Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | 85.8264 | illegal-instruction-co-processhackermcp · ai-agents | Windows runtime process analysis and memory inspection with plugin-based architecture for process enumeration, memory operations, and thread control. | 51 stars · 9 forks | No one-command install · Source | |
| 3201 | 85.8264 | opensvm-zigmcp · other | Integrates with Zig tooling to provide code optimization, analysis, and generation capabilities for efficient Zig development. | 51 stars · 9 forks | No one-command install · Source | |
| 3201 | 85.8264 | narasimhaponnada-mermaid-mcpmcp · front-end | AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture… | 51 stars · 9 forks | No one-command install · Source | |
| 3201 | 85.8264 | gongrzhe-image-generation-fluxmcp · back-end | Bridges Claude with the Replicate API to generate images using the Flux model directly within conversations through customizable parameters and… | 51 stars · 9 forks | No one-command install · Source | |
| 3201 | 85.8264 | fr0gger-mcp-securitymcp · back-end | MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence… | 51 stars · 9 forks | No one-command install · Source | |
| 3206 | 85.8262 | roam-mcpmcp · ai-agents | MCP server for Roam Research that enables AI assistants like Claude and Cursor to read, write, search, and query your Roam graph with full write… | 55 stars · 8 forks | No one-command install · Source | |
| 3206 | 85.8262 | mcpwnermcp · back-end | Model Context Protocol server for security research automation, integrating multiple security testing tools into LLM-driven workflows for secret… | 55 stars · 8 forks | No one-command install · Source | |
| 3208 | 85.8221 | google-flow-browser-mcpmcp · browser | Controls Google Flow for image and video generation from an AI agent. Enables generating images with models like Imagen 4, creating videos, managing… | 48 stars · 10 forks | No one-command install · Source | |
| 3208 | 85.8221 | kapillamba4-code-memorymcp · back-end | Local semantic code search with Git history that works offline without API keys. | 48 stars · 10 forks | No one-command install · Source | |
| 3208 | 85.8221 | zillow-mcp-servermcp · back-end | Provides real-time access to Zillow real estate data, enabling property search, details, Zestimates, market trends, and mortgage calculations via… | 48 stars · 10 forks | No one-command install · Source | |
| 3208 | 85.8221 | xxxbrian-rquestmcp · back-end | Enables LLMs to make advanced HTTP requests with realistic browser emulation, bypassing anti-bot measures while supporting all HTTP methods… | 48 stars · 10 forks | No one-command install · Source | |
| 3212 | 85.8207 | depwiremcp · other | Builds compiler-accurate dependency graphs at the symbol level, enabling impact analysis, architecture health scoring, dead code detection, security… | 60 stars · 7 forks | No one-command install · Source | |
| 3212 | 85.8207 | personalizationmcpmcp · other | Enables AI assistants to access and interact with personal data from platforms like Steam, YouTube, Bilibili, Spotify, and Reddit for personalized… | 60 stars · 7 forks | No one-command install · Source | |
| 3214 | 85.8206 | epaproditus-google-workspacemcp · comms | Integrates with Gmail and Google Calendar APIs to enable email and calendar management tasks like listing, searching, and modifying emails, as well as… | 31 stars · 18 forks | No one-command install · Source | |
| 3215 | 85.8154 | gh-wizarck-paperclipmcp · ai-agents | Manage Paperclip AI agent orchestration platform resources — issues, agents, goals, approvals, and costs — through natural language. | 43 stars · 13 forks | No one-command install · Source | |
| 3215 | 85.8154 | shanejonas-openrpc-mcp-servermcp · back-end | Make standardized JSON-RPC calls via OpenRPC specification. | 43 stars · 13 forks | No one-command install · Source | |
| 3215 | 85.8154 | ichigo3766-stable-diffusionmcp · database | Integrates with Stable Diffusion WebUI to provide text-to-image generation with extensive parameter control and metadata embedding | 43 stars · 13 forks | No one-command install · Source | |
| 3215 | 85.8154 | jonaolden-pbixraymcp · other | Provides a bridge to analyze Power BI (.pbix) files through a Python-based interface, enabling data model exploration, language querying, and… | 43 stars · 13 forks | No one-command install · Source | |
| 3219 | 85.7847 | seats-aero-mcp-servermcp · back-end | Enables natural language interaction with the seats.aero API for searching flight availability, routes, and bulk availability using your seats.aero… | 24 stars · 19 forks | No one-command install · Source | |
| 3219 | 85.7847 | devilcoder01-weather-mcp-servermcp · back-end | Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions. | 24 stars · 19 forks | No one-command install · Source | |
| 3221 | 85.7788 | raxolmcp · front-end | Drive Elixir terminal UIs headlessly from an agent: start a TUI session, send keystrokes, take structured screenshots, and read TEA model state as MCP… | 76 stars · 5 forks | No one-command install · Source | |
| 3222 | 85.7732 | linked-apimcp · back-end | Lets AI assistants control LinkedIn accounts and retrieve real-time data. | 66 stars · 6 forks | No one-command install · Source | |
| 3222 | 85.7732 | jane-xiaoer-skill-vision-controlmcp · other | Provides safe version management for MCP skills with automatic update detection and three-way merging. | 66 stars · 6 forks | No one-command install · Source | |
| 3224 | 85.7667 | zebbern-kalimcp · back-endalso listed as zebbern-kali-mcp | Provides access to Kali Linux penetration testing tools through a Flask API, enabling reconnaissance, web security testing, Active Directory attacks… | 44 stars · 12 forks | No one-command install · Source | |
| 3224 | 85.7667 | cyberchef-api-mcp-servermcp · back-endalso listed as slouchd-cyberchef-api-mcp-server | Enables LLM clients to encode, decode, and transform data using CyberChef operations via an MCP server that interfaces with the CyberChef API. | 44 stars · 12 forks | No one-command install · Source | |
| 3228 | 85.7358 | dailydaniel-logseqmcp · back-end | Integrates with LogSeq API to enable automated note-taking, knowledge graph analysis, and workflow automation for developers and knowledge workers. | 41 stars · 14 forks | No one-command install · Source | |
| 3228 | 85.7358 | qonto-mcp-servermcp · back-end | Enables AI assistants to access Qonto financial data including organization info, account balances, transaction history, and business operations… | 41 stars · 14 forks | No one-command install · Source | |
| 3228 | 85.7358 | jemgold-capacitiesmcp · search | Integrates with Capacities knowledge management platform to search content across knowledge bases, save weblinks with metadata, add content to daily… | 41 stars · 14 forks | No one-command install · Source | |
| 3228 | 85.7358 | imprvhub-mcp-browser-agentmcp · ai-agents | A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. | 41 stars · 14 forks | No one-command install · Source | |
| 3228 | 85.7358 | petrbroz-autodesk-platform-servicesmcp · back-end | Provides secure access to Autodesk Platform Services API for architecture, engineering, and construction workflows, enabling interaction with… | 41 stars · 14 forks | No one-command install · Source | |
| 3228 | 85.7358 | searxng-crawl4ai-mcp-servermcp · search | Provides fast, self-hosted web search and reliable web scraping using SearXNG and Crawl4AI, integrated as MCP tools for Claude Code. | 41 stars · 14 forks | No one-command install · Source | |
| 3228 | 85.7358 | ai-fe-difymcp · other | Integrates Dify capabilities, enabling text generation and other AI services. | 41 stars · 14 forks | No one-command install · Source | |
| 3235 | 85.7236 | pwilkin-searxng-publicmcp · search | Queries public SearXNG instances to extract structured search results with time-range filtering and fallback mechanisms for reliable web search… | 54 stars · 8 forks | No one-command install · Source | |
| 3235 | 85.7236 | powerpointmcp · other | Enables creation and editing of PowerPoint presentations with tools for slides, content, tables, charts and AI-generated images via Stable Diffusion | 54 stars · 8 forks | No one-command install · Source | |
| 3237 | 85.7153 | kelvin6365-planemcp · other | Integrates with Plane.so project management platform, enabling listing projects, creating and updating issues, filtering by priority, and managing… | 40 stars · 15 forks | No one-command install · Source | |
| 3238 | 85.7152 | mafzaal-d365fomcp · other | Python client library for Microsoft Dynamics 365 Finance & Operations | 39 stars · 16 forks | No one-command install · Source | |
| 3238 | 85.7152 | buga-luga-cursor-idemcp · other | Capable of controlling and pulling from Cursor IDE, powering development workflows. | 39 stars · 16 forks | No one-command install · Source | |
| 3240 | 85.7047 | gongrzhe-yolo-computer-visionmcp · other | Enables computer vision capabilities using YOLO models for object detection, segmentation, classification, and pose estimation on images and camera… | 38 stars · 17 forks | No one-command install · Source | |
| 3241 | 85.6973 | serverless-dna-powertools-docs-searchmcp · back-end | Enables AI to search and retrieve AWS Lambda Powertools documentation across multiple runtimes through a TypeScript server with efficient local search… | 42 stars · 13 forks | No one-command install · Source | |
| 3241 | 85.6973 | handsomestwei-java-class-analyzermcp · github-vcs | Analyzes and decompiles Java class files with CFR decompiler integration, Maven repository support, and dependency scanning to enable reverse… | 42 stars · 13 forks | No one-command install · Source | |
| 3241 | 85.6973 | peancor-moodlemcp · other | Streamlines Moodle educational workflows by providing automated tools for retrieving student information, managing assignments, and generating… | 42 stars · 13 forks | No one-command install · Source | |
| 3241 | 85.6973 | lyuboslavlyubenov-soloditmcp · database | Integrates with Solodit's vulnerability database to search smart contract security audit findings and retrieve detailed vulnerability reports… | 42 stars · 13 forks | No one-command install · Source | |
| 3245 | 85.6932 | docmost-mcp-servermcp · back-end | Enables AI agents to search, create, modify, and organize documentation pages and spaces in Docmost. | 29 stars · 18 forks | No one-command install · Source | |
| 3246 | 85.6865 | codebase-mcpmcp · ai-agents | An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted… | 50 stars · 9 forks | No one-command install · Source | |
| 3246 | 85.6865 | tomatio13-tavily-searchmcp · search | Perform web searches and retrieve structured results via Tavily. | 50 stars · 9 forks | No one-command install · Source | |
| 3248 | 85.6853 | peikuo-china-stockmcp · other | Provides real-time Chinese stock market data through AKShare, offering tools for market overviews, individual stock information, sector analysis, fund… | 23 stars · 19 forks | No one-command install · Source | |
| 3249 | 85.6833 | wrediam-coolifymcp · devops | Enables comprehensive Coolify infrastructure management by exposing tools for creating, deploying, and tracking servers, applications, and team… | 45 stars · 11 forks | No one-command install · Source | |
| 3249 | 85.6833 | kentcdodds-cloudflare-edge-calculatormcp · devops | Demonstrates edge deployment of MCP servers using Cloudflare Workers and Durable Objects for global low-latency tool execution with calculator… | 45 stars · 11 forks | No one-command install · Source | |
| 3249 | 85.6833 | crawl4ai-ragmcp · search | Combines web crawling with vector search to enable content extraction, semantic indexing, and retrieval-augmented generation over web-based… | 45 stars · 11 forks | No one-command install · Source | |
| 3249 | 85.6833 | sailingcoder-grafana-analyzermcp · observability | Connects to Grafana instances via API to enable natural language querying of metrics and dashboard data with intelligent analysis, monitoring… | 45 stars · 11 forks | No one-command install · Source | |
| 3253 | 85.6830 | hledger-mcp-servermcp · back-end | Provides AI assistants with direct access to HLedger accounting data and functionality, enabling natural language queries for balances, reports… | 65 stars · 6 forks | No one-command install · Source | |
| 3253 | 85.6830 | sawa-zen-vrchat-mcpmcp · back-end | 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat. | 65 stars · 6 forks | No one-command install · Source | |
| 3255 | 85.6605 | hannesj-graphql-schemamcp · back-end | Enables AI models to explore and understand GraphQL schemas through specialized tools for querying operations, looking up type definitions, pattern… | 47 stars · 10 forks | No one-command install · Source | |
| 3256 | 85.6395 | agent-browsermcp · browser | A hardened local browser MCP server that drives your existing Chrome over the DevTools Protocol, providing token-efficient Markdown extraction and… | 1 star · passed install test | No one-command install · Source | |
| 3256 | 85.6395 | composiomcp · auth | Provides each user in a shared channel with their own authenticated tools (e.g., Gmail, Outlook, GitHub) via Composio's Tool Router, handling per-user… | 1 star · passed install test | No one-command install · Source | |
| 3258 | 85.6303 | research-hubmcp · search | AI-operable research workspace integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into… | 53 stars · 8 forks | No one-command install · Source | |
| 3258 | 85.6303 | aws-oscalmcp · front-end | Provides AI assistants with tools to work with NIST's Open Security Controls Assessment Language. Includes OSCAL schema access, resource discovery… | 53 stars · 8 forks | No one-command install · Source | |
| 3258 | 85.6303 | cookjohn-teammcpmcp · back-end | MCP server for team collaboration, providing tools to manage shared tasks, notes, and communication within AI workflows. | 53 stars · 8 forks | No one-command install · Source | |
| 3258 | 85.6303 | gulp-ai-osmosis-applymcp · other | Provides intelligent code merging capabilities through the Osmosis-Apply-1.7B model via Ollama, enabling targeted edits to existing code while… | 53 stars · 8 forks | No one-command install · Source | |
| 3258 | 85.6303 | nicholmikey-chrome-toolsmcp · browser | Integrates with Chrome's DevTools Protocol to enable remote control of browser tabs, including JavaScript execution, screenshot capture, and network… | 53 stars · 8 forks | No one-command install · Source | |
| 3258 | 85.6303 | joshuarileydev-ios-simulatormcp · devops | Control iOS simulators for automated testing and app deployment. | 53 stars · 8 forks | No one-command install · Source | |
| 3264 | 85.6264 | shaun888-fop-workflowmcp · back-end | Workflow management server for JD.com's FOP platform with PRD analysis and code generation. | 74 stars · 5 forks | No one-command install · Source | |
| 3265 | 85.6249 | pondmcp · ai-agents | Lossless archive and search for AI agent sessions (Claude Code, Codex, opencode, pi and others), exposed to agents over MCP. Local-first, written in… | 58 stars · 7 forks | No one-command install · Source | |
| 3265 | 85.6249 | gh-op7418-generative-uimcp · front-end | Teaches AI models to generate interactive visualizations, charts, diagrams, and mockups. | 58 stars · 7 forks | No one-command install · Source | |
| 3265 | 85.6249 | webpage-screenshotmcp · browser | Captures visual screenshots of web pages using Puppeteer with support for authenticated workflows, manual login sessions with cookie persistence, and… | 58 stars · 7 forks | No one-command install · Source | |
| 3268 | 85.6209 | hileamlakb-primsmcp · back-endalso listed as prims | A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment. | 28 stars · 18 forks | No one-command install · Source | |
| 3270 | 85.5895 | arkts-helper-mcpmcp · search | Provides documentation search, reading, and AI-powered Q\&A for ArkTS/ArkUI development, enabling AI coding assistants to answer questions and… | 43 stars · 12 forks | No one-command install · Source | |
| 3271 | 85.5651 | end-conversation-mcp-server-zhmcp · back-endalso listed as sumvia-end-conversation | A stateless MCP server that provides an end_conversation tool for AI to leave a timestamped visible record when it wants to signal a desire to end the… | 14 stars · 22 forks | No one-command install · Source | |
| 3273 | 85.5629 | houbb-github-iomcp · ai-agents | 🧀 The blog for GitHub pages | 39 stars · 15 forks | No one-command install · Source | |
| 3273 | 85.5629 | cocos-mcp-servermcp · front-end | Enables AI assistants to directly control the Cocos Creator 3.8.x editor via MCP protocol, providing over 130 tools for scene, node, component, asset… | 39 stars · 15 forks | No one-command install · Source | |
| 3273 | 85.5629 | qiniu-cloud-storagemcp · other | Integrates with Qiniu Cloud to provide object storage management, CDN operations, and image processing capabilities for applications that need to… | 39 stars · 15 forks | No one-command install · Source | |
| 3273 | 85.5629 | andybrandt-simple-openai-assistantmcp · ai-agents | Create and manage conversations with OpenAI assistants. | 39 stars · 15 forks | No one-command install · Source | |
| 3277 | 85.5574 | kwin-mcpmcp · ai-agents | Enables AI agents to automate Linux desktop GUI by launching and interacting with Wayland applications in isolated virtual KWin sessions, or… | 41 stars · 13 forks | No one-command install · Source | |
| 3278 | 85.5557 | adobe-xd-mcp-servermcp · front-end | Enables Claude to interact with Adobe XD files, extract design information, and generate React components from designs. | 18 stars · 20 forks | No one-command install · Source | |
| 3279 | 85.5371 | cloud-ru-tech-mattermostmcp · front-endalso listed as mcp-server-mattermost | Integrates with Mattermost team collaboration platform to manage channels, messages, reactions, threads, users, teams, files, and bookmarks across… | 44 stars · 11 forks | No one-command install · Source | |
| 3279 | 85.5371 | diy-tools-mcp-servermcp · back-end | Enables dynamic creation and execution of custom tools/functions in multiple programming languages at runtime, exposing them to MCP clients like… | 44 stars · 11 forks | No one-command install · Source | |
| 3282 | 85.5368 | linkup-searchmcp · back-end | Integrates with Linkup Technologies' API to enable web searches for information gathering, fact-checking, and research tasks. | 40 stars · 14 forks | No one-command install · Source | |
| 3283 | 85.5342 | shuakami-mailmcp · comms | Enables AI assistants to send and receive emails directly through IMAP and SMTP protocols, bridging email services with conversation interfaces for… | 49 stars · 9 forks | No one-command install · Source | |
| 3284 | 85.5317 | rohanmuppa-brightspace-mcp-servermcp · back-end | MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works… | 38 stars · 16 forks | armory install rohanmuppa-brightspace-mcp-server --cli claude | |
| 3284 | 85.5317 | api7-apisixmcp · back-end | Bridge LLMs with the APISIX Admin API to manage and analyze API gateway information. | 38 stars · 16 forks | No one-command install · Source | |
| 3284 | 85.5317 | kukapay-uniswap-tradermcp · other | Enables AI-driven cryptocurrency trading on Uniswap across multiple blockchains, providing tools for price quotes, optimal routing, and transaction… | 38 stars · 16 forks | No one-command install · Source | |
| 3284 | 85.5317 | sheshiyer-framer-plugin-web3mcp · front-end | Integrates web3 capabilities into Framer plugins, enabling blockchain functionality like wallet connections and NFT displays in interactive prototypes… | 38 stars · 16 forks | No one-command install · Source | |
| 3288 | 85.5308 | ivanmurzak-unity-probuildermcp · front-end | Integrates with Unity's ProBuilder package to enable 3D mesh creation, editing, and manipulation including shape generation, face extrusion, edge… | 52 stars · 8 forks | No one-command install · Source | |
| 3288 | 85.5308 | halilkirazkaya-pentestermcp · devops | Integrates 200+ cybersecurity and penetration testing tools into AI assistants via Docker-isolated sandboxes. | 52 stars · 8 forks | No one-command install · Source | |
| 3288 | 85.5308 | prd-generatorworkflow · ai-agents | A Claude Code plugin that generates comprehensive Product Requirements Documents (PRDs) from conversation context. Invoke `/create-prd` after… | 52 stars · 8 forks | No one-command install · Source | |
| 3291 | 85.5175 | caiyun-weather-mcp-servermcp · back-end | Enables querying real-time, hourly, weekly, and historical weather data, as well as weather alerts, using the Caiyun Weather API. | 46 stars · 10 forks | No one-command install · Source | |
| 3291 | 85.5175 | angrysky56-logicmcp · observability | Integrates Prover9/Mace4 for automated reasoning, theorem proving, and logical analysis. | 46 stars · 10 forks | No one-command install · Source | |
| 3291 | 85.5175 | agy-bridgemcp · ai-agents | MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — purpose-built tools, model routing with fallback, session… | 46 stars · 10 forks | No one-command install · Source | |
| 3291 | 85.5175 | storybookmcp · front-end | Integrates with Storybook documentation to extract component information, props data, and custom design system elements like icons and color palettes… | 46 stars · 10 forks | No one-command install · Source | |
| 3291 | 85.5175 | braden-olmstead-instagram-engagementmcp · back-end | Enables detailed Instagram interaction analysis by processing comments, user profiles, and post metrics to extract demographic insights and identify… | 46 stars · 10 forks | No one-command install · Source | |
| 3291 | 85.5175 | hetaobackend-pyautoguimcp · browser | Enables automated GUI testing and control across operating systems by wrapping PyAutoGUI to perform mouse movements, keyboard input, screenshot… | 46 stars · 10 forks | No one-command install · Source | |
| 3291 | 85.5175 | christophenglisch-keycloak-adminmcp · auth | Integrates with Keycloak Admin to provide streamlined user and realm management operations for identity and access control automation. | 46 stars · 10 forks | No one-command install · Source | |
| 3291 | 85.5175 | wavelovey-pubmed-searchmcp · search | Integrates with PubMed to enable natural language querying and analysis of biomedical literature for research and evidence-based decision making. | 46 stars · 10 forks | No one-command install · Source | |
| 3299 | 85.5143 | aliyun-hologresmcp · database | Connects AI systems to Alibaba Cloud's Hologres databases for SQL execution, metadata retrieval, and statistics collection, enabling seamless data… | 34 stars · 17 forks | No one-command install · Source | |
| 3300 | 85.5130 | gigaxity-deep-researchmcp · ai-agents | An open-source deep research MCP server that provides multi-source web search and synthesis with citations, enabling agents to perform citation-backed… | 57 stars · 7 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.