Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 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 | |
| 402 | 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 | |
| 402 | 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 | |
| 404 | 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 | |
| 405 | 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 | |
| 406 | 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 | |
| 407 | 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 | |
| 408 | 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 | |
| 409 | 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 | |
| 410 | 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 | |
| 411 | 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 | |
| 412 | 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 | |
| 413 | 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 | |
| 414 | 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 | |
| 414 | 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 | |
| 416 | 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 | |
| 416 | 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 | |
| 418 | 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 | |
| 418 | 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 | |
| 418 | 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 | |
| 421 | 80.3451 | msjsc001-omniclip-ragmcp · searchalso listed as omniclip-rag-mcp-server | 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 | |
| 423 | 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 | |
| 424 | 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 | |
| 425 | 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 | |
| 426 | 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 | |
| 426 | 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 | |
| 426 | 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 | |
| 429 | 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 | |
| 429 | 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 | |
| 429 | 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 | |
| 432 | 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 | |
| 432 | 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 | |
| 432 | 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 | |
| 435 | 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 | |
| 436 | 79.8828 | dorukardahan-domain-searchmcp · search | Check domain availability and pricing across multiple registrars | 25 stars · 7 forks | No one-command install · Source | |
| 437 | 79.6763 | 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 | |
| 438 | 79.6647 | 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 | |
| 438 | 79.6647 | divar-zoektmcp · searchalso listed as zoekt-mcp-server | 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 | |
| 441 | 79.6481 | 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 | |
| 441 | 79.6481 | 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 | |
| 443 | 79.6364 | 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 | |
| 444 | 79.5378 | 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 | |
| 444 | 79.5378 | 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 | |
| 446 | 79.4125 | 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 | |
| 447 | 79.2290 | 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 | |
| 448 | 79.1235 | jmcentire-kindexmcp · search | Knowledge indexing and retrieval system with document parsing and semantic search. | 31 stars · 4 forks | No one-command install · Source | |
| 449 | 79.1134 | 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 | |
| 450 | 79.0243 | 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 | |
| 451 | 78.9089 | 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 | |
| 451 | 78.9089 | 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 | |
| 453 | 78.8966 | 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 | |
| 454 | 78.8717 | 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 | |
| 455 | 78.7725 | 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 | |
| 456 | 78.7526 | 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 | |
| 456 | 78.7526 | 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 | |
| 458 | 78.6881 | 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 | |
| 458 | 78.6881 | 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 | |
| 458 | 78.6881 | 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 | |
| 461 | 78.6137 | 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 | |
| 461 | 78.6137 | 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 | |
| 463 | 78.5227 | 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 | |
| 463 | 78.5227 | 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 | |
| 463 | 78.5227 | 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 | |
| 466 | 78.5206 | 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 | |
| 467 | 78.3587 | balajsaleem-criterionmcp · search | Provides semantic search across Quran verses and authentic Hadiths for Islamic guidance. | 20 stars · 8 forks | No one-command install · Source | |
| 468 | 78.3497 | 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 | |
| 469 | 78.1844 | mihaelamj-cupertinomcp · search | Local Apple documentation crawler with offline search across 263 frameworks | 796 stars | No commit datelisted | No one-command install · Source |
| 470 | 78.1776 | 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 | |
| 470 | 78.1776 | 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 | |
| 470 | 78.1776 | 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 | |
| 473 | 78.1659 | 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 | |
| 474 | 78.0974 | 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 | |
| 475 | 78.0952 | 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 |
| 476 | 78.0790 | 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 | |
| 476 | 78.0790 | aahl-vodsmcp · searchalso listed as mcp-vods | 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 | |
| 479 | 78.0248 | 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 | |
| 480 | 77.8621 | 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 | |
| 481 | 77.8429 | 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 | |
| 482 | 77.7712 | 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 | |
| 482 | 77.7712 | 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 | |
| 484 | 77.7461 | 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 | |
| 484 | 77.7461 | 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 | |
| 484 | 77.7461 | 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 | |
| 487 | 77.6781 | 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 | |
| 488 | 77.5675 | 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 | |
| 489 | 77.4883 | 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 | |
| 489 | 77.4883 | 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 | |
| 491 | 77.4362 | 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 | |
| 492 | 77.4012 | 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 | |
| 492 | 77.4012 | 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 | |
| 494 | 77.3662 | 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 | |
| 494 | 77.3662 | 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 | |
| 494 | 77.3662 | 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 | |
| 494 | 77.3662 | 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 | |
| 494 | 77.3662 | 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 | |
| 499 | 77.3315 | 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 | |
| 500 | 77.2332 | cardmagic-messagesmcp · search | Fuzzy search and browse Apple Messages/iMessage conversations on macOS. | 20 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.