Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 77.233 | olgasafonova-mediawikimcp · search | Integrates with MediaWiki wikis for searching, reading, editing pages, and analyzing wiki content and link structures. | 20 stars · 6 forks | No one-command install · Source | |
| 501 | 77.233 | rm-mcpmcp · search | Enables AI assistants to read, search, and traverse your reMarkable tablet library, including handwritten notes via OCR, turning it into a second… | 20 stars · 6 forks | No one-command install · Source | |
| 501 | 77.233 | mcp-code-indexermcp · search | Enables AI agents to intelligently navigate and understand codebases by providing instant file descriptions, semantic search, and context-aware… | 20 stars · 6 forks | No one-command install · Source | |
| 501 | 77.233 | zim-mcp-servermcp · search | Enables large language models to directly access and search content in ZIM files, allowing offline question answering and information retrieval from… | 20 stars · 6 forks | No one-command install · Source | |
| 505 | 77.132 | enzymemcp · search | Enables interaction with a knowledge base via Enzyme's concept graph, exposing init, petri, catalyze, and status tools for MCP-compatible clients… | 59 stars · 1 fork | No one-command install · Source | |
| 506 | 77.040 | semantic-scholar-mcpmcp · search | An MCP server that provides access to Semantic Scholar's academic paper database, enabling paper search, detailed retrieval, author info, and citation… | 10 stars · 10 forks | No one-command install · Source | |
| 507 | 77.014 | houtini-geo-analyzermcp · search | AI search optimization analysis with actionable findings and gap analysis. | 21 stars · 5 forks | No one-command install · Source | |
| 507 | 77.014 | huoji120-researchmcp · search | Web research via DuckDuckGo search with local knowledge caching and markdown synthesis. | 21 stars · 5 forks | No one-command install · Source | |
| 507 | 77.014 | tavily-proxymcp · search | A Cloudflare Worker that proxies requests to the Tavily API with automatic key rotation from a pool, providing search, extract, crawl, and map tools… | 21 stars · 5 forks | No one-command install · Source | |
| 507 | 77.014 | serverless-dna-mkdocsmcp · search | Enables AI to search and retrieve content from MkDocs documentation sites by leveraging existing Lunr.js indexes and converting HTML to markdown for… | 21 stars · 5 forks | No one-command install · Source | |
| 511 | 76.996 | robotmemmcp · search | Persistent memory system for robotic agents with hybrid BM25 and vector search, spatial retrieval, and session-based memory consolidation. | 28 stars · 3 forks | No one-command install · Source | |
| 511 | 76.996 | scarletlabs-votarsmcp · search | Integrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of voice recordings through transcript… | 28 stars · 3 forks | No one-command install · Source | |
| 513 | 76.904 | ajtgjmdjp-edinetmcp · search | Access Japanese financial disclosures from EDINET with company search and statement retrieval. | 18 stars · 7 forks | No one-command install · Source | |
| 513 | 76.904 | dindicoelho-inoreadermcp · search | Integrates with Inoreader RSS feed reader to provide subscription management, article retrieval with filtering, content search, read status updates… | 18 stars · 7 forks | No one-command install · Source | |
| 513 | 76.904 | open-docsmcp · search | Crawls and indexes technical documentation sites with multi-language support using jieba-wasm and Lunr.js for full-text search capabilities | 18 stars · 7 forks | No one-command install · Source | |
| 516 | 76.863 | rag-ratmcp · search | Local repo-intelligence MCP for coding agents: indexes source, symbols, call graphs, git/GitHub history, and source-bound repo memories into local… | 17 stars · 8 forks | No one-command install · Source | |
| 517 | 76.838 | kikeven-zerikai-memorymcp · search | Workspace-isolated persistent memory server combining ChromaDB vector search and tree-sitter code indexing, with cost-optimized routing between local… | 35 stars · 2 forks | No one-command install · Source | |
| 518 | 76.819 | telebotstudio-mcpmcp · search | Enables AI assistants to search and retrieve official TeleBot Studio documentation via BM25, eliminating hallucinations by grounding responses in… | 16 stars · 9 forks | No one-command install · Source | |
| 519 | 76.807 | jonemo-openpyxl-excelmcp · search | Enables Excel file interaction with capabilities for retrieving cell values, searching ranges, examining formatting and formulas, and listing… | 19 stars · 6 forks | No one-command install · Source | |
| 519 | 76.807 | anuj0456-arxivmcp · search | Integrates with arXiv's academic paper repository to enable searching, analyzing, and managing research papers with features like author searches… | 19 stars · 6 forks | No one-command install · Source | |
| 521 | 76.751 | tabularagmcp · search | Enables AI assistants to query tabular data (CSV/TSV) using natural language with cell-level citations, supporting multi-tenant workspaces, access… | 27 stars · 3 forks | No one-command install · Source | |
| 522 | 76.745 | contextcoremcp · search | A local-first MCP server that indexes all your local files (text, code, images, audio, video) and provides hybrid search (BM25+embeddings) to retrieve… | 23 stars · 4 forks | No one-command install · Source | |
| 522 | 76.745 | leslieleung-memosmcp · search | Connects Claude to the Memos note-taking application, enabling search of existing notes and creation of new ones with automatic tagging. | 23 stars · 4 forks | No one-command install · Source | |
| 524 | 76.734 | naver-searchmcp · search | Search Naver across news, blogs, books, encyclopedia, cafe posts, Knowledge iN, local places, images, shopping, and professional documents. Returns… | 13,327 installs | No commit datelisted | No one-command install · Source |
| 525 | 76.502 | neverinfamous-memory-journalmcp · search | Developer journal with knowledge graphs, Git context, and semantic search | 20 stars · 5 forks | No one-command install · Source | |
| 526 | 76.400 | ngmeyer-librarianmcp · search | Connect AI assistants to Obsidian vaults or any markdown folder for search, backlinks, graph traversal, and knowledge management. | 33 stars · 2 forks | No one-command install · Source | |
| 526 | 76.400 | tdx-finance-mcp-plugin-v3mcp · search | Enables access to TDX A-share financial data, including real-time quotes, K-line, F10 fundamentals, stock screening, and code retrieval via natural… | 33 stars · 2 forks | No one-command install · Source | |
| 528 | 76.366 | larrystanley-heptabasemcp · search | Integrates with Heptabase backup files to enable searching, analyzing, and exporting visual knowledge graphs through automated backup processing… | 17 stars · 7 forks | No one-command install · Source | |
| 528 | 76.366 | qpd-v-image-downloadermcp · search | Integrates image downloading and optimization tools for efficient retrieval, resizing, and format conversion of web images. | 17 stars · 7 forks | No one-command install · Source | |
| 530 | 76.331 | maven-indexer-mcpmcp · searchalso listed as tangcent-maven-indexer | Indexes local Maven and Gradle caches to enable AI agents to search for Java classes, method signatures, and source code, including from internal or… | 22 stars · 4 forks | No one-command install · Source | |
| 530 | 76.331 | parnexcodes-synthetic-web-searchmcp · search | Integrates with the Synthetic API to perform real-time web searches and retrieve structured results containing URLs, titles, text snippets, and… | 22 stars · 4 forks | No one-command install · Source | |
| 533 | 76.275 | docymcp · search | Provides direct access to technical documentation from configured sources, enabling real-time search, retrieval, and navigation through documentation… | 18 stars · 6 forks | No one-command install · Source | |
| 534 | 76.242 | aicayzer-companies-house-ukmcp · search | Programmatic access to UK Companies House data for company lookups, officer searches, ownership tracing, and due diligence scanning. | 13 stars · 9 forks | No one-command install · Source | |
| 534 | 76.242 | douyin-mcpmcp · search | Enables AI assistants to access Douyin (TikTok China) data including video search, details, comments, and user information via local JavaScript… | 13 stars · 9 forks | No one-command install · Source | |
| 536 | 76.160 | sworddut-ffmpeg-helpermcp · search | Provides access to FFmpeg's video processing capabilities including format conversion, audio extraction, trimming, watermarking, frame extraction, and… | 25 stars · 3 forks | No one-command install · Source | |
| 537 | 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 | |
| 537 | 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 | |
| 537 | 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 | |
| 537 | 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 | |
| 537 | 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 | |
| 542 | 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 | |
| 543 | 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 | |
| 544 | 75.782 | parallel-taskmcp · search | Highly accurate deep search and batch tasks | 16 stars · 7 forks | No one-command install · Source | |
| 544 | 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 | |
| 544 | 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 | |
| 547 | 75.737 | contextminemcp · search | Self-hosted documentation and code indexing with MCP integration. | 17 stars · 6 forks | No one-command install · Source | |
| 548 | 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 | |
| 549 | 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 | |
| 550 | 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 | |
| 550 | 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 | |
| 552 | 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 | |
| 553 | 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 | |
| 554 | 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 | |
| 555 | 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 | |
| 555 | 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 | |
| 557 | 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 | |
| 558 | 74.783 | adamamer20-paper-searchmcp · searchalso listed as paper-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 | |
| 558 | 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 | |
| 561 | 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 | |
| 562 | 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 | |
| 562 | 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 | |
| 564 | 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 | |
| 565 | 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 | |
| 566 | 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 | |
| 567 | 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 | |
| 567 | 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 | |
| 567 | 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 | |
| 570 | 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 | |
| 571 | 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 | |
| 571 | 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 | |
| 573 | 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 | |
| 574 | 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 | |
| 575 | 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 | |
| 576 | 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 | |
| 577 | 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 | |
| 578 | 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 | |
| 578 | 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 | |
| 580 | 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 | |
| 580 | 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 | |
| 582 | 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 | |
| 582 | 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 | |
| 584 | 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 | |
| 585 | 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 | |
| 586 | 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 | |
| 586 | 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 | |
| 588 | 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 | |
| 589 | 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 | |
| 590 | 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 | |
| 591 | 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 | |
| 591 | 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 | |
| 591 | 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 | |
| 591 | 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 | |
| 595 | 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 | |
| 596 | 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 | |
| 597 | 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 | |
| 597 | 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 | |
| 597 | 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 | |
| 597 | 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 |
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.