Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 67.193 | glidermcp-glidermcp · search | Provides Roslyn-powered C# code analysis capabilities including solution management, diagnostics, symbol search, refactoring, and dependency analysis. | 16 stars · 1 fork | No one-command install · Source | |
| 1602 | 67.544 | pipeshub-mcp-servermcp · search | Enables clients to interact with PipesHub data and functionality through MCP, including chat, search, record retrieval, directory browsing, sources… | 6 stars · 6 forks | No one-command install · Source | |
| 1603 | 67.778 | coupang-mcpmcp · search | Enables searching Coupang products and checking real-time lowest prices via Claude Desktop, with rocket delivery distinction and price formatting. | 17 stars · 1 fork | No one-command install · Source | |
| 1604 | 67.778 | izzzzzi-codewikimcp · search | Searches repos, fetches AI-generated wiki docs, and answers questions about open-source projects via codewiki.google. | 17 stars · 1 fork | No one-command install · Source | |
| 1605 | 67.900 | angrysky56-memvidmcp · search | Converts text content and PDFs into searchable video-based memory systems using H.264/H.265 encoding, enabling semantic search and chat interactions… | 13 stars · 2 forks | No one-command install · Source | |
| 1606 | 67.900 | arena-mcpmcp · search | Enables AI agents to interact with Are.na for creative research and knowledge curation, including searching, browsing, creating, and managing… | 13 stars · 2 forks | No one-command install · Source | |
| 1607 | 67.900 | agentwikis-mcpmcp · search | Provides read-only access to curated, agent-readable knowledge bases from Agent Wikis, with tools for listing, searching, and reading documents… | 13 stars · 2 forks | No one-command install · Source | |
| 1608 | 67.900 | dickiedyce-obsidian-climcp · search | Wraps the official Obsidian CLI for note management, search, metadata, tasks, and templates in Obsidian vaults. | 13 stars · 2 forks | No one-command install · Source | |
| 1609 | 67.906 | tcsavage-obsidian-indexmcp · search | Integrates Obsidian vaults with semantic search capabilities, enabling context-aware retrieval of personal knowledge. | 9 stars · 5 forks | No one-command install · Source | |
| 1610 | 67.906 | vkdnjznd-crypto-tradingmcp · search | Provides a bridge to multiple cryptocurrency exchanges (Upbit, Gate.io, and Binance) for spot trading operations, market data retrieval, and portfolio… | 9 stars · 5 forks | No one-command install · Source | |
| 1611 | 67.906 | moviepilot-mcpmcp · search | Enables natural language interaction with MoviePilot media library automation, supporting search, discovery, subscription management, download… | 9 stars · 5 forks | No one-command install · Source | |
| 1612 | 67.906 | skymoore-grokipediamcp · search | Integrates with Grokipedia wiki-style knowledge base to provide advanced search capabilities with filtering options, intelligent page retrieval with… | 9 stars · 5 forks | No one-command install · Source | |
| 1613 | 68.021 | luigiajah-yfinance-tradermcp · search | Provides real-time stock market data and trading capabilities using yfinance, offering tools for quotes, company information, historical prices… | 11 stars · 3 forks | No one-command install · Source | |
| 1614 | 68.021 | parsedark-stock-market-analysismcp · search | Provides specialized tools for stock market analysis including sector analysis, financial indicators, F10 information, market emotion tracking, and… | 11 stars · 3 forks | No one-command install · Source | |
| 1615 | 68.021 | houtini-google-knowledge-graphmcp · search | Search Google's Knowledge Graph for structured information about real-world entities including people, places, and organizations. | 11 stars · 3 forks | No one-command install · Source | |
| 1616 | 68.021 | google-knowledge-graph-mcpmcp · search | Enables searching Google's Knowledge Graph for real-world entities via two tools: search by query or lookup by Machine ID, returning structured data… | 11 stars · 3 forks | No one-command install · Source | |
| 1617 | 68.063 | bing-webmaster-toolsmcp · search | Integrates with Bing Webmaster Tools API to enable complete site management, URL submission, traffic analysis, crawling, keyword research, and content… | 7 stars · 6 forks | No one-command install · Source | |
| 1618 | 68.063 | boldsign-boldsign-mcpmcp · search | Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/). | 7 stars · 6 forks | No one-command install · Source | |
| 1619 | 68.220 | tom-semple-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using vector and full-text search, leveraging LanceDB and… | 10 stars · 4 forks | No one-command install · Source | |
| 1620 | 68.220 | chrismannina-pubmedmcp · search | Integrates with NCBI PubMed to provide literature search, article retrieval, author-based searches, citation formatting in multiple styles, and… | 10 stars · 4 forks | No one-command install · Source | |
| 1621 | 68.220 | 07freedom-mteammcp · search | Integrates with M-Team private BitTorrent tracker for torrent search, detail retrieval, and file downloading with category filtering and pagination. | 10 stars · 4 forks | No one-command install · Source | |
| 1622 | 68.220 | anarcyst-youtubemcp · search | Zero-configuration YouTube integration with transcript extraction and video search. | 10 stars · 4 forks | No one-command install · Source | |
| 1623 | 68.220 | molanojustin-smithsonian-open-accessmcp · search | Provides access to the Smithsonian Institution's Open Access collections through their API, enabling search across 3+ million cultural objects from… | 10 stars · 4 forks | No one-command install · Source | |
| 1624 | 68.315 | openversemcp · search | Integrates with Openverse's Creative Commons image collection to search and retrieve openly-licensed images with detailed filtering options… | 18 stars · 1 fork | No one-command install · Source | |
| 1625 | 68.315 | danielblomma-cortexmcp · search | Local repo context platform for coding assistants with semantic search and graph relationships. | 18 stars · 1 fork | No one-command install · Source | |
| 1626 | 68.509 | tarive-government-grantsmcp · search | Integrates with the Simpler Grants API to enable keyword-based searching and retrieval of government grant opportunities. | 8 stars · 6 forks | No one-command install · Source | |
| 1627 | 68.715 | jay4242-goose-extensionsmcp · search | Extends Goose AI assistant with five specialized servers for Plex Media Server interaction, Rotten Tomatoes scraping, eBay sales data retrieval… | 14 stars · 2 forks | No one-command install · Source | |
| 1628 | 68.715 | pulse8-ai-cortex-knowledge-vaultmcp · search | Enables AI agents to persist, search, and evolve knowledge through a Markdown vault with a typed knowledge graph and MCP interface. | 14 stars · 2 forks | No one-command install · Source | |
| 1629 | 68.847 | sicrymcp · search | Enables AI agents to access Tor hidden services and the dark web through tools for search, fetch, and analysis over Tor. | 19 stars · 1 fork | No one-command install · Source | |
| 1630 | 68.921 | jakeyshakey-umami-analyticsmcp · search | Integrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic… | 9 stars · 6 forks | No one-command install · Source | |
| 1631 | 69.000 | jerpint-paperpalmcp · search | Connects LLMs to academic research sources for semantic paper searches and detailed information retrieval from arXiv and Hugging Face, enabling… | 12 stars · 3 forks | No one-command install · Source | |
| 1632 | 69.000 | bluzername-lennys-quotesmcp · search | Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs… | 12 stars · 3 forks | No one-command install · Source | |
| 1633 | 69.000 | dan8oren-mcp-apple-notesmcp · search | Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully… | 12 stars · 3 forks | No one-command install · Source | |
| 1634 | 69.255 | alihkhawaher-everything-searchmcp · search | Integrates with the Everything Search Engine to enable file search and management across large file systems using advanced query options and… | 10 stars · 5 forks | No one-command install · Source | |
| 1635 | 69.255 | flint-notemcp · search | Agent-first note-taking application that provides complete access to a structured note management system with wikilink support, hybrid search… | 10 stars · 5 forks | No one-command install · Source | |
| 1636 | 69.255 | gh-ptobey-local-memorymcp · search | Provides local-first personal RAG memory with versioned text chunks stored in ChromaDB. | 10 stars · 5 forks | No one-command install · Source | |
| 1637 | 69.255 | gh-n24q02m-mnemomcp · search | Persistent AI memory with hybrid search (FTS5 + semantic) and cross-machine sync. | 10 stars · 5 forks | No one-command install · Source | |
| 1638 | 69.318 | spences10-duckduckgo-searchmcp · search | Integrates DuckDuckGo search capabilities with customizable parameters for web-based information retrieval. | 3 stars · 8 forks | No one-command install · Source | |
| 1639 | 69.349 | mgraczyk-json-querymcp · search | Provides tools for efficiently querying, searching, and extracting specific information from large JSON files without processing entire structures | 11 stars · 4 forks | No one-command install · Source | |
| 1640 | 69.349 | kiwi-flightsmcp · search | Search and book flights via Kiwi.com | 11 stars · 4 forks | No one-command install · Source | |
| 1641 | 69.349 | crawleomcp · search | Provides real-time web search and website crawling capabilities with zero data retention. | 11 stars · 4 forks | No one-command install · Source | |
| 1642 | 69.545 | wangshunnn-bilibilimcp · search | Integrates with Bilibili video platform to retrieve user information, video details, and perform searches without switching contexts. | 15 stars · 2 forks | No one-command install · Source | |
| 1643 | 69.545 | prih-graph-memorymcp · search | Builds semantic graph memory from project directories with 58 navigation and search tools. | 15 stars · 2 forks | No one-command install · Source | |
| 1644 | 69.545 | graphmemorymcp · search | An MCP server that builds a semantic graph memory from a project directory, indexing documentation and code into graph structures and exposing 70+ MCP… | 15 stars · 2 forks | No one-command install · Source | |
| 1645 | 69.545 | hzyai-ragscoremcp · search | Generate QA datasets and evaluate RAG systems with privacy-first local processing and any LLM provider. | 15 stars · 2 forks | No one-command install · Source | |
| 1646 | 69.545 | andyliszewski-webcrawl-mcpmcp · search | Local-first web scraping, search, and crawling. Static pages extracted locally via trafilatura; optional Firecrawl fallback only when JS rendering is… | 15 stars · 2 forks | No one-command install · Source | |
| 1647 | 69.545 | pubcrawlmcp · search | PubCrawl provides LLMs with access to PubMed, FDA/UK drug labeling, and ClinicalTrials.gov. It enables searching literature, retrieving abstracts and… | 15 stars · 2 forks | No one-command install · Source | |
| 1648 | 69.545 | nickjlamb-pubcrawlmcp · search | PubMed literature search and US/UK drug labelling. | 15 stars · 2 forks | No one-command install · Source | |
| 1649 | 69.545 | muvon-octobrainmcp · search | Standalone memory management system with semantic search, knowledge graph relationships, and vector storage for persistent AI context. | 15 stars · 2 forks | No one-command install · Source | |
| 1650 | 69.750 | tizee-ietf-rfcmcp · search | Provides access to IETF RFC documents, enabling efficient listing, searching, and retrieval with pagination and local caching for internet standards… | 13 stars · 3 forks | No one-command install · Source | |
| 1651 | 69.750 | youtubemcp · search | Integrates with YouTube to enable video content analysis through transcript extraction, search, comment retrieval, and content summarization for… | 13 stars · 3 forks | No one-command install · Source | |
| 1652 | 69.750 | srprasanna-skill-hubmcp · search | Manages Claude skills from structured directories with hot-reload functionality, validation, and search capabilities across metadata including… | 13 stars · 3 forks | No one-command install · Source | |
| 1653 | 69.750 | turritopsismcp · search | Provides a shared project knowledge and handoff layer for coding agents, offering tools to list, search, retrieve, and update stages of project… | 13 stars · 3 forks | No one-command install · Source | |
| 1654 | 69.986 | ferrants-memvid-mcp-servermcp · search | Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search. | 10 stars · 6 forks | No one-command install · Source | |
| 1655 | 69.986 | wikidocs-mcpmcp · search | Enables AI agents to read, edit, and manage Wikidocs books and blogs, including page CRUD operations, keyword search, and image uploads. | 10 stars · 6 forks | No one-command install · Source | |
| 1656 | 69.986 | arjunkmrm-perplexity-searchmcp · search | Enables web searches using Perplexity's API with sonar or sonar-pro models, returning detailed results with citations and optional recency filtering. | 10 stars · 6 forks | No one-command install · Source | |
| 1657 | 70.060 | ricardocenci-wikijsmcp · search | Integrates with WikiJS knowledge bases through GraphQL to enable search, page retrieval, and content discovery operations across multilingual wiki… | 6 stars · 7 forks | No one-command install · Source | |
| 1658 | 70.060 | emi-dm-arxivmcp · search | Integrates with arXiv academic repository to provide paper search by keywords, authors, or categories, content retrieval, and text analysis with… | 6 stars · 7 forks | No one-command install · Source | |
| 1659 | 70.210 | okooo5km-unsplashmcp · search | Connects to Unsplash's API to enable photo searching with customizable filters, detailed image information retrieval, and random photo fetching for… | 16 stars · 2 forks | No one-command install · Source | |
| 1660 | 70.210 | repobase-mcpmcp · search | MCP server for indexing and searching Git repositories with AI. Enables tools like listing repos, semantic search, file globbing, and regex grep. | 16 stars · 2 forks | No one-command install · Source | |
| 1661 | 70.210 | storks-obsidian-climcp · search | Comprehensive Obsidian vault management through the official CLI with 54 tools for files, search, tasks, tags, plugins, and workspaces. | 16 stars · 2 forks | No one-command install · Source | |
| 1662 | 70.210 | attilio81-agno-docsmcp · search | Provides real-time access to the AGNO framework documentation with section browsing and keyword search. | 16 stars · 2 forks | No one-command install · Source | |
| 1663 | 70.210 | lniosy-coolapkmcp · search | Enables AI tools to search and browse the Coolapk Android community with tools for posts, users, topics, applications, and interactive features. | 16 stars · 2 forks | No one-command install · Source | |
| 1664 | 70.210 | gabrimatic-web-searchmcp · search | Integrates Brave Search API for real-time web information retrieval, dynamically categorizing queries to proactively fetch current events, weather… | 16 stars · 2 forks | No one-command install · Source | |
| 1665 | 70.328 | bibliotheque-nationale-de-france-gallicamcp · search | Enables searching and generating research reports from the Bibliothèque Nationale de France's Gallica digital library through natural language queries… | 12 stars · 4 forks | No one-command install · Source | |
| 1666 | 70.328 | zengwenliang416-banana-imagemcp · search | Integrates with Google's Gemini models for intelligent image generation, automatically routing between speed-optimized and quality-optimized models… | 12 stars · 4 forks | No one-command install · Source | |
| 1667 | 70.383 | kablewy-fred-economic-datamcp · search | Integrates with FRED API to provide economic data retrieval, search, and metadata access for economic analysis and forecasting applications. | 11 stars · 5 forks | No one-command install · Source | |
| 1668 | 70.383 | devlimelabs-meilisearchmcp · search | Integrates with Meilisearch to enable advanced search operations, index and document management, and customizable search functionality with features… | 11 stars · 5 forks | No one-command install · Source | |
| 1669 | 70.383 | mcollina-node-fetchmcp · search | Enables web content retrieval and processing with tools for fetching URLs, extracting HTML fragments, and checking site availability using Node.js's… | 11 stars · 5 forks | No one-command install · Source | |
| 1670 | 70.383 | geropl-linearmcp · search | Integrates with Linear's issue tracking system, enabling creation, updating, and searching of issues, as well as managing comments and user… | 11 stars · 5 forks | No one-command install · Source | |
| 1671 | 70.383 | appwrite-docsmcp · search | Provides intelligent access to Appwrite documentation through vector-based semantic search, direct page retrieval, and table of contents navigation… | 11 stars · 5 forks | No one-command install · Source | |
| 1672 | 70.534 | hoxcoremcp · search | Enables LLMs to manage organizational metadata (projects, missions, activities, programs) via a file-based registry, providing CRUD operations and… | 4 stars · 8 forks | No one-command install · Source | |
| 1673 | 70.551 | job104-mcpmcp · search | Searches 104 job listings with natural-language filters and retrieves full postings via MCP tools. | 23 stars · 1 fork | No one-command install · Source | |
| 1674 | 70.564 | m-gonzalo-cosa-saimcp · search | Loads entire documentation sets directly into Gemini's 2M token context window, eliminating traditional RAG limitations for comprehensive technology… | 14 stars · 3 forks | No one-command install · Source | |
| 1675 | 70.564 | getwebmcp · search | Integrates DuckDuckGo, Google Search, Felo AI, and Jina Reader APIs to provide web search, content extraction, and HTML-to-Markdown conversion with… | 14 stars · 3 forks | No one-command install · Source | |
| 1676 | 70.564 | yshalsager-4getmcp · search | Integrates with the 4get meta search engine to provide privacy-focused web, image, and news searches through a search aggregator that maintains user… | 14 stars · 3 forks | No one-command install · Source | |
| 1677 | 70.564 | cyanheads-openalexmcp · search | OpenAlex academic research catalog access for searching 270M+ publications, analyzing research trends, and resolving author and institution… | 14 stars · 3 forks | No one-command install · Source | |
| 1678 | 70.795 | mcp-file-editmcp · search | Provides comprehensive file system operations including reading, writing, searching, patching, code analysis, SSH transfers, and git operations, while… | 17 stars · 2 forks | No one-command install · Source | |
| 1679 | 70.795 | expo-docsmcp · search | Enables fast, offline search and retrieval of Expo documentation from local .mdx files, with tools for searching, getting content, listing sections… | 17 stars · 2 forks | No one-command install · Source | |
| 1680 | 70.795 | vonequinox-websearchmcp · search | Web search and content retrieval using Brave Search with Playwright for JavaScript-heavy sites and CloudScraper for anti-bot protection. | 17 stars · 2 forks | No one-command install · Source | |
| 1681 | 71.025 | jzinno-biomartmcp · search | Integrates with Biomart to enable advanced biological data queries, including gene information retrieval, ID translation, and dataset exploration… | 8 stars · 7 forks | No one-command install · Source | |
| 1682 | 71.077 | dxheroes-jira-linearmcp · search | Integrates with Jira and Linear issue tracking systems to enable retrieval and interaction with tickets directly within conversations, eliminating… | 13 stars · 4 forks | No one-command install · Source | |
| 1683 | 71.077 | sijan2-alexamcp · search | Integrates with Amazon Alexa smart home devices and Echo functionality through reverse-engineered web APIs, enabling voice announcements, smart light… | 13 stars · 4 forks | No one-command install · Source | |
| 1684 | 71.077 | hashnetmcp · search | Universal AI agent discovery - search agents across MCP, NANDA, A2A, and OpenRouter protocols | 13 stars · 4 forks | No one-command install · Source | |
| 1685 | 71.077 | joewilson-perplexitymcp · search | Integrates Perplexity AI to provide intelligent coding assistance for tasks like code analysis, generation, and problem-solving across various… | 13 stars · 4 forks | No one-command install · Source | |
| 1686 | 71.077 | ramalamadingdong-first-agentic-csamcp · search | Search through FRC documentation for WPILib, REV, CTRE, Redux, and PhotonVision using natural language questions. | 13 stars · 4 forks | No one-command install · Source | |
| 1687 | 71.077 | nmeierpolys-structured-memorymcp · search | Maintains structured markdown documents as living memory for focused projects, enabling systematic organization, search, and updates of accumulated… | 13 stars · 4 forks | No one-command install · Source | |
| 1688 | 71.115 | rickyyy1116-youtube-sheetsmcp · search | Integrates YouTube search with Google Sheets to automate video data collection and analysis for content creators, marketers, and researchers. | 11 stars · 6 forks | No one-command install · Source | |
| 1689 | 71.115 | jhgaylor-hirebasemcp · search | Integrates with HireBase Job API to enable job searching with extensive filtering options and detailed job information retrieval for career… | 11 stars · 6 forks | No one-command install · Source | |
| 1690 | 71.115 | serkan-ozal-driflytemcp · search | Query and retrieve topic-specific knowledge from recursively crawled and indexed web pages | 11 stars · 6 forks | No one-command install · Source | |
| 1691 | 71.115 | driflyte-mcp-servermcp · search | Enables AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages. | 11 stars · 6 forks | No one-command install · Source | |
| 1692 | 71.294 | umbra2728-ctfdmcp · search | Integrates with CTFd platforms for cybersecurity competitions, enabling challenge browsing, flag submission, file retrieval, and dynamic container… | 25 stars · 1 fork | No one-command install · Source | |
| 1693 | 71.333 | ethanolivertroy-fedramp-docsmcp · search | Provides access to FedRAMP documentation and compliance data, enabling search through security requirements, control mappings, and guidance documents… | 18 stars · 2 forks | No one-command install · Source | |
| 1694 | 71.333 | arcgis-portal-mcpmcp · search | Enables AI assistants to search, query, and manage ArcGIS Portal and Online content, feature layers, users, and groups via the Model Context Protocol. | 18 stars · 2 forks | No one-command install · Source | |
| 1695 | 71.333 | ai-riksarkivet-ramcp · search | Integrates with the Swedish National Archives (Riksarkivet) data platform to search transcribed historical documents, retrieve full page contexts with… | 18 stars · 2 forks | No one-command install · Source | |
| 1696 | 71.363 | kshern-tavilymcp · search | Integrates with the Tavily API to enable advanced search and content extraction operations, facilitating web research and up-to-date information… | 12 stars · 5 forks | No one-command install · Source | |
| 1697 | 71.394 | wangle201210-dify-retrievermcp · search | Integrates with Dify's dataset retrieval capabilities, exposing knowledge base querying as a discoverable tool for retrieving information from Dify… | 15 stars · 3 forks | No one-command install · Source | |
| 1698 | 71.394 | obsidian-everywheremcp · search | Enables Claude clients to interact with an Obsidian vault as a knowledge graph, supporting full-text search, backlink traversal, neighborhood… | 15 stars · 3 forks | No one-command install · Source | |
| 1699 | 71.437 | jackkuo666-medrxiv-researchmcp · search | Provides a specialized interface for searching and retrieving medical research articles from medRxiv using keyword-based searches, advanced filtering… | 9 stars · 7 forks | No one-command install · Source | |
| 1700 | 71.774 | searchatlasmcp · search | All-in-one SEO, GEO, Google Ads, local SEO, content generation, digital PR, and link building platform with 112 marketing tools. | 10 stars · 7 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.