Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 29.013 | joesaby-doctreemcp · search | BM25 search and tree navigation over markdown documentation for structured, token-efficient document retrieval. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | mcp-remote-codemcp · search | Enables agent-style remote development over SSH with file operations and command execution, exposing native tools for searching, editing, and… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | crunchtools-gitlabmcp · searchalso listed as mcp-gitlab-crunchtools | Manages GitLab projects, merge requests, issues, pipelines, and search with multi-instance support. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | andrijdavid-bazosmcp · search | Searches listings, retrieves ad details, and fetches seller ratings across Czech and Slovak classified ad platforms Bazos.cz and Bazos.sk. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | lawink-mcpmcp · search | Enables querying Korean legal knowledge graph with 160K precedents and 130K statutes via MCP tools for relation exploration and semantic search. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | gregario-3dprint-oraclemcp · search | 3D printing filament and materials knowledge base. 6,957 filaments from SpoolmanDB with material properties, print settings, manufacturer data, and… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | ivanantigravity-lgtm-perplexity-polzamcp · search | Access Perplexity AI search and research models through the Polza.ai API aggregator. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | finn-mcpmcp · search | An MCP server that provides access to finn.no, Norway's largest online classifieds marketplace, enabling searches and listing retrieval across used… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | gh-oliver-virt-european-trainsmcp · search | Search train schedules, find stations, and check disruptions across European rail networks. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | npupko-agencymcp · search | On-demand access to 150+ specialist AI agent templates with search and browse capabilities. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | hybrid-rag-mcp-servermcp · search | Enables natural language search over PDF documents using vector search, allowing MCP clients like Claude Desktop to query PDF content. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | notifly-mcp-servermcp · search | Enables AI agents to search Notifly documentation and SDK code examples for seamless integration. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | ofershap-npm-plusmcp · search | Search npm packages, check bundle sizes, scan vulnerabilities, and compare download trends. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | xhs-kitmcp · search | Enables automation of Xiaohongshu (Little Red Book) operations including content publishing, searching, and interacting, with MCP protocol support for… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | zvec-mcpmcp · search | Enables AI agents to store, search, and manage a local vector database for RAG knowledge retrieval and long-term memory, powered by zvec. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | emersonmccuin-pixel-project-kgmcp · search | Knowledge graph for AI-assisted knowledge work with semantic search, graph traversal, and work context connectors. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | azure-updates-mcpmcp · searchalso listed as jonnybottles-azure-updates | Enables AI assistants to search and filter Azure platform updates, including previews, general availability, and retirements, through natural language… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | lignertys-reddit-insightsmcp · search | AI-powered Reddit search. Search millions of posts semantically, explore subreddits, and discover trending topics and insights. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | poly-pizza-mcpmcp · search | Enables searching, retrieving, and browsing thousands of free 3D models from Poly Pizza through natural language commands. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | cordra-mcpmcp · search | Provides read-only access to Cordra digital object repositories, enabling AI assistants to explore schemas, retrieve objects, and search using Lucene… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | dervish666-tmdbmcp · search | Integrates with The Movie Database API to provide movie, TV show, and entertainment industry data through search functionality, detailed information… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | index01d-youtube-transcriptmcp · search | Integrates with YouTube's transcript functionality to fetch and analyze video content, enabling applications like summarization, keyword extraction… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | groundx-ragmcp · search | Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | ejfox-spotifymcp · search | Integrates with Spotify to enable music search, playback control, and playlist management for Premium users through specialized tools that work with… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | erddap-mcp-demomcp · search | Enables LLMs to interact with ERDDAP search, metadata, and tabledap services for oceanographic data. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | documentation-searchmcp · search | Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | git-spice-documentation-searchmcp · search | Provides instant access to git-spice documentation within your IDE, enabling real-time searching and automatic assistance for developers working with… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | prem-aimcp · search | Provides direct access to Prem AI's chat completions and RAG capabilities through tools for chat interactions, document uploads, and template-based… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | mcp-groqmcp · search | Provides a suite of AI tools for web search, mathematical calculations, and tech news aggregation via MCP, leveraging Groq LLMs. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | npm-package-searchmcp · search | Provides a specialized tool for fetching detailed npm package information, offering package search and popular packages resources to support… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | domoteek-airbnbmcp · search | Integrates with Airbnb's search and listing details functionality to enable vacation rental discovery and analysis with filters for location, dates… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | memobasemcp · search | Provides a bridge between AI assistants and the MemoBase API for managing conversation context and personal knowledge through JSON-RPC over stdio… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | thuhoai27-find-filesmcp · search | Powerful file search tool that enables wildcard patterns, attribute filtering, and content searching across multiple directories, returning detailed… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | jumasheff-ragdocs-vector-documentation-searchmcp · search | Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | packetnomad-apple-notesmcp · search | Integrates with Apple Notes on macOS, enabling direct searching, reading, and creation of notes without leaving the Cursor editor. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | cnosuke-meilisearchmcp · search | Integrates with Meilisearch to enable powerful search operations with filtering and sorting capabilities for structured data retrieval | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | aeon-seraph-searxngmcp · search | Enables language models to perform web searches through SearXNG, a privacy-focused metasearch engine, with customizable parameters like categories… | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | algonacci-tavily-search58d0mcp · search | Integrates with the Tavily API to provide web search capabilities, enabling internet searches and fact-checking for up-to-date information retrieval. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | muka-web-search-serpermcp · search | Integrates with the Serper API to perform web searches, enabling efficient retrieval and processing of up-to-date web content for applications. | 1 star · 1 fork | No one-command install · Source | |
| 1801 | 29.013 | spotifymcpmcp · search | Enables creating and searching Spotify playlists through natural language using the Model Context Protocol. | 1 star · 1 fork | No one-command install · Source | |
| 1843 | 28.843 | ecomgraphmcp · search | **Independent Shopify app discovery for AI agents.** Search, compare, and pull metadata for 8,000+ ecommerce apps from the EcomGraph catalog. ## Tools… | 1,554 installs | No commit datelisted | No one-command install · Source |
| 1844 | 26.394 | tripuckmcp · search | Tripuck — Flight Meta-Search & Meeting Point.. | 1,421 installs | No commit datelisted | No one-command install · Source |
| 1845 | 25.034 | american-default-researchmcp · search | Read-only MCP for U.S. household financial distress data. Query 96 economic indicators (mortgage delinquency, unemployment claims, savings rate… | 1,338 installs | No commit datelisted | No one-command install · Source |
| 1846 | 24.217 | modellix-docsmcp · search | Search the Modellix knowledge base to quickly find relevant technical information, code examples, and API references. Retrieve implementation details… | 1,290 installs | No commit datelisted | No one-command install · Source |
| 1847 | 23.673 | foul-domainmcp · search | Search 36,000+ analyzed Phish tracks. Find the best jams, shows, and song versions by year, era, venue, tags, and more. | 1,282 installs | No commit datelisted | No one-command install · Source |
| 1848 | 23.374 | mcp-data-fccmcp · search | Enables querying and exploring FCC Open Data datasets via Socrata SoQL, including dataset search, metadata retrieval, and data querying. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | canny-mcp-servermcp · search | Enables customer feedback management by integrating with Canny.io, supporting board listing, post retrieval, search, and creation. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | xverum-mcpmcp · search | Find and enrich the right people from 750M professional profiles. Search by role, seniority, skills, industry, and location in plain English. Pull… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | taskwarrior-mcpmcp · search | Enables natural language interaction with Taskwarrior tasks through the MCP. Supports project-scoped task management including adding, searching… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | ceph-issue-kbmcp · search | Enables searching and analyzing Ceph issues from multiple trackers, providing tools to find known issues, workarounds, and fixes. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | tallyfymcp · search | Run your Tallyfy workflows from any AI assistant in plain English. 107 tools across processes, tasks, templates, form fields, automation rules, users… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | sirenicmcp · search | Provides official French and European company data (INSEE Sirene, INPI RNE) for AI agents via pay-per-call USDC on Base, including search, profiles… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | wwn-mcpmcp · search | A local-embeddings RAG + Model Context Protocol server that provides retrieval-backed knowledge of the Wawona stack to Cursor models. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | mcp-elifemcp · search | Enables AI agents to retrieve and search open-access life-sciences and biomedical journal articles from eLife via MCP. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | mcp-dnd5emcp · search | Enables searching and retrieving D&D 5th Edition spells via natural language queries. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | kyan9400-file-findermcp · search | Provides file search functionality within filesystems, returning detailed metadata for discovered files based on path fragments. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | skills-over-mcp-demomcp · search | Serves Agent Skills over MCP using the SEP-2640 Skills Extension, enabling skills discovery, retrieval, and resource reading via MCP. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | tender-mcpmcp · search | Searches UK, EU, and US government procurement portals and scores tenders with AI analysis. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | awo-mcp-demomcp · search | Enables querying AWO facility data through natural language, supporting search by city, service, and counting facilities. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | osrs-wiki-mcpmcp · search | Provides read-only access to Old School RuneScape Wiki data, returning structured content with source provenance via MCP tools for searching pages… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | erx-egypt-research-commonsmcp · search | Enables searching, retrieving, and analyzing documents from over 30 Egyptian official, legal, academic, and news sources with MCP tools for timeline… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | tenderapi-mcpmcp · search | Exposes French and EU public procurement data (BOAMP + TED) as MCP tools for AI agents, enabling search for tenders, awards, and winner intelligence… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | expert-factorymcp · search | Builds a queryable knowledge graph from a pack of repos, papers, and notes, and serves it to agents via MCP, enabling search, source reading, and… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | government-contracts-mcpmcp · search | Enables AI agents to search and analyze federal government contract opportunities and awards from SAM.gov and USASpending.gov, with tools for contract… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | quranpedia-mcpmcp · search | Provides AI clients with fast, hallucination-free access to the Quran through 13 MCP tools, covering search, navigation, morphology, tafsir… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | google-flights-policy-recommender-mcpmcp · search | Searches Google Flights, labels results as in-policy or out-of-policy based on a travel policy file, and ranks them by preferences like nonstop… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | fulcru-mcpmcp · search | Enables AI assistants to find questions where they name competitors instead of you, write pages to close those gaps, publish them, and measure the… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | google-seo-mcpmcp · search | Provides AI agents with hands-on control of Google SEO and analytics tools including Search Console, GA4, Tag Manager, Indexing API, and PageSpeed… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | cci-black-book-mcpmcp · search | Enables semantic search over the CCI Black Book, a scanned grow manual, retrieving both text and visual content with cited evidence packs for AI… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | crunchtools-google-search-consolemcp · search | Query search analytics, manage sitemaps, and inspect URL indexing status via Google Search Console API. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | tavily-web-search-mcp-servermcp · search | An experimental MCP server that provides web search capabilities using the Tavily API. Still in progress, not production-ready. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | mcp-lastfmmcp · search | Provides 41 read-only tools to search and browse Last.fm data, including artists, albums, tracks, user scrobble history, and charts. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | pdf-search-mcpmcp · search | MCP server for full-text search across PDF document collections with offline indexing, ranked results, snippets, and page rendering. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | hira-disease-mcpmcp · search | Enables searching and retrieving Korean disease information and statistics from the Health Insurance Review and Assessment Service (HIRA) using… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | luckin-mcp-proxymcp · search | A local proxy for Luckin Coffee's official MCP, enabling natural language ordering, reordering, and shop/product search with automatic retry and… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | bidsparqmcp · search | Search U.S. federal, state, and local RFPs, subaward primes, pricing, and vendor data. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | fieldcure-mcp-essentialsmcp · search | Provides 20 essential tools including HTTP requests, web search, file I/O, shell commands, and persistent memory for any MCP client, with zero… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | sebastienmonnier59-google-search-consolemcp · search | Access Google Search Console site performance data, keyword opportunities, and indexation status. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | abhishek2432001-deeprepomcp · search | RAG engine for local codebases with multi-provider AI support and semantic search. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | apple-books-mcpmcp · search | Enables AI clients to read and write local Apple Books library, collections, and annotations. Supports searching, exporting, and modifying books and… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | obsidian-rag-mcpmcp · search | Enables semantic search over an Obsidian vault using natural language, retrieving relevant notes and extracted conclusions. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | plexusmcp · search | Persistent typed knowledge graph for AI agents with full-text search, entity relationships, and temporal history. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | utilify-mcp-servermcp · search | Enables AI agents to search, compare, and sign up for Texas utility plans (electricity, internet, gas, water, trash) across all ZIP codes, returning… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | embgrepmcp · search | Provides local semantic search over files using embeddings, enabling directory indexing and natural language queries without external services. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | schwab-mcp-servermcp · search | A read-only Model Context Protocol server that connects your Schwab brokerage account to LLM applications for portfolio monitoring and market data… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | shubhamekapure-social-searchmcp · search | Search across social media platforms using SearXNG, Serper, or Google Custom Search with domain-specific filtering. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | ulucoremcpmcp · search | Low-level blockchain interface MCP server for Algorand and Voi networks, providing account/asset/app inspection, transaction search, block retrieval… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | mcp-research-pipelinemcp · search | Unifies YouTube transcripts, YouTube search, and Google NotebookLM into a research pipeline for Claude Desktop and MCP clients. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | ariadnemcp · search | Semantic code index and gatekeeper that exposes 14 read-only MCP tools for AI agents, enabling symbol search, definition lookup, reference finding… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | osrs-companionmcp · search | Enables AI assistants to search the OSRS Wiki, lookup Grand Exchange prices, and access synced player data (bank, skills, quests, etc.) via local… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | rootapp-documentation-mcp-servermcp · search | Serves RootApp documentation files with search and retrieval capabilities, enabling users to access specific docs, browse directory structure, and… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | searchapimcp · search | Access real-time search data across Google, Bing, flights, hotels, shopping, and more. | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | jtucker-untappdmcp · search | Integrates with the Untappd API to enable beer search, detailed information retrieval, and user check-in access for beer-related data analysis and… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | saidiibrahim-search-papersmcp · search | Search and analyze academic papers from arXiv | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | search-papersmcp · search | Enables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | roadahead1-goweb3mcp · search | Provides access to Web3 events and news from GoWeb3.fyi through a proxy bridge that enables searching events by region and month for discovering Web3… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | yunkee-lee-kakao-localmcp · search | Integrates with Kakao's mapping APIs to provide location information within South Korea, enabling address geocoding, place searching, and detailed… | 1 fork | No one-command install · Source | |
| 1848 | 23.374 | lowlyocean-duckduckgo-searchmcp · search | Integrates with DuckDuckGo to enable web search functionality, returning results as structured data for easy incorporation into AI workflows. | 1 fork | 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.