Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 71.836 | romulus-31780-2mcp · search | ROMulus is a retro gaming ROM search engine that aggregates results from four major sites. Search by game title and console to get download page URLs… | 8,353 installs | No commit datelisted | No one-command install · Source |
| 1702 | 71.836 | romulus-31780mcp · search | ROMulus is a retro gaming ROM search engine that aggregates results from four major sites. Search by game title and console to get download page URLs… | 8,353 installs | No commit datelisted | No one-command install · Source |
| 1703 | 71.864 | ngotaico-codebase-indexmcp · search | Indexes codebases using Qdrant vector storage and Google Gemini embeddings to provide semantic search capabilities over code with intelligent… | 19 stars · 2 forks | No one-command install · Source | |
| 1704 | 71.864 | ezrag-mcp-servermcp · search | Provides semantic search and keyword search over Obsidian notes, along with direct note retrieval, allowing external AI agents to query and access the… | 19 stars · 2 forks | No one-command install · Source | |
| 1705 | 71.864 | stockquotes-mcpmcp · search | Provides real-time stock quotes, historical data, and stock search via Yahoo Finance, enabling AI assistants to access and analyze financial market… | 19 stars · 2 forks | No one-command install · Source | |
| 1706 | 71.892 | onurpolat05-n8n-assistantmcp · search | Enables searching and retrieving n8n documentation, example workflows, and community forum content through a single tool that fetches relevant… | 14 stars · 4 forks | No one-command install · Source | |
| 1707 | 71.892 | cloudglue-mcp-servermcp · search | Connects AI assistants to Cloudglue for video analysis, enabling video description, entity extraction, chapter segmentation, and metadata retrieval… | 14 stars · 4 forks | No one-command install · Source | |
| 1708 | 72.046 | angrysky56-windows-website-downloadermcp · search | Windows-compatible website downloader for efficient web content retrieval and storage, leveraging asynchronous processing and concurrent downloads for… | 6 stars · 8 forks | No one-command install · Source | |
| 1709 | 72.056 | seohyunjun-opensearchmcp · search | Enables natural language interaction with OpenSearch clusters for index operations, document searches, and cluster management without requiring… | 11 stars · 7 forks | No one-command install · Source | |
| 1710 | 72.056 | youtube-mcpmcp · search | Search and browse videos, channels, and playlists to fetch titles, descriptions, stats, and durations. Retrieve multilingual, timestamped transcripts… | 11 stars · 7 forks | No one-command install · Source | |
| 1711 | 72.060 | linear-remotemcp · search | Integrates with Linear's issue tracking system to enable creating, updating, and searching issues, managing teams, and organizing workflow states… | 16 stars · 3 forks | No one-command install · Source | |
| 1712 | 72.060 | langgraph-rag-mcpmcp · search | Retrieval-Augmented Generation system serving LangGraph documentation through the Model Context Protocol, enabling semantic search and context-aware… | 16 stars · 3 forks | No one-command install · Source | |
| 1713 | 72.060 | ragexmcp · search | Gives Claude semantic search superpowers to find and reuse existing patterns in your codebase. | 16 stars · 3 forks | No one-command install · Source | |
| 1714 | 72.060 | hexecu-neural-memorymcp · search | Transforms developer interactions into a Neo4j knowledge graph using Gemini to extract goals, constraints, and preferences, enabling persistent… | 16 stars · 3 forks | No one-command install · Source | |
| 1715 | 72.060 | bekirdag-docdexmcp · search | Lightweight per-repository documentation indexer providing fast full-text search over local markdown and text files with automatic file change… | 16 stars · 3 forks | No one-command install · Source | |
| 1716 | 72.094 | civitaimcp · search | Integrates with Civitai's model repository to provide model search, image browsing, creator discovery, and download access with filtering by type… | 12 stars · 6 forks | No one-command install · Source | |
| 1717 | 72.108 | listen-to-sadhumcp · search | Listen to Sadhu exposes a searchable corpus of Vedic scripture and recorded lectures. Look up verses by reference (e.g. "BG 2.13", "SB 5.5.3", "CC… | 8,356 installs | No commit datelisted | No one-command install · Source |
| 1718 | 72.112 | austenstone-myinstantsmcp · search | Connects to myinstants.com to search, browse, and play millions of meme sounds through local audio players with category browsing and trending sound… | 13 stars · 5 forks | No one-command install · Source | |
| 1719 | 72.112 | justinritchie-aliexpressmcp · search | Search AliExpress products, get shipping info, and manage cart operations. | 13 stars · 5 forks | No one-command install · Source | |
| 1720 | 72.130 | sayoumcp · search | Persistent file-based knowledge workspace for AI agents with versioning and search. | 28 stars · 1 fork | No one-command install · Source | |
| 1721 | 72.290 | heuristic-mcpmcp · search | Enables smart code search in your editor using natural language queries, building an index of your workspace. | 20 stars · 2 forks | No one-command install · Source | |
| 1722 | 72.419 | sourcedmcp · search | Source code search for every package on PyPI and npm. | 29 stars · 1 fork | No one-command install · Source | |
| 1723 | 72.419 | web3-docsmcp · search | Unifies 11 protocol specification repositories (EIPs, BIPs, CIPs, etc.) and canonical contract addresses across 10 chains into a local FTS5 index… | 29 stars · 1 fork | No one-command install · Source | |
| 1724 | 72.565 | primo-mcp-servermcp · search | MCP server for searching Ex Libris Primo library catalogues and subscribed databases, enabling search, record retrieval, autocomplete, citation… | 7 stars · 8 forks | No one-command install · Source | |
| 1725 | 72.565 | sbmagar13-hashnodemcp · search | Create, update, and search Hashnode articles directly through Claude or other MCP clients. | 7 stars · 8 forks | No one-command install · Source | |
| 1726 | 72.644 | hajime-y-deep-researchmcp · search | Provides web search and advanced research capabilities with specialized tools for browsing, document analysis, media processing, and archive searching… | 17 stars · 3 forks | No one-command install · Source | |
| 1727 | 72.644 | kiwix-wiki-mcp-servermcp · search | Provides access to offline Wikipedia and other content through Kiwix, enabling search and retrieval of articles from local ZIM files. | 17 stars · 3 forks | No one-command install · Source | |
| 1728 | 72.644 | prabureddy-ai-research-agentmcp · search | Autonomous research agent that combines web search, document indexing, code execution, and workspace management to gather information, analyze data… | 17 stars · 3 forks | No one-command install · Source | |
| 1729 | 72.644 | cavenine-ctxppmcp · search | Semantic code search and indexing using tree-sitter AST analysis across 13+ languages with call graph traversal and hybrid vector-keyword ranking. | 17 stars · 3 forks | No one-command install · Source | |
| 1730 | 72.644 | sourcelibrarymcp · search | Search thousands of rare pre-modern texts translated to English across philosophy, religion, and science. | 17 stars · 3 forks | No one-command install · Source | |
| 1731 | 72.644 | gh-n24q02m-web-extended-toolkitmcp · search | Web search, content extraction, academic research, and library documentation indexing. | 17 stars · 3 forks | No one-command install · Source | |
| 1732 | 72.653 | moodtrip-hotel-searchmcp · search | MoodTrip is an AI-powered hotel search that understands natural language. Instead of clicking through dozens of filters, simply describe your ideal… | 8,861 installs | No commit datelisted | No one-command install · Source |
| 1733 | 72.702 | kenmcp · search | Fast hybrid code search for agents. Pure Go, single static binary, BM25 lexical + Model2Vec semantic embeddings + RRF fusion + a code-aware reranker… | 30 stars · 1 fork | No one-command install · Source | |
| 1734 | 72.722 | alexw00-artifacthubmcp · search | Provides a bridge to Artifact Hub's Helm chart repository, enabling quick retrieval, searching, and analysis of Helm chart configurations, templates… | 15 stars · 4 forks | No one-command install · Source | |
| 1735 | 72.722 | codebase-rag-mcp-servermcp · search | Enables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code… | 15 stars · 4 forks | No one-command install · Source | |
| 1736 | 72.722 | madebytokens-deobfuscatemcp · search | Transforms minified JavaScript bundles into searchable databases using webcrack unpacking and Babel AST parsing to enable semantic search, selective… | 15 stars · 4 forks | No one-command install · Source | |
| 1737 | 72.722 | codegrok-mcpmcp · search | Enables semantic code search for AI assistants by indexing codebases with embeddings and Tree-sitter, returning relevant snippets via natural language… | 15 stars · 4 forks | No one-command install · Source | |
| 1738 | 72.722 | eric-tramel-zoty-zoteromcp · search | Lightweight Zotero integration providing BM25-ranked search, collection browsing, item lookup, and paper ingestion by arXiv ID or DOI with automatic… | 15 stars · 4 forks | No one-command install · Source | |
| 1739 | 72.722 | sfskills-mcpmcp · search | Provides live-org context for AI assistants with tools to search skills, agents, templates, decision trees, and query Salesforce metadata (Apex, LWC… | 15 stars · 4 forks | No one-command install · Source | |
| 1740 | 72.722 | jameswlepage-wordpress-tracmcp · search | Provides access to WordPress.org Trac development data through public CSV and RSS endpoints, enabling searches across 60,000+ tickets, detailed ticket… | 15 stars · 4 forks | No one-command install · Source | |
| 1741 | 72.723 | jurisprudenciaia-mcpmcp · search | Self-hosted MCP connector for querying Brazilian legal jurisprudence via JurisprudenciaIA. Enables natural language legal research using Claude.ai… | 12 stars · 7 forks | No one-command install · Source | |
| 1742 | 72.843 | beyond-network-ai-farcastermcp · search | Integrates with social platforms like Farcaster to provide standardized access to user profiles, content search, thread analysis, and trending topics… | 13 stars · 6 forks | No one-command install · Source | |
| 1743 | 72.926 | cornelcroi-french-taxmcp · search | Integrates with official French tax websites (impots.gouv.fr, service-public.fr, legifrance.gouv.fr) to provide tax calculations, form guidance… | 14 stars · 5 forks | No one-command install · Source | |
| 1744 | 72.926 | ob-smart-connections-mcpmcp · search | Enables AI agents to find semantic connections and perform text searches in Obsidian vaults using the Smart Connections plugin data. | 14 stars · 5 forks | No one-command install · Source | |
| 1745 | 72.926 | c-cf-imf-datamcp · search | Provides structured access to International Monetary Fund datasets, enabling retrieval of economic indicators and financial statistics for research… | 14 stars · 5 forks | No one-command install · Source | |
| 1746 | 72.926 | total-recallmcp · search | Persistent, cross-tool memory for AI coding assistants, enabling context retention across sessions, tools, and devices with a three-tier memory model… | 14 stars · 5 forks | No one-command install · Source | |
| 1747 | 73.012 | shtse8-filesystemmcp · search | Provides secure, controlled filesystem operations within a project's root directory, enabling safe file listing, reading, writing, and searching with… | 8 stars · 8 forks | No one-command install · Source | |
| 1748 | 73.154 | bazylhorsey-obsidianmcp · search | Integrates with Obsidian vaults to provide knowledge graph analysis, note creation and editing, template management, tag-based searching, and Canvas… | 22 stars · 2 forks | No one-command install · Source | |
| 1749 | 73.165 | airasmcp · search | MCP server for AIRAS, an open-source research automation platform. It provides tools for paper search, retrieval, hypothesis generation, experiment… | 32 stars · 1 fork | No one-command install · Source | |
| 1750 | 73.182 | freestylefly-12306-railwaymcp · search | Integrates with China's 12306 railway system to search train tickets, check schedules, and retrieve route information across the Chinese railway… | 18 stars · 3 forks | No one-command install · Source | |
| 1751 | 73.182 | reporelaymcp · search | Self-hosted MCP server for indexing and searching code repositories via hybrid search and deep code understanding. | 18 stars · 3 forks | No one-command install · Source | |
| 1752 | 73.424 | pearch-ai-mcp-pearchmcp · search | Best people search engine that reduces the time spent on talent discovery | 9 stars · 8 forks | No one-command install · Source | |
| 1753 | 73.472 | kj455-kibelamcp · search | Integrates with Kibela knowledge bases to enable searching, reading, creating, and updating notes directly within conversation interfaces, providing… | 13 stars · 7 forks | No one-command install · Source | |
| 1754 | 73.568 | olivierco-usehooksf97dmcp · search | Provides access to React hooks from the usehooks.io repository with tools for browsing, searching, and retrieving detailed hook implementations… | 23 stars · 2 forks | No one-command install · Source | |
| 1755 | 73.568 | g-cqd-apple-developer-docsmcp · search | Full-text search and browsing across 330,000+ Apple developer documentation pages with BM25 ranking and incremental sync. | 23 stars · 2 forks | No one-command install · Source | |
| 1756 | 73.713 | jghiringhelli-codeseekermcp · search | Graph-powered code intelligence with semantic search, knowledge graph traversal, and coding standards detection. | 19 stars · 3 forks | No one-command install · Source | |
| 1757 | 73.713 | jmeyer1980-neurodivergent-memorymcp · search | Persistent knowledge graph with BM25 search, emotional valence metadata, and local-only storage. | 19 stars · 3 forks | No one-command install · Source | |
| 1758 | 73.756 | protocols-iomcp · search | Integrates with protocols.io platform to enable searching, retrieving, and managing scientific laboratory protocols with full CRUD operations for… | 15 stars · 5 forks | No one-command install · Source | |
| 1759 | 73.756 | wmoto-ai-outlook-toolsmcp · search | Integrates with Microsoft Outlook on Windows to search Exchange directories for user information and manage calendar appointments including creation… | 15 stars · 5 forks | No one-command install · Source | |
| 1760 | 73.761 | imprvhub-mcp-claude-hackernewsmcp · search | An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP). | 10 stars · 8 forks | No one-command install · Source | |
| 1761 | 73.821 | suzy-sa-comsol-multiphysicsmcp · search | Automates COMSOL Multiphysics simulations with RAG-assisted documentation retrieval and guided workflow templates. | 35 stars · 1 fork | No one-command install · Source | |
| 1762 | 73.966 | arxiv-reader-mcpmcp · search | Search and read arXiv papers directly from Claude. Supports keyword, author, category, and date filtering plus full PDF text extraction so Claude can… | 24 stars · 2 forks | No one-command install · Source | |
| 1763 | 73.972 | law7-mcpmcp · search | Provides AI assistants with up-to-date legal documents from official sources, enabling accurate legal information retrieval and analysis. | 17 stars · 4 forks | No one-command install · Source | |
| 1764 | 74.043 | augmented-nature-opentargetsmcp · search | Integrates with Open Targets platform to search therapeutic targets and diseases, retrieve detailed gene and disease information, and analyze… | 11 stars · 8 forks | No one-command install · Source | |
| 1765 | 74.139 | rednote-mind-mcpmcp · search | Enables AI assistants to search Xiaohongshu notes, analyze favorites, and extract text from images for social media research. | 20 stars · 3 forks | No one-command install · Source | |
| 1766 | 74.139 | searxng-mcpmcp · search | MCP server for private web search via self-hosted SearXNG with local reranking, full-page content fetching via Firecrawl, and optional Ollama-powered… | 20 stars · 3 forks | No one-command install · Source | |
| 1767 | 74.288 | cosmix-confluencemcp · search | Integrates with Atlassian Confluence to enable direct retrieval, searching, creation, and updating of wiki pages without switching contexts. | 12 stars · 8 forks | No one-command install · Source | |
| 1768 | 74.422 | gianlucamazza-duckduckgo-searchmcp · search | Integrates with DuckDuckGo's public interface to provide web search functionality, offering advanced features like detailed result exploration… | 16 stars · 5 forks | No one-command install · Source | |
| 1769 | 74.422 | aryaminus-h1b-job-searchmcp · search | Provides direct access to U.S. Department of Labor H-1B LCA disclosure data for searching sponsoring companies by job role and location, analyzing… | 16 stars · 5 forks | No one-command install · Source | |
| 1770 | 74.422 | directory-indexermcp · search | Provides AI assistants with semantic search and read access to local files and directories, enabling knowledge retrieval from indexed content. | 16 stars · 5 forks | No one-command install · Source | |
| 1771 | 74.475 | gscfwid-nccn-guidelinesmcp · search | Provides access to NCCN clinical practice guidelines through automated web scraping, PDF downloading, and content extraction with intelligent caching… | 13 stars · 8 forks | No one-command install · Source | |
| 1772 | 74.488 | artillect-mtg-deck-managermcp · search | Integrates with Magic: The Gathering resources to enable deck management, card drawing, hand manipulation, and Scryfall API searches for comprehensive… | 15 stars · 6 forks | No one-command install · Source | |
| 1773 | 74.510 | louis030195-easy-obsidian-mcpmcp · search | Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem… | 18 stars · 4 forks | No one-command install · Source | |
| 1774 | 74.652 | xaviviro-opendata-catmcp · search | Search and query 2,800+ datasets from Catalan public institutions including the Generalitat and Barcelona councils. | 21 stars · 3 forks | No one-command install · Source | |
| 1775 | 74.652 | umputun-local-docsmcp · search | Provides seamless access to local markdown documentation from multiple sources with smart fuzzy search, file caching, and real-time updates for… | 21 stars · 3 forks | No one-command install · Source | |
| 1776 | 74.779 | youtube-mcp-server-5mcp · search | Integrates YouTube with Claude Code, enabling video transcript retrieval, search, metadata extraction, channel info, playlists, comments, trending… | 8 stars · 9 forks | No one-command install · Source | |
| 1777 | 74.783 | bartonrhodes-manifold-marketsmcp · search | Integrates with Manifold Markets prediction markets, enabling market search, analysis, betting, and portfolio management with precise limit orders and… | 14 stars · 8 forks | No one-command install · Source | |
| 1778 | 74.783 | paper-searchmcp · search | Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, and IACR. Fetch PDFs and extract full text… | 14 stars · 8 forks | No one-command install · Source | |
| 1779 | 74.783 | adamamer20-paper-searchmcp · search | Aggregates academic paper search and retrieval across arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, IACR ePrint Archive, Semantic Scholar, and… | 14 stars · 8 forks | No one-command install · Source | |
| 1780 | 75.004 | dusk-network-pituitarymcp · search | Detects spec drift by indexing specs, docs, and decision records to find overlaps, contradictions, and stale documentation. | 22 stars · 3 forks | No one-command install · Source | |
| 1781 | 75.006 | modelcontextprotocol-juliadocmcp · search | Integrates Julia documentation and source code retrieval for quick reference and exploration within AI workflows. | 17 stars · 5 forks | No one-command install · Source | |
| 1782 | 75.006 | claudiusbotticus-gemini-researchmcp · search | Provides real-time web research and URL summarization powered by Gemini 2.5 Flash with native Google Search grounding. | 17 stars · 5 forks | No one-command install · Source | |
| 1783 | 75.117 | stockfishmcp · search | Integrates with the Stockfish chess engine through UCI protocol to provide move analysis, position evaluation, and game analysis with configurable… | 15 stars · 7 forks | No one-command install · Source | |
| 1784 | 75.144 | seomonstermcp · search | SEO MCP over Search Console, GA4, PageSpeed, Cloudflare, IndexNow, CrUX, and 7 technical-SEO HTTP tools. | 149 stars | No one-command install · Source | |
| 1785 | 75.153 | btwiuse-npm-searchmcp · search | Enables npm package searches via CLI, facilitating JavaScript library discovery and dependency management | 16 stars · 6 forks | No one-command install · Source | |
| 1786 | 75.417 | byteask-embedded-docsmcp · search | An MCP server for source-grounded, page-cited evidence retrieval tailored for embedded and firmware development, returning verbatim snippets with… | 23 stars · 3 forks | No one-command install · Source | |
| 1787 | 75.417 | lrstanley-context7-httpmcp · search | HTTP streaming access to Context7's documentation platform for searching and retrieving software library documentation | 23 stars · 3 forks | No one-command install · Source | |
| 1788 | 75.467 | magectormcp · search | Technology-aware MCP server for Magento 2 and Adobe Commerce with intelligent indexing and search, enabling AI assistants to search, navigate, and… | 20 stars · 4 forks | No one-command install · Source | |
| 1789 | 75.719 | masihmoloodian-semamcp · search | Local semantic code indexer that enables Claude Code to search codebases instead of exploring them, reducing token consumption by up to 10x. | 30 stars · 2 forks | No one-command install · Source | |
| 1790 | 75.737 | contextminemcp · search | Self-hosted documentation and code indexing with MCP integration. | 17 stars · 6 forks | No one-command install · Source | |
| 1791 | 75.782 | misanthropic-ai-ddgmcp · search | Integrates with DuckDuckGo to provide web, image, news, and video search capabilities with configurable parameters for region, safesearch, and time… | 16 stars · 7 forks | No one-command install · Source | |
| 1792 | 75.782 | ollama-deep-researchermcp · search | Leverage Ollama as your LLM, and Tavily or Perplexity to do your deep web research | 16 stars · 7 forks | No one-command install · Source | |
| 1793 | 75.782 | parallel-taskmcp · search | Highly accurate deep search and batch tasks | 16 stars · 7 forks | No one-command install · Source | |
| 1794 | 75.856 | ofershap-markdown-navigatormcp · search | Search, navigate, and extract content from local markdown files with full-text search, section extraction, heading navigation, and code block… | 5 stars · 11 forks | No one-command install · Source | |
| 1795 | 75.980 | r-huijts-opentk-dutch-parliamentmcp · search | Provides a bridge to Dutch parliamentary data through Bert Hubert's tkconv service, enabling search across documents, MP information retrieval, and… | 21 stars · 4 forks | No one-command install · Source | |
| 1796 | 76.076 | rss-crawlermcp · search | Fetches, parses, and stores RSS feeds in a SQLite database, enabling seamless news and article retrieval for language models through filtering… | 19 stars · 5 forks | No one-command install · Source | |
| 1797 | 76.076 | google-image-search-mcpmcp · search | Enables AI assistants to search, download, and analyze Google images via SerpAPI. | 19 stars · 5 forks | No one-command install · Source | |
| 1798 | 76.076 | melaodoidao-datagovmcp · search | Integrates with Data.gov to enable searching, retrieving, and accessing U.S. government datasets for data-driven analysis and research projects. | 19 stars · 5 forks | No one-command install · Source | |
| 1799 | 76.076 | lottiefilesmcp · search | Integrates with the LottieFiles API to enable search and retrieval of animations by keywords, popular collections, and detailed information without… | 19 stars · 5 forks | No one-command install · Source | |
| 1800 | 76.076 | numikel-polish-sejm-legal-actsmcp · search | Integrates with Poland's official Sejm API to provide search, retrieval, and analysis of legal documents from Dziennik Ustaw and Monitor Polski with… | 19 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.