Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 79.8828 | dorukardahan-domain-searchmcp · search | Check domain availability and pricing across multiple registrars | 25 stars · 7 forks | No one-command install · Source | |
| 1902 | 79.9436 | suhail-ak-s-typesensemcp · search | Integrates with Typesense search engine instances to enable efficient searching and listing of collections as resources, supporting both local and… | 19 stars · 11 forks | No one-command install · Source | |
| 1903 | 80.0344 | jovanhsu-neo4j-knowledge-graphmcp · search | Provides a Neo4j-powered knowledge graph storage solution for maintaining complex relationships between data points with persistent memory across… | 24 stars · 8 forks | No one-command install · Source | |
| 1904 | 80.0344 | chroma-working-memorymcp · search | Provides a persistent, searchable, automatically updated 'second brain' for development by integrating ChromaDB with automated codebase indexing, chat… | 24 stars · 8 forks | armory install chroma-working-memory --cli claude | |
| 1905 | 80.0344 | skill-cortex-litemcp · search | Enables all IDEs to access Claude Code Skills capabilities with skill discovery, search, and management tools. | 24 stars · 8 forks | No one-command install · Source | |
| 1906 | 80.0428 | hyperliquid-mcpmcp · search | Enables AI assistants to securely trade on Hyperliquid perpetual exchange, including order placement, position management, market data retrieval, and… | 22 stars · 10 forks | No one-command install · Source | |
| 1907 | 80.0428 | isiahw1-bing-webmastermcp · search | Integrates with Bing Webmaster Tools API to provide website management and SEO analytics through over 40 specialized tools for site management… | 22 stars · 10 forks | No one-command install · Source | |
| 1908 | 80.0428 | chanmeng666-google-jobsmcp · search | Integrates with Google Jobs search via Serp API to enable efficient querying and retrieval of job listings for career guidance, labor market analysis… | 22 stars · 10 forks | No one-command install · Source | |
| 1909 | 80.0782 | awesimon-elasticsearchmcp · search | Enables natural language interaction with Elasticsearch databases for search functionality and index management without requiring complex query syntax… | 23 stars · 9 forks | No one-command install · Source | |
| 1910 | 80.0782 | alhwyn-canliimcp · search | Integrates with CanLII's Canadian legal database to provide search and retrieval capabilities for court decisions, legislation, case metadata, and… | 23 stars · 9 forks | No one-command install · Source | |
| 1911 | 80.0782 | adawalli-nexusmcp · search | AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX. | 23 stars · 9 forks | No one-command install · Source | |
| 1912 | 80.1580 | sqrymcp · search | AST-based semantic code search with 33 tools across 35 programming languages, supporting call tracing, impact analysis, and graph queries. | 31 stars · 5 forks | No one-command install · Source | |
| 1913 | 80.1657 | augmented-nature-pdbmcp · search | Integrates with the Protein Data Bank (PDB) to provide search, retrieval, and analysis capabilities for protein structures, coordinates, quality… | 26 stars · 7 forks | No one-command install · Source | |
| 1914 | 80.1784 | jhomen368-overseerrmcp · search | Integrates with Overseerr media management instances to enable automated media search, request submission with quality profiles, and request approval… | 21 stars · 11 forks | No one-command install · Source | |
| 1915 | 80.3451 | omniclip-rag-mcp-servermcp · search | Read-only local-first MCP server enabling AI assistants to semantically search private Markdown, PDF, and Tika-backed knowledge bases without data… | 45 stars · 3 forks | No one-command install · Source | |
| 1916 | 80.3451 | msjsc001-omniclip-ragmcp · search | Local-first RAG knowledge base supporting 1290 file formats with semantic search, markdown indexing, and read-only MCP retrieval. | 45 stars · 3 forks | No one-command install · Source | |
| 1917 | 80.3795 | rayyan9477-linkedin-job-assistantmcp · search | Integrates with LinkedIn to automate job searching, profile viewing, resume generation, and job applications with tailored resume and cover letter… | 25 stars · 8 forks | No one-command install · Source | |
| 1918 | 80.3795 | theobrigitte-timemcp · search | Provides time and date manipulation capabilities including current time retrieval, timezone conversion, duration arithmetic, natural language relative… | 25 stars · 8 forks | No one-command install · Source | |
| 1919 | 80.3795 | jobgptmcp · search | Search jobs, auto-apply to positions, generate tailored resumes, and track applications through the 6figr JobGPT platform. | 25 stars · 8 forks | No one-command install · Source | |
| 1920 | 80.3942 | u-he-preset-randomizer-mcpmcp · search | Enables AI assistants to search, generate, and manipulate u-he synth presets through natural language, including browsing libraries, randomizing… | 32 stars · 5 forks | No one-command install · Source | |
| 1921 | 80.3942 | librarianmcp · search | Provides AI agents with persistent knowledge storage, enabling them to store, search, and retrieve text, documents, and files using semantic and… | 32 stars · 5 forks | No one-command install · Source | |
| 1922 | 80.4486 | shoofio-brave-search-ssemcp · search | Integrates with Brave Search to provide web and local search capabilities with automatic fallback, rate limiting, and SSE transport support for… | 16 stars · 12 forks | No one-command install · Source | |
| 1923 | 80.4486 | koundinya-zendeskmcp · search | Integrates with Zendesk to enable ticket retrieval, creation, updating, and searching directly from conversation interfaces for streamlined customer… | 16 stars · 12 forks | No one-command install · Source | |
| 1924 | 80.4735 | itshare4u-agent-knowledgemcp · search | Provides knowledge management capabilities through Elasticsearch integration, file system operations, and Git/SVN version control with 31 specialized… | 27 stars · 7 forks | No one-command install · Source | |
| 1925 | 80.4761 | thesethrose-fetch-browsermcp · search | Fetch Browser enables headless web content retrieval and Google searching without API keys, supporting multiple output formats for web scraping and… | 24 stars · 9 forks | No one-command install · Source | |
| 1926 | 80.4788 | raphasouthall-neurostackmcp · search | Long-term memory for AI agents with tiered retrieval, hybrid search, and knowledge graph indexing. | 46 stars · 3 forks | No one-command install · Source | |
| 1927 | 80.6119 | uarlouski-testrailmcp · search | Connects to TestRail test management for searching, creating, updating, and executing test cases. | 33 stars · 5 forks | No one-command install · Source | |
| 1928 | 80.6622 | sanderkooger-ragdocsmcp · search | Provides semantic document search and retrieval through vector embeddings, enabling context-aware responses backed by specific documentation sources | 30 stars · 6 forks | No one-command install · Source | |
| 1929 | 80.6624 | datalayer-earthdatamcp · search | Provides a bridge to NASA's Earthdata platform for searching and retrieving Earth science datasets and data granules based on keywords, temporal… | 26 stars · 8 forks | No one-command install · Source | |
| 1930 | 80.7404 | minirag-mcpmcp · search | Local-first RAG MCP server that indexes local documents and provides hybrid search (semantic + keyword) with file ingestion, URL fetching, and a CLI… | 65 stars · 2 forks | No one-command install · Source | |
| 1931 | 80.8212 | iamalexander-readwisemcp · search | Integrates with Readwise to provide access to saved articles, books, highlights, and documents, enabling users to reference, analyze, and search… | 25 stars · 9 forks | No one-command install · Source | |
| 1932 | 80.8295 | rust-local-ragmcp · search | Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with Ollama embeddings, automatically… | 34 stars · 5 forks | No one-command install · Source | |
| 1933 | 80.8542 | inkeep-ragmcp · search | Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and… | 24 stars · 10 forks | No one-command install · Source | |
| 1934 | 80.9701 | deep-researchmcp · search | Provides a stateful web research system that iteratively explores topics using Firecrawl for searches and GPT-4 for analysis, generating citation-rich… | 27 stars · 8 forks | No one-command install · Source | |
| 1935 | 80.9701 | locchung-three-jsmcp · search | Enables real-time manipulation of Three.js 3D scenes through WebSocket connections, allowing natural language control of object creation, movement… | 27 stars · 8 forks | No one-command install · Source | |
| 1936 | 81.0082 | macrocosm-os-macrocosmos-mcpmcp · search | 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. | 29 stars · 7 forks | No one-command install · Source | |
| 1937 | 81.0502 | egoist-exa-searchmcp · search | Integrates with Exa Search API to enable web searches with customizable parameters for search type, content categories, date ranges, and domain… | 35 stars · 5 forks | No one-command install · Source | |
| 1938 | 81.0502 | zoharbabin-google-researchermcp · search | Google Search, web scraping, and multi-source research tools. | 35 stars · 5 forks | No one-command install · Source | |
| 1939 | 81.0561 | sacode-searxng-searchmcp · search | Integrates with SearxNG privacy-focused search engine to provide web search capabilities with customizable parameters like result count, language, and… | 11 stars · 14 forks | No one-command install · Source | |
| 1940 | 81.0968 | salamentic-google-flightsmcp · search | Leverages the fast-flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip… | 21 stars · 12 forks | No one-command install · Source | |
| 1941 | 81.1537 | siddhant-k-code-apple-notesmcp · search | Bridges AI systems with macOS Notes application through AppleScript automation, enabling note creation, search, and content retrieval without… | 24 stars · 11 forks | No one-command install · Source | |
| 1942 | 81.1993 | hatmanstack-ragstackmcp · search | Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS. | 25 stars · 10 forks | No one-command install · Source | |
| 1943 | 81.2157 | evilran-baidu-searchmcp · search | Provides web search capabilities through Baidu's search engine, enabling retrieval of search results and webpage content with robust error handling… | 28 stars · 8 forks | No one-command install · Source | |
| 1944 | 81.2492 | aaronsb-obsidian-semanticmcp · search | Provides intelligent access to Obsidian vaults through file management with fragment retrieval, smart editing with auto-buffering, content navigation… | 36 stars · 5 forks | No one-command install · Source | |
| 1945 | 81.3431 | selenium39-weibomcp · search | Enables scraping of Weibo user information, feeds, and search functionality with tools for user discovery, profile retrieval, and feed access | 33 stars · 6 forks | No one-command install · Source | |
| 1946 | 81.3874 | databridge-org-databridgemcp · search | Integrates with DataBridge to enable ingestion and retrieval of contextual information from a local database, supporting persistent storage for AI… | 24 stars · 12 forks | No one-command install · Source | |
| 1947 | 81.4233 | hithereiamaliff-nextcloudmcp · search | Integrates with Nextcloud instances to provide file management, calendar scheduling, contact management, and unified search across Notes, Tables, and… | 37 stars · 5 forks | No one-command install · Source | |
| 1948 | 81.5049 | legalcontextmcp · search | Enables secure access to legal documents from Clio via Claude Desktop, with local processing and semantic search to ground AI responses in actual… | 29 stars · 8 forks | No one-command install · Source | |
| 1949 | 81.5607 | zihaofu245-lmstudio-toolpackmcp · search | Provides web search with DuckDuckGo and concurrent page fetching, sandboxed Python execution with NumPy and SymPy for mathematical computations, and… | 34 stars · 6 forks | No one-command install · Source | |
| 1950 | 81.6326 | prakhar1605-opencollabmcp · search | Matches developers with open source GitHub issues using 12 tools for issue search, filtering, and contribution discovery. | 18 stars · 13 forks | No one-command install · Source | |
| 1951 | 81.7284 | jackkuo666-biorxivmcp · search | Provides a specialized interface for searching and retrieving bioRxiv scientific articles through keyword-based searching, advanced parameter… | 25 stars · 12 forks | No one-command install · Source | |
| 1952 | 81.7746 | antv-visualizationmcp · search | Integrates with AntV's visualization ecosystem to provide intelligent documentation retrieval, code examples, and best practices for g2, g6, l7, x6… | 39 stars · 5 forks | No one-command install · Source | |
| 1953 | 81.7814 | skydeckai-rememberizermcp · search | Leverage Rememberizer's document API for AI-powered semantic search and retrieval of enterprise knowledge. | 35 stars · 6 forks | No one-command install · Source | |
| 1954 | 81.7878 | cosmix-linearmcp · search | Integrates Linear's issue tracking system, enabling querying and searching of issues for automated analysis, prioritization, and reporting. | 30 stars · 8 forks | No one-command install · Source | |
| 1955 | 81.9466 | matsjfunke-paperclipmcp · search | Integrates with ArXiv, OpenAlex, and Open Science Framework to provide unified academic paper search, metadata retrieval, and full-text PDF extraction… | 29 stars · 9 forks | No one-command install · Source | |
| 1956 | 81.9466 | vectara-ragmcp · search | Provides a bridge between conversational interfaces and Vectara's Retrieval-Augmented Generation capabilities, enabling powerful search queries that… | 29 stars · 9 forks | No one-command install · Source | |
| 1957 | 81.9720 | rpg-encodermcp · search | Provides semantic codebase understanding via a graph, enabling AI agents to search, explore, and plan changes with whole-repo context in a single tool… | 33 stars · 7 forks | No one-command install · Source | |
| 1958 | 81.9720 | infobip-search-mcp-4mcp · search | Search Infobip documentation to quickly find guides, use cases, and best practices. Unblock integration and messaging workflows with precise… | 33 stars · 7 forks | No one-command install · Source | |
| 1959 | 81.9720 | infobip-search-mcp-3mcp · search | Search Infobip documentation to quickly find guides, use cases, and best practices. Unblock integration and messaging workflows with precise… | 33 stars · 7 forks | No one-command install · Source | |
| 1960 | 81.9720 | infobip-search-mcp-2mcp · search | Search Infobip documentation to quickly find guides, use cases, and best practices. Unblock integration and messaging workflows with precise… | 33 stars · 7 forks | No one-command install · Source | |
| 1961 | 81.9720 | infobip-search-mcpmcp · search | Search Infobip documentation to quickly find guides, use cases, and best practices. Unblock integration and messaging workflows with precise… | 33 stars · 7 forks | No one-command install · Source | |
| 1962 | 81.9804 | deepseekmine-pdf-readermcp · search | Extracts and processes content from PDF documents, offering text reading, OCR capabilities, and image retrieval with performance-optimized caching. | 36 stars · 6 forks | No one-command install · Source | |
| 1963 | 81.9804 | kevinwatt-searxngmcp · search | Integrates SearXNG's meta-search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information… | 36 stars · 6 forks | No one-command install · Source | |
| 1964 | 82.0147 | hritik003-linkedin-integrationmcp · search | Integrates with LinkedIn to enable profile retrieval, job searching, feed post access, and resume analysis for automated platform engagement. | 31 stars · 8 forks | No one-command install · Source | |
| 1965 | 82.0894 | wealthy-tradingmcp · search | Integrates with the Wealthy trading platform to enable real-time financial operations including price queries, order placement, portfolio management… | 27 stars · 11 forks | No one-command install · Source | |
| 1966 | 82.0894 | gmen1057-headhuntermcp · search | Integrates with HeadHunter (hh.ru) job search platform to enable vacancy searching with advanced filtering, resume management, job applications, and… | 27 stars · 11 forks | No one-command install · Source | |
| 1967 | 82.1896 | webcoderz-geomcp · search | Integrates multiple geocoding services to provide flexible location-based operations including forward/reverse geocoding and address information… | 34 stars · 7 forks | No one-command install · Source | |
| 1968 | 82.1896 | data360-mcp-servermcp · search | Provides LLM agents direct access to World Bank development indicators, enabling search, validation, and retrieval of data on topics like GDP… | 34 stars · 7 forks | No one-command install · Source | |
| 1969 | 82.2295 | anpigon-obsidian-omnisearchmcp · search | Integrates Obsidian vaults to enable searching and retrieving notes, leveraging personal knowledge for various applications. | 30 stars · 9 forks | No one-command install · Source | |
| 1970 | 82.3224 | yikakia-godocmcp · search | Enables Go developers to search for and retrieve detailed documentation from pkg.go.dev, including package information, constants, types, functions… | 38 stars · 6 forks | No one-command install · Source | |
| 1971 | 82.3247 | jeannier-homebrewmcp · search | Exposes Homebrew package management commands as individual tools for installing, uninstalling, searching, upgrading, and maintaining macOS development… | 29 stars · 10 forks | No one-command install · Source | |
| 1972 | 82.3350 | joeblockchain-jina-aimcp · search | Integrates with Jina AI's web services to enable web content extraction, search, and fact-checking through natural language interactions. | 28 stars · 11 forks | No one-command install · Source | |
| 1973 | 82.3536 | taazkareem-clickupmcp · search | Integrates ClickUp task management with AI systems to enable automated task creation, updates, and retrieval for enhanced project workflow efficiency. | 50 stars · 4 forks | No one-command install · Source | |
| 1974 | 82.3771 | verygoodplugins-freescoutmcp · search | Manage FreeScout helpdesk tickets with AI-powered analysis, search filters, and structured outputs. | 25 stars · 13 forks | No one-command install · Source | |
| 1975 | 82.3839 | chenningling-xiaohongshu-search-commentmcp · search | Enables AI to search and analyze content from Xiaohongshu (Little Red Book) social media platform through web scraping, providing access to comments… | 43 stars · 5 forks | No one-command install · Source | |
| 1976 | 82.4103 | ryanjoachim-rtfmmcp · search | Transforms unstructured documentation into an intelligent, searchable knowledge base. | 35 stars · 7 forks | No one-command install · Source | |
| 1977 | 82.4564 | houtini-geminimcp · search | Professional integration with Google's Gemini AI models featuring Google Search grounding and deep research capabilities | 31 stars · 9 forks | No one-command install · Source | |
| 1978 | 82.4792 | growi-mcp-servermcp · search | Connects AI models to GROWI wikis for search and retrieval, enabling context-aware responses from an organization's knowledge base. | 19 stars · 14 forks | No one-command install · Source | |
| 1979 | 82.5058 | bsmi021-file-contextmcp · search | Provides advanced file system access and code analysis capabilities, enabling efficient reading, searching, and analysis of large codebases for… | 39 stars · 6 forks | No one-command install · Source | |
| 1980 | 82.5646 | lupuletic-onyx-knowledge-basemcp · search | Bridges Onyx knowledge bases with semantic search and chat capabilities, enabling teams to access organizational knowledge through RAG-powered… | 28 stars · 12 forks | No one-command install · Source | |
| 1981 | 82.6862 | magarcia-giphymcp · search | Allows AI models to search, retrieve, and utilize GIFs from Giphy. | 34 stars · 8 forks | No one-command install · Source | |
| 1982 | 82.7834 | athapong-all-in-onemcp · search | Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and… | 37 stars · 7 forks | No one-command install · Source | |
| 1983 | 82.8538 | apple-reminders-mcp-3mcp · search | Enables Claude to manage Apple Reminders on macOS, including creating, reading, updating, deleting, and searching reminders across multiple lists with… | 29 stars · 12 forks | No one-command install · Source | |
| 1984 | 82.9051 | sefaria-mcp-servermcp · search | Enables LLMs to access and search Jewish texts from the Sefaria library through 15 MCP tools, including text retrieval, search, and manuscript access. | 23 stars · 14 forks | No one-command install · Source | |
| 1985 | 82.9070 | akshayvkt-lenny-podcastmcp · search | Provides searchable access to Lenny's Podcast transcripts for product management insights, using FlexSearch for fast full-text search across topics… | 35 stars · 8 forks | No one-command install · Source | |
| 1986 | 82.9513 | ibrahimsaleem-pentestthinkingmcp · search | Advanced reasoning engine for penetration testing that implements Beam Search and Monte Carlo Tree Search algorithms to systematically analyze… | 38 stars · 7 forks | No one-command install · Source | |
| 1987 | 83.0425 | context-enginemcp · search | A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code… | 353 stars · 1 fork | No one-command install · Source | |
| 1988 | 83.1280 | rss-feed-parsermcp · search | Provides RSS feed parsing and retrieval with RSSHub integration, automatically trying multiple instances when one fails and supporting custom… | 34 stars · 9 forks | No one-command install · Source | |
| 1989 | 83.1340 | laptou-rust-docsmcp · search | Integrates with Rust documentation from docs.rs, enabling search for crates, retrieval of documentation, type information, feature flags, versions… | 31 stars · 11 forks | No one-command install · Source | |
| 1990 | 83.1367 | meeting-baasmcp · search | Automates meeting management across Zoom, Google Meet, and Microsoft Teams with tools for recording, transcribing, searching, and sharing meeting… | 30 stars · 12 forks | No one-command install · Source | |
| 1991 | 83.1930 | pine-script-mcp-servermcp · search | Enables AI assistants to look up any Pine Script function, search TradingView documentation, and find code examples in real time. | 19 stars · 15 forks | No one-command install · Source | |
| 1992 | 83.2923 | h7lu-rimworld-code-searchmcp · search | Combine lexical and semantic search for RimWorld modding code with hybrid RAG system using Lucene and embeddings | 44 stars · 6 forks | No one-command install · Source | |
| 1993 | 83.4860 | boam79-gov-supportmcp · search | Search and manage South Korean government subsidy applications across Bizinfo, K-Startup, and SMEs24 with 12 tools for discovery, eligibility, and… | 41 stars · 7 forks | No one-command install · Source | |
| 1994 | 83.5879 | xraywu-pdf-extractionmcp · search | Extracts text and performs OCR on PDF files using Python libraries for tasks like document analysis and content indexing. | 33 stars · 11 forks | No one-command install · Source | |
| 1995 | 83.6259 | nahmanmate-code-researchmcp · search | Integrates with programming resources like Stack Overflow, MDN, GitHub, npm, and PyPI to enable efficient code lookup, documentation retrieval, and… | 42 stars · 7 forks | No one-command install · Source | |
| 1996 | 83.6259 | soufianetahiri-dnspymcp · search | Enables .NET reverse engineering workflows through the dnSpy and ILSpy ecosystem with type listing, method decompilation, IL inspection, string… | 42 stars · 7 forks | No one-command install · Source | |
| 1997 | 83.6259 | cocoindex-code-mcp-servermcp · search | A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector… | 42 stars · 7 forks | No one-command install · Source | |
| 1998 | 83.6259 | oevortex-ddg-searchmcp · search | Provides web search capabilities through DuckDuckGo, enabling content retrieval, URL processing, and metadata extraction with customizable filtering… | 42 stars · 7 forks | No one-command install · Source | |
| 1999 | 83.6741 | deepsrt-youtube-summarizermcp · search | Integrates with DeepSRT's API to generate multi-language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge… | 52 stars · 5 forks | No one-command install · Source | |
| 2000 | 83.7151 | rag-memorymcp · search | Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for persistent memory and contextual… | 47 stars · 6 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.