Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 87.1056 | atomicchonk-roadrecon-analyzermcp · other | Exposes Azure AD security data collected by ROADrecon for analyzing tenant security posture, identifying privileged users, evaluating MFA status… | 52 stars · 13 forks | No one-command install · Source | |
| 2902 | 87.1055 | ros2-mcpmcp · ai-agents | MCP server for AI agents to inspect and control ROS2 graphs, enabling topic listing, node info, service calls, parameter management, and pub/echo… | 11 stars · 31 forks | No one-command install · Source | |
| 2903 | 87.0907 | train-in-silencemcp · ai-agents | Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers… | 104 stars · 5 forks | No one-command install · Source | |
| 2904 | 87.0862 | mcp-workspacemcp · other | Enables AI assistants to perform file system operations within a specified project directory, including reading, writing, editing, and managing files… | 48 stars · 16 forks | No one-command install · Source | |
| 2905 | 87.0725 | algovate-xiaohongshumcp · auth | Integrates with XiaoHongShu (Little Red Book) through browser automation to enable authentication, content discovery, social interaction, and… | 54 stars · 12 forks | No one-command install · Source | |
| 2905 | 87.0725 | emekaokoye-rdf-explorermcp · back-end | Enables conversational exploration and analysis of RDF Knowledge Graphs through SPARQL queries, full-text search, and visualization tools in both… | 54 stars · 12 forks | No one-command install · Source | |
| 2907 | 87.0643 | mitsuhiko-playwrightessmcp · browser | Provides a persistent Playwright evaluation environment through a single JavaScript execution tool that maintains browser, context, and page state… | 75 stars · 7 forks | No one-command install · Source | |
| 2908 | 87.0638 | zoharbabin-web-researchermcp · back-end | Web search, content extraction, and multi-source research MCP server with eight specialized tools and multiple search backend support. | 63 stars · 9 forks | No one-command install · Source | |
| 2909 | 87.0555 | alexatnordnet-google-custom-searchmcp · search | Integrates the Google Custom Search API to enable web searches for retrieving and analyzing online content. | 47 stars · 17 forks | No one-command install · Source | |
| 2909 | 87.0555 | coze-mcp-servermcp · back-end | A Model Context Protocol server that provides Coze resources and tools for managing workspaces, bots, and conversations. | 47 stars · 17 forks | No one-command install · Source | |
| 2911 | 87.0387 | preloopmcp · github-vcs | Event-driven automation platform that provides issue tracking and project management tools for GitHub, GitLab, and Jira integrations with… | 56 stars · 11 forks | No one-command install · Source | |
| 2911 | 87.0387 | mcp-vector-searchmcp · database | A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13… | 56 stars · 11 forks | No one-command install · Source | |
| 2913 | 87.0377 | imprvhub-mcp-domain-availabilitymcp · back-end | A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk… | 59 stars · 10 forks | No one-command install · Source | |
| 2913 | 87.0377 | bh-rat-context-awesomemcp · ai-agents | MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. | 59 stars · 10 forks | No one-command install · Source | |
| 2913 | 87.0377 | da-okazaki-neo4jmcp · database | Integrates with Neo4j graph databases to enable natural language querying, node creation, and complex graph operations for knowledge exploration and… | 59 stars · 10 forks | No one-command install · Source | |
| 2916 | 87.0323 | dynoxidemcp · database | A DynamoDB-compatible database engine (Rust, SQLite-backed) whose MCP server exposes 34 DynamoDB tools: tables, items, query/scan, batch… | 85 stars · 6 forks | No one-command install · Source | |
| 2917 | 87.0200 | venice-mcp-servermcp · back-end | Provides 31 tools and 3 resources to access Venice's uncensored AI models for chat, image, video, audio, music, and more, enabling any MCP host to… | 68 stars · 8 forks | No one-command install · Source | |
| 2917 | 87.0200 | claude-code-hooks-sdkhook · back-end | A Laravel-inspired PHP SDK for building Claude Code hook responses with a clean, fluent API. This SDK makes it easy to create structured JSON… | 68 stars · 8 forks | No one-command install · Source | |
| 2917 | 87.0200 | tan-yong-sheng-triliumnext-notesmcp · search | Integrates with TriliumNext Notes for creating, retrieving, updating, searching, and deleting notes through conversation, enabling seamless knowledge… | 68 stars · 8 forks | No one-command install · Source | |
| 2920 | 86.9980 | psycharch-minimax-toolsmcp · back-end | Integrates with Minimax's AI services to provide image generation and text-to-speech capabilities through a Node.js server, enabling editors to access… | 50 stars · 14 forks | No one-command install · Source | |
| 2920 | 86.9980 | anjor-coinmarket-mcp-servermcp · back-end | Access real-time cryptocurrency data from CoinMarketCap. | 50 stars · 14 forks | No one-command install · Source | |
| 2920 | 86.9980 | hannesj-openapi-schemamcp · back-end | Transforms OpenAPI specifications into YAML-formatted tools for exploring API paths, operations, parameters, schemas, and security definitions… | 50 stars · 14 forks | No one-command install · Source | |
| 2923 | 86.9866 | yap-tiktok-video-discoverymcp · search | Automates TikTok video discovery through hashtag searches and trending content retrieval with anti-detection measures for content analysis and social… | 74 stars · 7 forks | No one-command install · Source | |
| 2924 | 86.9792 | jeanibarz-knowledge-base-retrievalmcp · database | Integrates with knowledge bases to enable efficient content retrieval and vectorization for question answering and information retrieval tasks | 53 stars · 12 forks | No one-command install · Source | |
| 2924 | 86.9792 | mcp-remotemcp · auth | Bridge that lets stdio-only MCP clients connect to remote MCP servers with OAuth and other auth support, enabling local clients to use remote… | 53 stars · 12 forks | No one-command install · Source | |
| 2924 | 86.9792 | mrexodia-user-feedbackmcp · other | Enable a human-in-the-loop workflow in tools like Cline and Cursor. | 53 stars · 12 forks | No one-command install · Source | |
| 2927 | 86.9595 | mudler-multi-tool-suitemcp · search | Integrates with DuckDuckGo search API, goweather.xyz weather service, and file-based storage through three containerized Go services to provide web… | 51 stars · 13 forks | No one-command install · Source | |
| 2927 | 86.9595 | metoro-mcp-servermcp · observability | MCP server enabling AI assistants to query and analyze Kubernetes telemetry data collected via eBPF instrumentation for observability and… | 51 stars · 13 forks | No one-command install · Source | |
| 2929 | 86.9545 | taislymcp · ai-agents | AI agent social media posting for short-form video. Taisly Agent Kit is a JSON-first SDK, CLI, Agent Skill, and MCP server that lets AI agents… | 219 stars · 3 forks | No one-command install · Source | |
| 2930 | 86.9518 | esamcp · other | Manage posts, comments, categories, tags, and team members on the esa.io documentation sharing platform. | 62 stars · 9 forks | No one-command install · Source | |
| 2930 | 86.9518 | byungsookang-atom-of-thoughtsmcp · other | Enables structured problem-solving by breaking down complex tasks into atomic thought units for step-by-step reasoning and solution development | 62 stars · 9 forks | No one-command install · Source | |
| 2932 | 86.9455 | revitmcpmcp · back-end | A pyRevit extension and Python server that enables AI clients to interact with a live Autodesk Revit session through tools for project info, view… | 55 stars · 11 forks | No one-command install · Source | |
| 2933 | 86.9413 | peta-coremcp · ai-agents | A production-ready MCP gateway and control plane that provides credential vault, policy engine, audit logging, and managed runtime for routing tool… | 58 stars · 10 forks | No one-command install · Source | |
| 2933 | 86.9413 | mcp-fracteramcp · devops | Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from your AI chat. Registers the user, recommends a VPS, and runs and… | 58 stars · 10 forks | No one-command install · Source | |
| 2933 | 86.9413 | takumi0706-google-calendar8068mcp · auth | Integrates with Google Calendar to enable retrieving, creating, updating, and deleting calendar events through OAuth2 authentication and local token… | 58 stars · 10 forks | No one-command install · Source | |
| 2933 | 86.9413 | upnorthmedia-screenshotmcp · browser | Captures website screenshots using Puppeteer browser automation with full-page and element-specific targeting, device presets, and intelligent wait… | 58 stars · 10 forks | No one-command install · Source | |
| 2933 | 86.9413 | trend-pulsemcp · ai-agents | MCP server for trend-pulse, an agentic trend intelligence platform that fetches and analyzes trending topics from 37 sources, provides search… | 58 stars · 10 forks | No one-command install · Source | |
| 2933 | 86.9413 | thirdstrandstudio-tool-chainermcp · ai-agents | Chains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token… | 58 stars · 10 forks | No one-command install · Source | |
| 2939 | 86.9339 | fast-mcp-telegrammcp · back-endalso listed as leshchenko1979-telegram | Fast MCP Telegram — Production-grade Telegram MCP server with direct MTProto API, multi-user ACL, dual transport (stdio + HTTP SSE), voice… | 48 stars · 15 forks | armory install fast-mcp-telegram --cli claude | |
| 2939 | 86.9339 | scrivener-mcp-servermcp · back-end | Enables Claude AI to seamlessly interact with Scrivener projects for document management, AI-powered content analysis, and advanced writing… | 48 stars · 15 forks | No one-command install · Source | |
| 2939 | 86.9339 | actual-mcp-servermcp · back-end | MCP server that connects AI assistants to Actual Budget for budget management, enabling natural language queries, transaction creation, and spending… | 48 stars · 15 forks | No one-command install · Source | |
| 2939 | 86.9339 | simmermcp · ai-agents | Trade prediction markets with AI agents — skill discovery, automated research, and order execution on Simmer.markets. | 48 stars · 15 forks | No one-command install · Source | |
| 2939 | 86.9339 | mcp-boemcp · ai-agents | Enables LLMs like Claude to query the official Spanish BOE API for consolidated legislation, daily summaries, and auxiliary government tables. | 48 stars · 15 forks | No one-command install · Source | |
| 2939 | 86.9339 | zzaebok-wikidatamcp · search | Integrates with Wikidata to enable entity searches, property retrieval, and SPARQL queries for accessing structured knowledge about people, places… | 48 stars · 15 forks | No one-command install · Source | |
| 2939 | 86.9339 | d-d-knowledge-navigatormcp · other | Connects AI assistants to Dungeons & Dragons 5e game information via the Model Context Protocol, enabling queries for spells, monsters, equipment, and… | 48 stars · 15 forks | No one-command install · Source | |
| 2947 | 86.9321 | hrs-asano-trellomcp · observability | Integrates with Trello to enable task management operations like retrieving cards, managing lists, and monitoring board activity for project planning… | 35 stars · 20 forks | No one-command install · Source | |
| 2948 | 86.9245 | regibyte-todo-listmcp · database | Provides a SQLite-based todo list API for creating, reading, updating, and deleting tasks, suitable for basic task management applications. | 47 stars · 16 forks | No one-command install · Source | |
| 2949 | 86.9244 | kesha-voice-kitmcp · back-end | Local voice toolkit over MCP: transcribe audio to text in 25 languages, synthesize speech in 9, and list available voices and languages. Runs fully… | 73 stars · 7 forks | No one-command install · Source | |
| 2949 | 86.9244 | teolex2020-aurasdkmcp · ai-agents | Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted. | 73 stars · 7 forks | No one-command install · Source | |
| 2949 | 86.9244 | vorimmcp · auth | Identity and trust layer for autonomous AI agents — cryptographic identity, permission management, audit trails, and behavioral trust scoring. | 73 stars · 7 forks | No one-command install · Source | |
| 2949 | 86.9244 | luuu-h-netease-musicmcp · back-end | MCP server for controlling local NetEase Cloud Music playback with search, playlist management, and synchronized lyrics. | 73 stars · 7 forks | No one-command install · Source | |
| 2953 | 86.9125 | wowinter13-solscan-mcpmcp · back-end | An MCP tool for querying Solana transactions using natural language with Solscan API. | 46 stars · 17 forks | No one-command install · Source | |
| 2953 | 86.9125 | gluestack-components-mcp-servermcp · front-end | Enables integration of Gluestack components with Claude Desktop and Cursor IDE for UI development. | 46 stars · 17 forks | No one-command install · Source | |
| 2955 | 86.8974 | i-tozer-excalidrawmcp · other | Enables creation and management of Excalidraw drawings with tools for creating, updating, exporting, and storing visual content directly within… | 45 stars · 18 forks | No one-command install · Source | |
| 2956 | 86.8948 | aai-gatewaymcp · ai-agents | Unified MCP and skill management gateway for AI agents, enabling tool discovery, installation, and sharing with 99% context token savings. | 99 stars · 5 forks | No one-command install · Source | |
| 2956 | 86.8948 | log-mcpmcp · ai-agents | MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context. | 99 stars · 5 forks | No one-command install · Source | |
| 2958 | 86.8801 | dbt-doctormcp · back-end | AI-driven MCP server that audits, profiles, detects schema drift, and auto-generates documentation for dbt projects, enabling natural language… | 133 stars · 4 forks | No one-command install · Source | |
| 2959 | 86.8797 | pixverse-mcpmcp · ai-agents | Enables video generation from text, images, and more through MCP-compatible apps like Claude and Cursor. | 52 stars · 12 forks | No one-command install · Source | |
| 2959 | 86.8797 | t1nker-1220-memories-with-lessonsmcp · ai-agents | Enables persistent memory and error tracking for assistants using a local knowledge graph structure with transactional operations, file management… | 52 stars · 12 forks | No one-command install · Source | |
| 2959 | 86.8797 | joshuarileydev-supabasemcp · database | Control Supabase projects and organizations. | 52 stars · 12 forks | No one-command install · Source | |
| 2962 | 86.8787 | daghis-teamcitymcp · devops | Integrates with JetBrains TeamCity CI/CD platform | 28 stars · 21 forks | No one-command install · Source | |
| 2963 | 86.8707 | nissand-whoopmcp · auth | Integrates with WHOOP fitness API to provide access to user profiles, physiological cycles, recovery data, sleep tracking, and workout analysis… | 15 stars · 26 forks | No one-command install · Source | |
| 2964 | 86.8586 | hope1026-weppy-roblox-mcpmcp · ai-agents | MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts… | 61 stars · 9 forks | No one-command install · Source | |
| 2964 | 86.8586 | kentaroajisaka-japanese-labor-lawmcp · database | Retrieves Japanese labor and social insurance laws, MHLW administrative notices, and JAISH safety regulations from government databases. | 61 stars · 9 forks | No one-command install · Source | |
| 2966 | 86.8429 | cactusinhand-notifymcp · observability | Provides a cross-platform notification service that displays alerts and plays sounds when triggered by HTTP requests, enabling applications to send… | 54 stars · 11 forks | No one-command install · Source | |
| 2967 | 86.8358 | photon-mcp-servermcp · front-end | Automatically generates MCP tools, CLI, and web UI from TypeScript methods, enabling AI agents and chat clients to interact with custom capabilities… | 98 stars · 5 forks | No one-command install · Source | |
| 2968 | 86.8294 | promptexecution-justmcp · ai-agents | Execute Justfile recipes safely through curated command automation | 57 stars · 10 forks | No one-command install · Source | |
| 2968 | 86.8294 | audio-visualizer-rsmcp · ai-agents | Enables Claude to analyze audio files locally, extracting musical features like key, tempo, dynamics, timbre, stereo field, and structural sections… | 57 stars · 10 forks | No one-command install · Source | |
| 2970 | 86.8196 | mcp-windows-servermcp · back-end | Enables AI assistants to control Windows systems through natural language commands, providing 200+ automation tools for system control, file… | 50 stars · 13 forks | No one-command install · Source | |
| 2970 | 86.8196 | kush36agrawal-video-editormcp · other | Integrates FFmpeg for video editing operations, enabling tasks like trimming, merging, and format conversion through natural language commands. | 50 stars · 13 forks | No one-command install · Source | |
| 2972 | 86.8178 | ldclabs-kipmcp · ai-agents | Knowledge graphs for memory persistence, knowledge evolution, and explainable AI agent interactions. | 81 stars · 6 forks | No one-command install · Source | |
| 2972 | 86.8178 | usestring-powhttpmcp · back-end | Provides comprehensive access to HTTP traffic captured by powhttp with tools for searching entries, analyzing TLS fingerprints, comparing browser vs… | 81 stars · 6 forks | No one-command install · Source | |
| 2972 | 86.8178 | candidate-mcp-servermcp · back-end | Enables LLMs to access candidate information including resume, LinkedIn, GitHub, and contact via email. | 81 stars · 6 forks | No one-command install · Source | |
| 2975 | 86.8173 | tedlikeskix-alpaca-tradingmcp · back-end | Integrates with the Alpaca trading API to provide algorithmic trading and portfolio management tools for account information, market data, order… | 27 stars · 21 forks | No one-command install · Source | |
| 2976 | 86.8086 | 82ch-mcp-dandanmcp · ai-agents | Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across… | 65 stars · 8 forks | No one-command install · Source | |
| 2976 | 86.8086 | hzacode-onecitemcp · other | Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats | 65 stars · 8 forks | No one-command install · Source | |
| 2976 | 86.8086 | sdiehl-universal-solvermcp · other | Integrates Z3, CVXPY, and Google OR-Tools to solve constraint satisfaction, convex optimization, and scheduling problems with support for solver… | 65 stars · 8 forks | No one-command install · Source | |
| 2976 | 86.8086 | svelte-5-mcp-servermcp · front-end | A specialized MCP server for Svelte 5 development, providing searchable knowledge, code examples, and tools for generating and auditing components… | 65 stars · 8 forks | No one-command install · Source | |
| 2980 | 86.8068 | sonpiaz-hidrix-toolsmcp · search | Web search, social media scraping, and content analysis toolkit. | 42 stars · 19 forks | No one-command install · Source | |
| 2981 | 86.7815 | task-management-mcp-servermcp · back-end | Connects AI assistants to a task management API for creating, updating, and tracking tasks with iPhone notifications. | 46 stars · 16 forks | No one-command install · Source | |
| 2981 | 86.7815 | lalanikarim-comfymcp · other | Integrates with ComfyUI to enable text-to-image generation using customizable Stable Diffusion workflows. | 46 stars · 16 forks | No one-command install · Source | |
| 2983 | 86.7788 | agent-roommcp · ai-agents | A multi-agent collaboration layer for AI coding agents enabling real-time communication, code review, and task handoff across distributed development… | 45 stars · 17 forks | No one-command install · Source | |
| 2983 | 86.7788 | snjyor-binance-cryptocurrencymcp · back-end | Integrates with Binance cryptocurrency API to provide real-time market data including prices, order books, candlestick charts, and trading history for… | 45 stars · 17 forks | No one-command install · Source | |
| 2985 | 86.7723 | nicogis-arcgis-promcp · back-end | Bridges ArcGIS Pro desktop GIS software through a .NET add-in and IPC communication to enable spatial analysis, map creation, and GIS workflow… | 47 stars · 15 forks | No one-command install · Source | |
| 2986 | 86.7718 | azure-containerization-assistmcp · devopsalso listed as containerization-assist-mcp-server | AI-powered containerization workflows with Docker builds, security scanning, Kubernetes deployment, and OPA policy enforcement. | 41 stars · 19 forks | No one-command install · Source | |
| 2986 | 86.7718 | saju-insightsmcp · other | Discover personalized Four Pillars (Saju) readings, from daily to yearly fortunes and 10-year luck cycles, based on your birth data. Check… | 41 stars · 19 forks | No one-command install · Source | |
| 2989 | 86.7555 | marcelroozekrans-roslyn-codelensmcp · other | Roslyn-based semantic code intelligence for .NET codebases with type hierarchy, call graph, and dependency injection analysis. | 48 stars · 14 forks | No one-command install · Source | |
| 2990 | 86.7534 | visionpowermcp · ai-agents | A portable image-understanding MCP server that lets agents analyze local images, URLs, or base64 images via an OpenAI-compatible vision model. | 71 stars · 7 forks | No one-command install · Source | |
| 2991 | 86.7513 | idoru-influxdbmcp · database | Connects to InfluxDB time-series databases for querying measurements, writing data, and managing buckets through a bridge that exposes database… | 44 stars · 18 forks | No one-command install · Source | |
| 2992 | 86.7496 | jaipandya-producthunt-mcp-servermcp · back-end | MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more. | 53 stars · 11 forks | No one-command install · Source | |
| 2993 | 86.7392 | kopplamcp · other | Enables managing Active Directory users, groups, and computers using natural language, with support for queries and updates. | 56 stars · 10 forks | No one-command install · Source | |
| 2994 | 86.7336 | call518-airflow-apimcp · observability | Integrates with Apache Airflow clusters through REST API to provide complete workflow management including DAG operations, task monitoring, pool and… | 51 stars · 12 forks | No one-command install · Source | |
| 2994 | 86.7336 | burtthecoder-dnstwistmcp · other | Integrates with dnstwist to automate DNS fuzzing for detecting typosquatting, phishing, and corporate espionage threats. | 51 stars · 12 forks | No one-command install · Source | |
| 2996 | 86.7221 | abhaybabbar-retellai-voicemcp · ai-agents | Integrates with RetellAI's voice services for creating and managing phone conversations, enabling call initiation, agent configuration, and voice… | 40 stars · 19 forks | No one-command install · Source | |
| 2997 | 86.7184 | gh-mreider-better-bearmcp · search | Read, search, create, edit, tag, and manage Bear notes via CloudKit using 34 MCP tools. | 64 stars · 8 forks | No one-command install · Source | |
| 2997 | 86.7184 | sdimitrov-memory-postgresqlmcp · database | Provides long-term memory capabilities using PostgreSQL with pgvector for efficient semantic search across stored memories, enabling tagging… | 64 stars · 8 forks | No one-command install · Source | |
| 2999 | 86.7120 | awareness-localmcp · ai-agents | A local-first MCP memory server that gives AI coding agents persistent memory with hybrid semantic and keyword retrieval, working fully offline. | 200 stars · 3 forks | No one-command install · Source | |
| 3000 | 86.6840 | zoho-books-mcp-servermcp · back-end | Enables AI assistants to manage Zoho Books accounting tasks such as invoices, contacts, expenses, and sales orders through natural language. | 39 stars · 19 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.