Baidu's search engine, enabling retrieval of search results and webpage content with robust error handling… | 28 stars · 8 forks | No one-command install · Source | |
| 395 | 81.1993 | hatmanstack-ragstackmcp · search | Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS. | 25 stars · 10 forks | No one-command install · Source | |
| 396 | 81.1537 | siddhant-k-code-apple-notesmcp · search | Bridges AI systems with macOS Notes application through AppleScript automation, enabling note creation, search, and content retrieval without… | 24 stars · 11 forks | No one-command install · Source | |
| 397 | 81.0968 | salamentic-google-flightsmcp · search | Leverages the fast-flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip… | 21 stars · 12 forks | No one-command install · Source | |
| 398 | 81.0561 | sacode-searxng-searchmcp · search | Integrates with SearxNG privacy-focused search engine to provide web search capabilities with customizable parameters like result count, language, and… | 11 stars · 14 forks | No one-command install · Source | |
| 399 | 81.0502 | zoharbabin-google-researchermcp · search | Google Search, web scraping, and multi-source research tools. | 35 stars · 5 forks | No one-command install · Source | |
| 399 | 81.0502 | egoist-exa-searchmcp · search | Integrates with Exa Search API to enable web searches with customizable parameters for search type, content categories, date ranges, and domain… | 35 stars · 5 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.