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 | 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 | |
| 1802 | 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 | |
| 1803 | 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 | |
| 1804 | 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 | |
| 1805 | 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 | |
| 1806 | 76.331 | tangcent-maven-indexermcp · search | Indexes local Maven repositories to enable semantic search and discovery of Java classes from external dependencies with method signatures… | 22 stars · 4 forks | No one-command install · Source | |
| 1807 | 76.331 | maven-indexer-mcpmcp · search | 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 | |
| 1808 | 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 | |
| 1809 | 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 | |
| 1810 | 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 | |
| 1811 | 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 | |
| 1812 | 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 | |
| 1813 | 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 |
| 1814 | 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 | |
| 1815 | 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 | |
| 1816 | 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 | |
| 1817 | 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 | |
| 1818 | 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 | |
| 1819 | 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 | |
| 1820 | 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 | |
| 1821 | 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 | |
| 1822 | 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 | |
| 1823 | 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 | |
| 1824 | 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 | |
| 1825 | 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 | |
| 1826 | 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 | |
| 1827 | 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 | |
| 1828 | 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 | |
| 1829 | 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 | |
| 1830 | 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 | |
| 1831 | 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 | |
| 1832 | 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 | |
| 1833 | 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 | |
| 1834 | 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 | |
| 1835 | 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 | |
| 1836 | 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 | |
| 1837 | 77.233 | cardmagic-messagesmcp · search | Fuzzy search and browse Apple Messages/iMessage conversations on macOS. | 20 stars · 6 forks | No one-command install · Source | |
| 1838 | 77.331 | astro-mcpmcp · search | Enables AI models to interact with Astro projects by providing runtime information, documentation search, route listing, and integration details. | 61 stars · 1 fork | No one-command install · Source | |
| 1839 | 77.366 | limitless-lifelogmcp · search | Enables AI access to personal lifelogs recorded via the Limitless Pendant, providing tools for retrieving, listing, and searching recordings to… | 22 stars · 5 forks | No one-command install · Source | |
| 1840 | 77.366 | jmstar85-security-infrastructuremcp · search | Integrates with Splunk SIEM, CrowdStrike EDR, and Microsoft MISP to enable cross-platform threat hunting, security event searches, detection… | 22 stars · 5 forks | No one-command install · Source | |
| 1841 | 77.366 | springdocs-mcpmcp · search | Enables users to access and search Spring ecosystem documentation, guides, tutorials, and best practices through 12 tools, including Spring AI support… | 22 stars · 5 forks | No one-command install · Source | |
| 1842 | 77.366 | ykq007-tavily-bridgemcp · search | Provides managed access to Tavily's search and research APIs with encrypted key storage, automatic rotation, usage tracking, and a React admin… | 22 stars · 5 forks | No one-command install · Source | |
| 1843 | 77.366 | mareurs-codescoutmcp · search | IDE-grade code intelligence with LSP integration, semantic search, and persistent project memory. | 22 stars · 5 forks | No one-command install · Source | |
| 1844 | 77.401 | redditmcp · search | Provides read-only access to Reddit content through PRAW for searching subreddits, retrieving posts and comments, and analyzing discussion trends | 18 stars · 8 forks | No one-command install · Source | |
| 1845 | 77.401 | rkirkendall-medplummcp · search | Integrates with Medplum's FHIR healthcare platform to enable creating, reading, updating, and searching healthcare resources including patients… | 18 stars · 8 forks | No one-command install · Source | |
| 1846 | 77.436 | tcsenpai-gitbookmcp · search | Automatically scrapes and indexes GitBook documentation sites to provide searchable access to content with full-text search, intelligent domain… | 19 stars · 7 forks | No one-command install · Source | |
| 1847 | 77.488 | prajwalnayak7-redismcp · search | Integrates with Redis and AWS MemoryDB for fast, in-memory data storage and retrieval, enabling caching, session management, and real-time analytics. | 25 stars · 4 forks | No one-command install · Source | |
| 1848 | 77.488 | estevaom-journal-ragmcp · search | Enables semantic search through personal markdown journal entries using vector database technology for effortless retrieval of past experiences… | 25 stars · 4 forks | No one-command install · Source | |
| 1849 | 77.567 | dannysubsense-youtube-datamcp · search | Integrates with YouTube's Data API v3 and transcript extraction to provide video analysis, channel management, playlist operations, content discovery… | 12 stars · 10 forks | No one-command install · Source | |
| 1850 | 77.678 | props-labs-firefliesmcp · search | Integrates with Fireflies.ai API to enable retrieval, search, and summarization of meeting transcripts for natural language processing of meeting… | 5 stars · 13 forks | No one-command install · Source | |
| 1851 | 77.746 | farhaparveen919-imagesmcp · search | Enables image retrieval, processing, and display from both URLs and local files with automatic compression and formatting for visual content… | 21 stars · 6 forks | No one-command install · Source | |
| 1852 | 77.746 | yairwein-document-indexermcp · search | Monitors local document folders and maintains a searchable vector index using LanceDB and sentence transformers, enabling natural language queries… | 21 stars · 6 forks | No one-command install · Source | |
| 1853 | 77.746 | ryojerryyu-memosmcp · search | Integrates Memos note-taking application to automate note management, organization, and retrieval tasks. | 21 stars · 6 forks | No one-command install · Source | |
| 1854 | 77.771 | sailro-roslynmcp · search | Visual Studio extension that provides semantic C# code analysis through the live Roslyn workspace, enabling diagnostics validation, symbol search… | 26 stars · 4 forks | No one-command install · Source | |
| 1855 | 77.771 | kevinwatt-ffmpeg-litemcp · search | Provides video and audio processing capabilities through FFmpeg, offering format conversion, compression, trimming, audio extraction, file merging… | 26 stars · 4 forks | No one-command install · Source | |
| 1856 | 77.842 | erikhoward-azure-fhirmcp · search | Provides secure access to Azure Health Data Services FHIR servers, enabling authenticated retrieval and search of healthcare resources across 70+… | 18 stars · 9 forks | No one-command install · Source | |
| 1857 | 77.862 | j3k0-elastic-memorymcp · search | Elasticsearch-based knowledge graph that tracks access patterns to prioritize recent, important, and frequently accessed information with advanced… | 20 stars · 7 forks | No one-command install · Source | |
| 1858 | 78.024 | twelvelabs-indexingmcp · search | Enables video indexing with TwelveLabs by uploading local video files and tracking task status. | 69 stars · 1 fork | No one-command install · Source | |
| 1859 | 78.079 | mcp-vodsmcp · search | Enables AI to search for video streaming URLs and play them directly on Xiaomi TV or other Android TVs. Supports custom configurations for multiple… | 27 stars · 4 forks | No one-command install · Source | |
| 1860 | 78.079 | aahl-vodsmcp · search | Searches Chinese video streaming platforms for TV series and anime playback URLs with Xiaomi TV integration. | 27 stars · 4 forks | No one-command install · Source | |
| 1861 | 78.079 | pinkpixel-deep-research-tavilymcp · search | Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs to aggregate information from multiple sources, extract detailed… | 27 stars · 4 forks | No one-command install · Source | |
| 1862 | 78.095 | pubmedmcp · search | Search biomedical literature across 36 million citations. Find papers, abstracts, and related articles from MEDLINE and life science journals. | 42,536 installs | No commit datelisted | No one-command install · Source |
| 1863 | 78.097 | claude-sessions-mcpmcp · search | Browse, search, rename, split, and clean up Claude Code sessions via MCP, Web UI, or VSCode extension. | 22 stars · 6 forks | No one-command install · Source | |
| 1864 | 78.165 | tradeos-mcpmcp · search | Connects TradeOS trading intelligence to MCP-compatible AI tools, enabling natural language-driven market analysis, ticker search, spread comparison… | 15 stars · 10 forks | No one-command install · Source | |
| 1865 | 78.177 | stat-guy-retrieval-augmented-thinkingmcp · search | Enhances AI capabilities with structured, retrieval-augmented thinking processes, enabling dynamic thought chains and recursive refinement for… | 24 stars · 5 forks | No one-command install · Source | |
| 1866 | 78.177 | quantum3-labs-arbuildermcp · search | AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain… | 24 stars · 5 forks | No one-command install · Source | |
| 1867 | 78.177 | roomi-fields-rtfmmcp · search | Open retrieval layer for indexing code, documentation, and data with semantic search. | 24 stars · 5 forks | No one-command install · Source | |
| 1868 | 78.184 | mihaelamj-cupertinomcp · search | Local Apple documentation crawler with offline search across 263 frameworks | 796 stars | No commit datelisted | No one-command install · Source |
| 1869 | 78.349 | mcp-server-fanqiemcp · search | Enables searching and reading novels from FanQie Novel platform through MCP, supporting book details, chapters, comments, and multi-type content… | 44 stars · 2 forks | No one-command install · Source | |
| 1870 | 78.358 | balajsaleem-criterionmcp · search | Provides semantic search across Quran verses and authentic Hadiths for Islamic guidance. | 20 stars · 8 forks | No one-command install · Source | |
| 1871 | 78.520 | hmk-boxmcp · search | Integrates with Box cloud storage to enable searching, reading, and processing of PDF and Word documents for applications like automated document… | 11 stars · 11 forks | No one-command install · Source | |
| 1872 | 78.522 | china-central-policy-mcpmcp · search | Facilitates retrieval and parsing of Chinese central government policies from gov.cn, offering structured search results and full-text extraction. | 25 stars · 5 forks | No one-command install · Source | |
| 1873 | 78.522 | nuskey8-godot-docsmcp · search | Provides direct access to complete Godot game engine documentation through search, content retrieval, and class information tools that fetch and… | 25 stars · 5 forks | No one-command install · Source | |
| 1874 | 78.522 | steveday763-android-code-searchmcp · search | Provides direct access to Android source code through reverse-engineered APIs to enable code search, file content retrieval, and symbol suggestions… | 25 stars · 5 forks | No one-command install · Source | |
| 1875 | 78.613 | swairshah-zoteromcp · search | Integrates with Zotero to enable searching papers, managing notes, and interacting with local libraries for enhanced research workflows and library… | 29 stars · 4 forks | No one-command install · Source | |
| 1876 | 78.613 | linkupmcp · search | Provides real-time web search and content extraction through Linkup SDK with configurable search depth and JavaScript rendering for retrieving current… | 29 stars · 4 forks | No one-command install · Source | |
| 1877 | 78.688 | shortlist-jobsmcp · search | Automates job searching, application form filling, and submission across major applicant tracking systems. | 35 stars · 3 forks | No one-command install · Source | |
| 1878 | 78.688 | rhobimd-shebemcp · search | BM25-based code search engine providing fast full-text search over code repositories using Tantivy with UTF-8 safe chunking, session-based indexing… | 35 stars · 3 forks | No one-command install · Source | |
| 1879 | 78.688 | sensemcp · search | Codebase intelligence for AI coding agents: symbol graph, blast-radius analysis, and semantic search across large repositories. | 35 stars · 3 forks | No one-command install · Source | |
| 1880 | 78.752 | nighttrek-moondreammcp · search | Provide image analysis capabilities including captioning, object detection, and visual question answering for applications like content moderation and… | 19 stars · 10 forks | No one-command install · Source | |
| 1881 | 78.752 | mjpitz-rfcmcp · search | Provides a bridge to IETF RFC documents for retrieving, searching, and extracting specific sections from technical standards documentation with… | 19 stars · 10 forks | No one-command install · Source | |
| 1882 | 78.772 | looptech-ai-understand-quicklymcp · search | Access a public registry of code-knowledge graphs to help AI agents instantly understand codebases via list, fetch, and search tools. | 47 stars · 2 forks | No one-command install · Source | |
| 1883 | 78.871 | blazickjp-shellmcp · search | Integrates with the local shell environment to enable execution of system commands, file operations, and retrieval of system information for task… | 21 stars · 8 forks | No one-command install · Source | |
| 1884 | 78.896 | alcova-ai-perplexitymcp · search | Connects AI assistants to Perplexity's API for real-time web search and specialized reasoning capabilities through perplexity_ask and… | 30 stars · 4 forks | No one-command install · Source | |
| 1885 | 78.908 | siddhant-k-code-memory-journal-photosmcp · search | Integrates with local iCloud Photos libraries on macOS to enable efficient searching and retrieval of photo metadata based on various criteria like… | 24 stars · 6 forks | No one-command install · Source | |
| 1886 | 78.908 | cevatkerim-unsplash-mcpmcp · search | Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content… | 24 stars · 6 forks | No one-command install · Source | |
| 1887 | 79.024 | mintlify-indexmcp · search | Provides real-time documentation retrieval for coding agents, answering implementation questions with compact, cited context assembled from developer… | 49 stars · 2 forks | No one-command install · Source | |
| 1888 | 79.113 | indian-railway-mcpmcp · search | Enables searching and tracking Indian Railways trains, checking seat availability, live status, delays, and station/train codes. | 27 stars · 5 forks | No one-command install · Source | |
| 1889 | 79.123 | jmcentire-kindexmcp · search | Knowledge indexing and retrieval system with document parsing and semantic search. | 31 stars · 4 forks | No one-command install · Source | |
| 1890 | 79.229 | pluginslab-wp-block-markupmcp · search | WordPress Gutenberg block schema indexing and validation for 121 core blocks. | 38 stars · 3 forks | No one-command install · Source | |
| 1891 | 79.412 | bharatlas-mcpmcp · search | Description: Query India's open geo data in natural language. 8 tools: list layers, inspect schemas, filter/group any column, point-in-polygon locate… | 39 stars · 3 forks | No one-command install · Source | |
| 1892 | 79.537 | ritvij14-crawl4aimcp · search | Integrates web scraping and crawling capabilities with tools for single-page content extraction, metadata retrieval, and Google search functionality… | 24 stars · 7 forks | No one-command install · Source | |
| 1893 | 79.537 | web-search-mcp-2mcp · search | Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical… | 24 stars · 7 forks | No one-command install · Source | |
| 1894 | 79.636 | sivan22-jewish-librarymcp · search | Integrates Jewish texts using Tantivy search engine to provide insights, answer questions, and analyze themes from religious Jewish literature. | 23 stars · 8 forks | No one-command install · Source | |
| 1895 | 79.648 | 3gpp-research-guidancemcp · search | Provides intelligent guidance for telecommunications standards research through structured metadata about 3GPP specifications, offering tools for… | 29 stars · 5 forks | No one-command install · Source | |
| 1896 | 79.648 | chriswritescode-dev-codedoxmcp · search | Crawls documentation websites and extracts code snippets using tree-sitter parsing, automatically categorizing and enriching them with metadata to… | 29 stars · 5 forks | No one-command install · Source | |
| 1897 | 79.664 | zoekt-mcp-servermcp · search | Enables code search across indexed codebases using Zoekt's trigram indexing, supporting regex, file filters, and language filters. | 22 stars · 9 forks | No one-command install · Source | |
| 1898 | 79.664 | divar-zoektmcp · search | Integrates with Zoekt search engine to provide fast code search capabilities across repositories using query language with language filters, file path… | 22 stars · 9 forks | No one-command install · Source | |
| 1899 | 79.664 | yosider-cosensemcp · search | Integrates with cosense to enable retrieval and analysis of project pages for knowledge base querying and collaborative document processing. | 22 stars · 9 forks | No one-command install · Source | |
| 1900 | 79.676 | kazuph-docs-ragmcp · search | Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings. | 17 stars · 11 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.