Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 49.118 | cnki-enhanced-mcpmcp · search | Enables AI to search, filter, and process CNKI academic literature through natural language, including structured search, metadata retrieval… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | max-rousseau-yaml-filesystemmcp · search | Provides controlled YAML file management with surgical editing, pattern search, directory tree visualization, and SMB share support. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | lionkiii-rss-feedsmcp · search | Fetches, filters, and searches RSS feeds with category management, source tracking, and keyword search across configured feed sources. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | zsxq-fetchermcp · search | Enables AI assistants to read and manipulate ZSXQ (知识星球) content via MCP, allowing listing groups, searching posts, downloading and summarizing… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | stellaris-mcpmcp · search | Combines semantic search with AST-based code exploration for AI agents, enabling natural language code search, file structure browsing, symbol… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | arrayo-smart-contextmcp · search | Intelligent context compression reducing AI agent token usage by ~89% through smart file reading and search. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | trip-search-mcpmcp · search | Enables Claude to plan trips by performing live searches against Google Flights, hotels, vacation rentals, activities, and events, plus weather and… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | gh-brianvia-wegmansmcp · search | Search products, manage carts, and analyze purchase history from Wegmans grocery stores. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | gregario-mtg-oraclemcp · search | Magic: The Gathering card search, rules lookup, deck analysis, combo discovery, and Commander intelligence. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | geekmai90-remiomcp · search | Manage Remio notes and knowledge base with 8 tools for search, content reading, creation, updates, and RAG queries. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | indigoprotocol-cardanomcp · search | Provides Cardano blockchain wallet operations including transaction submission, address management, UTxO retrieval, token balances, ADAHandle… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | subdownloadmcp · search | MCP server for YouTube transcript fetching, video search, channel browsing, and persistent knowledge base storage. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | mastadoonprime-sylex-searchmcp · search | Universal search engine for AI agents to discover, evaluate, and compare products, services, and businesses. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | koyach-sfc-syllabusmcp · search | Course syllabus search for Keio University's Shonan Fujisawa Campus with tools for searching, filtering, and retrieving course details. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | lulzasaur9192-marketplace-search-mcpmcp · search | Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | brianleishman-rockautomcp · search | Search and browse the RockAuto auto parts catalog with pricing and vehicle compatibility. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | cloudsmithy-easysearchmcp · search | Integrates with Elasticsearch and OpenSearch clusters for index management, document operations, search queries, snapshot handling, and cluster… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | khgs2411-memvidmcp · search | Provides persistent file-based memory storage for maintaining context across sessions, storing text documents with metadata, and performing hybrid… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | docragmcp · search | Provides RAG (Retrieval Augmented Generation) access to technical documentation through MCP, enabling LLMs to search and retrieve relevant… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | aimbitgmbh-trilium-notesmcp · search | Connects to Trilium Notes through its ETAPI for creating, editing, and searching notes, managing hierarchical relationships, adding metadata, and… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | banana-promptsmcp · searchalso listed as banana-prompts-mcp | Search and discover high-quality Nano Banana AI art prompts from bananaprompts.fun. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | indexnetwork-user-profilemcp · search | Stores user preferences, display names, pronouns, and notes in volatile memory with explicit consent validation, enabling personalized interactions… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | mcp-copilotcli-historymcp · search | Enables searching and analyzing GitHub Copilot's conversation history stored locally, providing tools for full-text search, session listing… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | msaltnet-excel-searchmcp · search | Searches and reads Excel files from local directories with tools for discovering spreadsheet files, converting worksheets to JSON format, and finding… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | academic-paper-mcp-http-sse-servermcp · search | A MCP server for academic literature retrieval, aggregating multiple data sources like arXiv, Crossref, OpenAlex, PubMed, and Semantic Scholar to… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | nitsanavni-atuin-historymcp · search | Integrates with atuin command history to automatically capture bash commands with exit codes and execution context while providing search and… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | kazuph-youtube-subtitle-querymcp · search | Integrates YouTube subtitle retrieval for natural language queries about video content. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | iphysresearch-gw150914-signal-searchmcp · search | Provides complete access to LIGO-Virgo gravitational wave data analysis through PyCBC and GWpy integration, implementing matched filtering pipelines… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | dify-doc-mcp-servermcp · search | An MCP server that integrates Dify knowledge bases, enabling AI assistants to retrieve and search content from Dify via tools like list datasets, get… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | kelvinzer0-devdocsmcpmcp · search | Allows you to search and read documentation directly from DevDocs.io. It operates purely online, fetching data as needed. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | tqiqbal-confluence-data-centermcp · search | Integrates with Confluence Data Center to enable direct access to content through operations like searching, retrieving, creating, updating, and… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | mcp-tfl-journeymcp · search | Provides real-time Transport for London journey data, including routes, alerts, and disruptions, allowing AI assistants to search journeys and get… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | youtube-searchmcp · search | Enables searching YouTube videos, retrieving detailed information, and extracting subtitles in English or Russian for referencing and analyzing video… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | lsd-so-internetdatamcp · search | Provides web data extraction and manipulation capabilities through the LSD programming language, enabling structured data retrieval from websites, web… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | tendayspace-cbeta-buddhist-textsmcp · search | Provides access to Chinese Buddhist Electronic Text Association (CBETA) resources for text retrieval, metadata access, and content analysis of… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | desktop-image-managermcp · search | Provides tools for managing and manipulating local desktop images with capabilities for file counting, filename retrieval, and image compression using… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | techkwon-geminimcp · search | Integrates Google's Gemini model with real-time web search and YouTube data to enhance AI responses with up-to-date information from the internet. | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | v0idpwn-hexdocsmcp · search | Enables AI systems to search and retrieve Elixir documentation from HexDocs across multiple packages with formatted results including titles… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | ronalddegsa-everythingmcp · search | Provides system-level operations for file handling, information retrieval, HTTP requests, and command execution, enabling versatile system management… | 4 stars · 1 fork | No one-command install · Source | |
| 1201 | 49.118 | lincest-papersearchmcp · search | Integrates with arXiv to enable keyword searches, paper retrieval, and tracking of recent submissions across scientific categories. | 4 stars · 1 fork | No one-command install · Source | |
| 1242 | 48.479 | aztec-mcp-servermcp · search | Provides local access to Aztec documentation, examples, and source code via cloned repositories, with optional semantic search for enhanced querying. | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | mkusaka-perplexitymcp · search | Integrates with Perplexity AI's search capabilities to enable AI-powered web search queries using TypeScript and the OpenAI SDK. | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | texan-nxtassist-node-redmcp · search | Node-RED flow management with safe deploy, optimistic locking, and smart search across 13 tools. | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | pylonapi-pylon-mcpmcp · search | x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC… | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | nuclino-mcp-servermcp · search | Provides access to Nuclino content through structured search and retrieval tools. | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | maccam912-searxngmcp · search | Integrates with SearXNG instances to provide unified search capabilities across multiple engines for tasks like information gathering and… | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | mcp-rag-servermcp · search | A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation… | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | aldrin-labs-metaplexmcp · search | Bridges Metaplex documentation and repositories, enabling searches and retrievals for Solana NFT development workflows. | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | hosakakeigo-spreadsheetmcp · search | Integrates with Google Spreadsheets to enable retrieval and manipulation of spreadsheet data for analysis, reporting, and automated information… | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | chromewillow-greyhack-toolsmcp · search | Provides specialized tools for Grey Hack game players to search GitHub for code examples, validate scripts against official API documentation… | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | algonacci-gnewsmcp · search | Integrates with the GNews API to enable news search, headline retrieval, and topic-specific article fetching across multiple languages and countries | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | scmdr-sourcesyncaimcp · search | Integrates with SourceSync.ai's knowledge management platform to enable semantic search, document management, and content ingestion from diverse… | 1 star · 3 forks | No one-command install · Source | |
| 1242 | 48.479 | divslingerx-web-searchmcp · search | Integrates with Google Search using Puppeteer to enable web searches and extract structured results for real-time information retrieval and… | 1 star · 3 forks | No one-command install · Source | |
| 1255 | 48.150 | wikimediamcp · search | Enables natural language queries to search, retrieve, and explore Wikipedia and other Wikimedia project content, including featured articles and… | 4 forks | No one-command install · Source | |
| 1256 | 47.619 | apteka-cismcp · search | CIS pharmacy aggregator — search medicines, compare prices, and find pharmacies across Kazakhstan, Belarus, Kyrgyzstan, Russia, Ukraine, Georgia… | 1,577 installs | No commit datelisted | No one-command install · Source |
| 1257 | 47.273 | clarkemn-prisma-cloud-docsmcp · search | Provides search access to Prisma Cloud documentation by crawling and indexing pages from both main docs and API documentation, implementing caching… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | stellavaultmcp · search | Enables Claude to read, search, and analyze your entire knowledge vault locally via MCP tools like search, drafting, and linting. | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | domdomegg-google-contactsmcp · search | List, search, and manage contacts via Google Contacts | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | chrisgve-workspace-qdrant-mcpmcp · search | Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | data-bs-mcpmcp · search | MCP server for querying Huwise/Opendatasoft data portals. Enables dataset search, metadata retrieval, record filtering with ODSQL, and data export. | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | noir-mcp-servermcp · search | MCP server for Noir development that clones and searches Noir documentation, standard library, examples, and community libraries. | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | maximbilan-macos-photosmcp · search | Provides read-only access to the macOS Photos library, enabling photo search by location, date ranges, and visual content with metadata retrieval and… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | agrath-trello-desktop-mcpmcp · search | Comprehensive Trello integration: 46 tools covering boards, cards, lists, labels, checklists, attachments, members, custom fields, and search… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | codemunch-promcp · search | Provides intelligent code indexing with 15 MCP tools for symbol extraction, hybrid search (FTS5+vector), call graphs, and incremental indexing of… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | paprika-mcpmcp · search | Enables natural language interaction with Paprika Recipe Manager to create, search, update recipes, and generate food photos via AI. | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | wikimedia-image-search-mcpmcp · search | Enables AI assistants to search for images on Wikimedia Commons, returning structured metadata and a composite thumbnail grid for visual comparison. | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | ppiova-travelmcp · search | Provides flight and hotel search capabilities using static JSON data with IATA airport codes and city-based accommodation lookup | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | harukikaneko-esa-iomcp · search | Integrates with esa.io knowledge management platform to enable searching, reading, creating, updating, and deleting posts and comments with support… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | mcp-synapticmcp · search | A memory-enhanced MCP server with RAG database and expiring memory capabilities, enabling AI systems to store and retrieve memories and documents with… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | humansean-bochamcp · search | Enables AI to perform web searches with customizable parameters including freshness filters, domain controls, and result summarization for retrieving… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | zhangzhongnan928-warpcastmcp · search | Integrates with Warpcast to enable posting, reading, searching, and managing interactions on the Farcaster social network for automated content… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | yeonwoosung-tavily-searchmcp · search | Integrates with Tavily API to provide web search capabilities, returning AI-generated responses with source information in a containerized… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | matthewdcage-vapi-voice-aimcp · search | Integrates Vapi's voice AI capabilities with code editors, enabling outbound calls, voice assistant management, and conversation transcript retrieval… | 3 stars · 2 forks | No one-command install · Source | |
| 1257 | 47.273 | ylin6-unleash-feature-flagsmcp · search | Provides a bridge to the Unleash feature flag management system, enabling dynamic creation, retrieval, and management of feature flags across… | 3 stars · 2 forks | No one-command install · Source | |
| 1276 | 46.984 | cupshup-marketing-knowledge-basemcp · search | Search CupShup's marketing knowledge base — services, case studies, and insights from India's leading integrated marketing agency. Covering BTL, RWA… | 1,575 installs | No commit datelisted | No one-command install · Source |
| 1277 | 46.654 | okandemirel-strada-unitymcp · search | Framework-aware Unity development server with 76 tools, RAG search, and real-time Editor bridge. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | vcv-rack-mcpmcp · search | Enables LLMs to compose VCV Rack modular synth patches by generating plain JSON, with tools for patch creation, catalog search, and live OSC control. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | afpnews-mcp-servermcp · search | MCP server exposing AFP news content as tools for AI assistants, enabling article search, retrieval, and analysis via natural language. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | cyanheads-eurostatmcp · search | Search and query Eurostat datasets covering EU economy, demography, trade, and NUTS regional statistics. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | google-search-consolemcp · search | Enables querying Google Search Console data, including search analytics, indexing status, and sitemap management, through natural language… | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | joernberkefeld-sfmcmcp · search | AMPscript, SSJS, and GTL language tools with searchable help documentation for Salesforce Marketing Cloud. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | rag-mcp-2mcp · search | A local hybrid-search MCP server that enables coding agents to query files and folders using natural language, returning relevant code chunks with… | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | yandex-wordstat-mcpmcp · search | Enables querying Yandex Wordstat search statistics, including frequency, related queries, seasonality, and regional distribution, through natural… | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | newzaimcp · search | Real-time headlines and custom news search across 7 regions, free with Google sign-in. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | thetenzinwoser-recallmcp · search | Local semantic search across markdown documents and Granola meeting transcripts. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | inquisitormcp · search | Enables AI agents to efficiently solve problems by estimating complexity, pruning unnecessary paths, and focusing search through web search, code… | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | qune-tech-ocds-mcpmcp · search | German public procurement data (OCDS) — semantic search, tender matching with company profiles, and structured filtering. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | langchain-mcpmcp · search | Provides semantic search across the entire LangChain ecosystem, including documentation and source code for LangChain, LangGraph, LangSmith, and… | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | docagent-mcpmcp · search | Enables local document question-answering and retrieval via MCP, supporting multi-turn conversation, intent recognition, and tools for document… | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | hardcover-mcpmcp · search | Connects AI assistants to the Hardcover book library, enabling natural language book searches, reading status updates, list management, and library… | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | zahhar-zefixmcp · searchalso listed as zefix-mcp | Searches the Swiss Central Business Name Index (Zefix) for company information, legal details, and change history. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | tushariitr19-patent-searchmcp · search | Patent search and prior art discovery via Google Patents dataset on BigQuery. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | pavelungr-seznam-webmastermcp · search | Manages Czech search engine Seznam website indexation, tracks page counts and history, and submits reindex requests via the Seznam Webmaster API. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | hunter-heidenreich-academic-toolsmcp · search | Search papers, retrieve metadata, download PDFs, and read full-text sections from OpenAlex, arXiv, bioRxiv, Crossref, and Wikipedia. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | four-leaf-mcpmcp · search | Job search assistant and interview prep inside any ai tool via MCP or public skill. Every tool you'll need for your job search in one product. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | ukkasyahahmad-shamelamcp · search | Enables access to the Shamela Islamic library for searching and retrieving classical texts. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | ksp-mcpmcp · search | Enables searching and browsing products on KSP.co.il, one of Israel's largest electronics and retail stores, using natural language. | 5 stars | No one-command install · Source | |
| 1277 | 46.654 | generik0-smooth-code-repo-indexmcp · search | Provides structured code indexing and retrieval for monorepos with first-class AGENTS.md support, using Lucene.Net full-text search and bounded… | 5 stars | 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.