Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | 89.2321 | raohwork-forgejomcp · github-vcs | Integrates with Gitea and Forgejo servers to manage repositories, issues, pull requests, releases, wikis, labels, milestones, and repository actions… | 66 stars · 18 forks | No one-command install · Source | |
| 2402 | 89.2316 | quick-mcp-examplemcp · database | Demonstrates an MCP server with tools, resources, and prompts for a knowledgebase chatbot that queries a ChromaDB vector database for RAG responses. | 62 stars · 22 forks | No one-command install · Source | |
| 2403 | 89.2274 | apache-echartsmcp · back-end | Generates data visualization charts by accepting minimal parameters like chart type, data, title, and series name, then renders them server-side and… | 84 stars · 11 forks | No one-command install · Source | |
| 2403 | 89.2274 | arcgis-pro-bridge-mcp-servermcp · back-end | A local MCP server that enables AI clients to read ArcGIS Pro project information and execute ArcPy geoprocessing in the native ArcGIS Pro Python… | 84 stars · 11 forks | No one-command install · Source | |
| 2405 | 89.2103 | jonthebeef-superdesignmcp · front-end | Integrates Superdesign's design orchestrator with Claude Code to generate UI designs, wireframes, components, logos, and SVG icons through structured… | 76 stars · 13 forks | No one-command install · Source | |
| 2406 | 89.2070 | gleanmcp · search | Integrates with Glean's enterprise knowledge platform to provide company search, people profile lookup, and AI assistant capabilities directly within… | 61 stars · 23 forks | No one-command install · Source | |
| 2406 | 89.2070 | atlassian-confluencemcp · search | Integrates with Atlassian Confluence to provide direct access to spaces, pages, and content with tools for listing, retrieving, and searching using… | 61 stars · 23 forks | No one-command install · Source | |
| 2408 | 89.1946 | kubesphere-ksmcp · back-end | Integrates with KubeSphere APIs to enable management of Kubernetes clusters, workspaces, users, and extensions through natural language commands… | 17 stars · 37 forks | No one-command install · Source | |
| 2409 | 89.1940 | lansespirit-gpt-imagemcp · ai-agents | Integrates with OpenAI's gpt-image-1 model for text-to-image generation and editing with comprehensive caching, prompt template management, cost… | 69 stars · 16 forks | No one-command install · Source | |
| 2409 | 89.1940 | nganiet-vercelmcp · back-end | Integrates with Vercel's serverless infrastructure to provide a lightweight endpoint for AI model interactions and tasks like chatbots, content… | 69 stars · 16 forks | No one-command install · Source | |
| 2409 | 89.1940 | ruixingshi-deepseek-thinkermcp · other | Integrates with DeepSeek Thinker model to enable chain-of-thought reasoning and complex problem-solving for applications requiring advanced cognitive… | 69 stars · 16 forks | No one-command install · Source | |
| 2412 | 89.1933 | openinsider-mcpmcp · ai-agents | An MCP server that exposes 16 free investment-research signals (insider trades, SEC filings, short data, and live quotes) to any MCP-compatible LLM. | 99 stars · 9 forks | No one-command install · Source | |
| 2413 | 89.1816 | halilural-electron-desktop-automationmcp · browser | Automates Electron desktop applications through Chrome DevTools Protocol integration, enabling screenshot capture, JavaScript execution, console… | 71 stars · 15 forks | No one-command install · Source | |
| 2414 | 89.1776 | anysitemcp · back-end | Access LinkedIn, Instagram, Twitter, and Reddit data through one API. No scraping. No maintenance. | 63 stars · 20 forks | No one-command install · Source | |
| 2414 | 89.1776 | bestk-vscode-internal-commandsmcp · other | VSCode extension that exposes VSCode's internal commands and functionality, enabling direct control of the editor environment for automated… | 63 stars · 20 forks | No one-command install · Source | |
| 2416 | 89.1775 | berrykuipers-radarr-sonarrmcp · other | Integrates with Radarr and Sonarr to enable natural language querying and filtering of movie and TV show collections by various criteria like year… | 47 stars · 26 forks | No one-command install · Source | |
| 2416 | 89.1775 | michaelbuckner-servicenowmcp · search | Integrates with ServiceNow to enable incident management, user information retrieval, and knowledge base article access for automated IT service… | 47 stars · 26 forks | No one-command install · Source | |
| 2418 | 89.1666 | kastalien-research-thoughtboxmcp · other | Provides structured step-by-step reasoning capabilities through clear_thought tool that breaks down complex problems into manageable thoughts with… | 64 stars · 19 forks | No one-command install · Source | |
| 2419 | 89.1664 | yuna0x0-hackmdmcp · back-end | Integrates with HackMD API to enable document creation, reading, updating, and deletion within collaborative markdown environments through… | 67 stars · 17 forks | No one-command install · Source | |
| 2420 | 89.1589 | flowlens-mcp-servermcp · back-end | Enables coding agents to access recorded browser flows (user actions, network, console, etc.) for debugging and regression testing without reproducing… | 110 stars · 8 forks | No one-command install · Source | |
| 2421 | 89.1580 | ue5-mcp-servermcp · front-end | Bridges AI assistants to Unreal Engine 5 editor, enabling direct manipulation of levels, actors, Blueprints, and Animation Blueprints through natural… | 62 stars · 21 forks | No one-command install · Source | |
| 2422 | 89.1461 | megamemmcp · search | Syncs Obsidian notes into a temporal knowledge graph and exposes 23 MCP tools for AI assistants to read, search, and write to your vault, enabling… | 79 stars · 12 forks | No one-command install · Source | |
| 2423 | 89.1383 | cap-mcp-pluginmcp · ai-agents | A CAP plugin that automatically generates MCP servers from your CAP services, transforming OData services into AI-accessible resources, tools, and… | 61 stars · 22 forks | No one-command install · Source | |
| 2424 | 89.1356 | hiromitsusasaki-raindrop-io-bookmarksmcp · back-end | Integrates with Raindrop.io API to enable creating, searching, and managing bookmarks with features like tag filtering. | 75 stars · 13 forks | No one-command install · Source | |
| 2425 | 89.1072 | reading-nestmcp · back-end | A mobile-first AI co-reading MCP server that lets users import novels or comics, sync reading progress with AI, and interact through comments… | 29 stars · 29 forks | No one-command install · Source | |
| 2425 | 89.1072 | vishisht16-humane-proxymcp · ai-agents | AI safety middleware that detects self-harm and criminal intent in LLM prompts. | 29 stars · 29 forks | No one-command install · Source | |
| 2427 | 89.0996 | mikusnuz-meta-adsmcp · back-end | Manages Facebook and Instagram advertising campaigns, audiences, creatives, insights, and catalogs via Meta Marketing API v25.0. | 72 stars · 14 forks | No one-command install · Source | |
| 2427 | 89.0996 | mcp-jazzcashmcp · payments | Enables AI agents to create hosted checkouts, charge mobile wallets, query transactions, and process refunds via the JazzCash payment API. | 72 stars · 14 forks | No one-command install · Source | |
| 2429 | 89.0915 | non906-omniparser-autoguimcp · other | Integrates computer vision and automation libraries to enable AI-assisted control of desktop applications through visual analysis and GUI… | 70 stars · 15 forks | No one-command install · Source | |
| 2430 | 89.0912 | swiftlensmcp · ai-agents | MCP server that provides semantic-level analysis of Swift codebases to AI agents by integrating with Apple's SourceKit-LSP, enabling compiler-grade… | 126 stars · 7 forks | No one-command install · Source | |
| 2431 | 89.0858 | wyre-technology-connectwise-managemcp · other | Enables AI assistants to manage ConnectWise Manage tickets, companies, contacts, projects, time entries, and configurations. | 22 stars · 32 forks | No one-command install · Source | |
| 2432 | 89.0805 | edkdev-defi-tradingmcp · back-end | Transforms conversational interfaces into autonomous DeFi trading agents with real-time market analysis, portfolio management, and seamless trade… | 52 stars · 25 forks | No one-command install · Source | |
| 2433 | 89.0741 | non-dirty-imap-emailmcp · auth | Provides robust email interaction capabilities through IMAP, enabling advanced email retrieval, searching, and management with first-class support for… | 59 stars · 24 forks | No one-command install · Source | |
| 2434 | 89.0702 | payne-weibomcp · search | Bridges to China's Weibo social media platform, enabling user search, profile retrieval, and post extraction through the mobile API with pagination… | 63 stars · 19 forks | No one-command install · Source | |
| 2434 | 89.0702 | heltonteixeira-openrouteraimcp · comms | Unifies access to diverse AI models via OpenRouter, enabling flexible model selection and usage for applications like chatbots and content generation. | 63 stars · 19 forks | No one-command install · Source | |
| 2434 | 89.0702 | ceorkm-reactbitsmcp · front-end | Provides access to 135+ animated React components from ReactBits.dev with intelligent caching, quality scoring, and dependency detection for building… | 63 stars · 19 forks | No one-command install · Source | |
| 2434 | 89.0702 | rahulretnan-rag-documentationmcp · search | Integrates Qdrant vector search with documentation retrieval to enable context-aware responses and semantic querying for enhanced knowledge access. | 63 stars · 19 forks | No one-command install · Source | |
| 2438 | 89.0656 | nayshins-ccxt-cryptocurrency-exchangemcp · other | Integrates with major cryptocurrency exchanges via CCXT to provide real-time and historical market data for analysis, trading, and portfolio tracking. | 62 stars · 20 forks | No one-command install · Source | |
| 2439 | 89.0626 | f-poke-gatemcp · other | Tunnel local machine access to the Poke AI assistant via MCP over WebSocket. | 81 stars · 11 forks | No one-command install · Source | |
| 2439 | 89.0626 | treesoop-hwp-hwpxmcp · other | Reads and writes Korean Hangul Word Processor (HWP/HWPX) documents with parsing and generation capabilities. | 81 stars · 11 forks | No one-command install · Source | |
| 2441 | 89.0616 | genwave-svgmakermcp · back-end | Integrates with SVGMaker's API to generate SVGs from text descriptions, edit existing images, and convert bitmap images to vector format with… | 87 stars · 10 forks | No one-command install · Source | |
| 2441 | 89.0616 | zhsama-duckduckgo-searchmcp · back-end | Lightweight TypeScript-based DuckDuckGo search server that enables developers to retrieve search results programmatically using the duck-duck-scrape… | 87 stars · 10 forks | No one-command install · Source | |
| 2443 | 89.0592 | hopxmcp · other | Execute code in isolated cloud containers | 155 stars · 6 forks | No one-command install · Source | |
| 2444 | 89.0518 | tapetide-mcp-servermcp · back-end | Connects AI assistants to real-time Indian stock market data with 34 tools for search, screening, analysis, portfolio tracking, and market insights… | 64 stars · 18 forks | No one-command install · Source | |
| 2445 | 89.0446 | visioncraft-mcp-servermcp · back-end | Delivers up-to-date computer vision and GenAI knowledge to AI assistants via a comprehensive knowledge base and RAVEN engine, enabling accurate and… | 124 stars · 7 forks | No one-command install · Source | |
| 2446 | 89.0435 | gh-i-can-hack-pdf-toolsmcp · search | Reads, renders, and searches PDF files using PyMuPDF. | 77 stars · 12 forks | No one-command install · Source | |
| 2446 | 89.0435 | studentofjs-figma-to-reactmcp · front-end | Transforms Figma designs into React components with TypeScript and Tailwind CSS, providing tools for API integration, component extraction, and… | 77 stars · 12 forks | No one-command install · Source | |
| 2448 | 89.0417 | frida-agentmcp · ai-agents | AI-driven Android dynamic analysis tool wrapping Frida for automated reverse engineering with device management, script injection, method hooking, and… | 69 stars · 15 forks | No one-command install · Source | |
| 2448 | 89.0417 | docx-mcp-cjmcp · ai-agents | Enables AI agents to intelligently analyze and fill any Word document tables using precise coordinate-based filling and 42 MCP tools. | 69 stars · 15 forks | No one-command install · Source | |
| 2448 | 89.0417 | ai-diagram-prototype-generatormcp · ai-agents | Integrates with multiple AI providers (ZhipuAI, OpenAI, Gemini) to automatically generate architecture diagrams, flowcharts, and mobile app prototypes… | 69 stars · 15 forks | No one-command install · Source | |
| 2451 | 89.0344 | sker65-testrailmcp · other | Bridges TestRail's test management platform with AI tools, enabling interaction with projects, test cases, runs, results, and datasets for streamlined… | 20 stars · 33 forks | No one-command install · Source | |
| 2452 | 89.0322 | pronskiy-phpmcp · back-end | PHP library that provides a fluent interface for creating MCP servers with automatic schema generation, type conversion, and comprehensive error… | 123 stars · 7 forks | No one-command install · Source | |
| 2453 | 89.0234 | legalmcpmcp · back-end | LegalMCP is a comprehensive US legal MCP server that enables AI assistants to search over 4 million US court opinions, manage Clio practice data, and… | 65 stars · 17 forks | No one-command install · Source | |
| 2453 | 89.0234 | ibkr-mcp-servermcp · back-end | This MCP server interacts with the Interactive Brokers API to fetch portfolio details, enabling portfolio management through natural language. | 65 stars · 17 forks | No one-command install · Source | |
| 2453 | 89.0234 | zhwt-go-mcp-mysqlmcp · database | Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection. | 65 stars · 17 forks | No one-command install · Source | |
| 2456 | 89.0090 | jordi-neil-databricksmcp · back-end | Bridges Claude with Databricks environments, enabling natural language interaction with SQL warehouses and job management systems through… | 50 stars · 25 forks | No one-command install · Source | |
| 2457 | 89.0035 | super-productivity-mcpmcp · back-end | An MCP server that connects AI assistants to Super Productivity for managing tasks, projects, and tags. Supports quick capture, batch triage, and full… | 80 stars · 11 forks | No one-command install · Source | |
| 2458 | 89.0032 | htlin222-openevidencemcp · auth | Queries the OpenEvidence medical evidence platform using browser cookie authentication. | 71 stars · 14 forks | No one-command install · Source | |
| 2458 | 89.0032 | godot-mcp-docsmcp · comms | Provides AI assistants with access to the complete Godot Engine documentation, enabling developers to get answers about Godot classes, tutorials, and… | 71 stars · 14 forks | No one-command install · Source | |
| 2458 | 89.0032 | r-huijts-rijksmuseummcp · search | Integrates with the Rijksmuseum API to enable artwork search, detailed information retrieval, and high-resolution image access for art research and… | 71 stars · 14 forks | No one-command install · Source | |
| 2461 | 89.0001 | mcp-streamable-httpmcp · back-end | A step-by-step guide and complete working example for building and running an MCP server with streamable HTTP transport using Python, mcp, and… | 31 stars · 28 forks | No one-command install · Source | |
| 2462 | 88.9912 | m-sec-org-xbow-ctfmcp · devops | Integrates with XBow CTF platforms and Docker containers to enable participation in cybersecurity challenges through automated vulnerability… | 94 stars · 9 forks | No one-command install · Source | |
| 2463 | 88.9848 | veenastudio-fl-studiomcp · other | Enables direct AI interaction with FL Studio's MIDI and recording capabilities through encrypted MIDI messages, democratizing music creation by… | 105 stars · 8 forks | No one-command install · Source | |
| 2464 | 88.9844 | streen9-reactmcp · front-end | Integrates with React applications to enable AI-assisted development workflows, providing tools for project management, terminal command execution… | 76 stars · 12 forks | No one-command install · Source | |
| 2465 | 88.9776 | bricks-mcpmcp · ai-agents | Comprehensive MCP server for Bricks Builder with 100+ tools to manage pages, templates, styles, SEO, and content directly from AI assistants like… | 85 stars · 10 forks | No one-command install · Source | |
| 2466 | 88.9724 | infisical-secrets-managementmcp · auth | Provides a secure bridge to the Infisical secrets management platform, enabling operations like creating, updating, and retrieving secrets without… | 61 stars · 20 forks | No one-command install · Source | |
| 2467 | 88.9583 | production-grade-mcp-agentic-systemmcp · ai-agents | A production-grade MCP server designed for multi-tenant, authenticated, and observable AI agent systems, enabling secure tool execution across… | 62 stars · 19 forks | No one-command install · Source | |
| 2468 | 88.9516 | js-reverse-strong-mcpmcp · front-end | Standardizes front-end JavaScript reverse engineering workflows by providing tools for browser observation, runtime sampling, hooking, debugging… | 68 stars · 15 forks | No one-command install · Source | |
| 2469 | 88.9436 | intervals-icu-mcpmcp · ai-agents | A Model Context Protocol (MCP) server for Intervals.icu integration. Access your training data, wellness metrics, and performance analysis through… | 35 stars · 27 forks | No one-command install · Source | |
| 2470 | 88.9279 | kakimochi-ros2-robot-controlmcp · other | Integrates ROS 2 with natural language processing to enable robot control through commands like 'move forward at 0.2 m/s for 5 seconds' via the… | 84 stars · 10 forks | No one-command install · Source | |
| 2471 | 88.9211 | slingdata-slingmcp · database | Data integration tool for querying databases, running data pipelines, and managing replications across 30+ systems | 72 stars · 13 forks | No one-command install · Source | |
| 2471 | 88.9211 | gitmotion-ntfy-pushmcp · comms | Enables sending push notifications through the ntfy service with customizable titles, summaries, priority levels, and tags for alerting users about… | 72 stars · 13 forks | No one-command install · Source | |
| 2471 | 88.9211 | djalal-quranmcp · back-end | Provides access to Quranic scripture, translations, commentaries, and audio recitations through the Quran.com API for seamless Islamic text reference… | 72 stars · 13 forks | No one-command install · Source | |
| 2474 | 88.9165 | excel-automation-cppmcp · other | Provides Excel file manipulation capabilities through OpenXLSX, enabling creation, editing, and formatting of spreadsheets with cell operations… | 79 stars · 11 forks | No one-command install · Source | |
| 2475 | 88.9130 | gh-codeofaxel-kilnmcp · ai-agents | AI agent control of 3D printers for OctoPrint, Moonraker, Bambu, Prusa, and Elegoo. | 70 stars · 14 forks | No one-command install · Source | |
| 2475 | 88.9130 | remnusmcp · auth | Notion-like workspace of pages and customizable databases with a remote MCP server (OAuth 2.1 + PKCE, scoped read/write tokens, full audit log). 14… | 70 stars · 14 forks | No one-command install · Source | |
| 2475 | 88.9130 | inercia-mcpshellmcp · devops | Provides a secure bridge between language models and operating system commands through a configurable YAML interface with constraint-based security… | 70 stars · 14 forks | No one-command install · Source | |
| 2478 | 88.9098 | iceener-files-stdiomcp · devops | Sandboxed file system access with pattern matching, checksum verification, and Obsidian/Markdown workflow support | 75 stars · 12 forks | No one-command install · Source | |
| 2479 | 88.8924 | oschina-giteemcp · github-vcs | Bridges Claude with Gitee's API for repository management, issue tracking, pull request workflows, and user notifications on the Gitee platform. | 65 stars · 16 forks | No one-command install · Source | |
| 2480 | 88.8855 | godot-mcp-enhancedmcp · back-end | An open-source MCP server that gives AI assistants comprehensive tools to read, write, run, and verify Godot projects, featuring a three-layer… | 92 stars · 9 forks | No one-command install · Source | |
| 2481 | 88.8832 | pollinations-chucknorrismcp · ai-agents | Enhances language models by fetching specialized prompts from the L1B3RT4S repository, supporting multiple LLMs including ChatGPT, Claude, and Gemini… | 67 stars · 15 forks | No one-command install · Source | |
| 2482 | 88.8729 | efforthye-fast-filesystemmcp · observability | Provides streaming-based file operations with auto-chunking for memory-efficient handling of large files, including sequential reading, precise… | 60 stars · 20 forks | No one-command install · Source | |
| 2483 | 88.8722 | blockscoutmcp · back-end | Integrates with Blockscout APIs to provide blockchain data access including address balances, token holdings, NFT collections, transaction details… | 46 stars · 25 forks | No one-command install · Source | |
| 2484 | 88.8667 | nextdev-mcpmcp · back-end | Recommends APIs to AI agents based on agent-readiness and use-case keyword overlap, returning structured endpoints and documentation to ground… | 78 stars · 11 forks | No one-command install · Source | |
| 2485 | 88.8651 | lukaskai-voice-callmcp · comms | Enables AI to make outbound phone calls via Twilio with real-time speech processing, creating natural conversations for appointment scheduling… | 61 stars · 19 forks | No one-command install · Source | |
| 2486 | 88.8633 | freema-mcp-design-system-extractormcp · front-end | Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for… | 69 stars · 14 forks | No one-command install · Source | |
| 2486 | 88.8633 | knowall-ai-neo4j-agent-memorymcp · ai-agents | Stores entities and relationships in a Neo4j graph database with semantic search and temporal filtering, enabling persistent contextual memory for… | 69 stars · 14 forks | No one-command install · Source | |
| 2488 | 88.8545 | githits-mcp-servermcp · ai-agents | Enables AI coding agents to search and access open-source code, documentation, and package information via a local MCP server. | 91 stars · 9 forks | No one-command install · Source | |
| 2489 | 88.8435 | waystation-aimcp · comms | Connects productivity tools like Monday, Asana, Notion, and Slack through a secure integration hub, enabling seamless access directly from chat… | 62 stars · 18 forks | No one-command install · Source | |
| 2490 | 88.8430 | coingecko-crypto-datamcp · back-end | Integrates with CoinGecko's cryptocurrency data API to provide real-time market data, pricing information, and financial metrics for crypto market… | 58 stars · 22 forks | No one-command install · Source | |
| 2491 | 88.8392 | tomtommcp · back-end | Integrates with TomTom's location services APIs to provide geocoding, reverse geocoding, POI search, routing with waypoints, reachable range… | 54 stars · 24 forks | No one-command install · Source | |
| 2492 | 88.8388 | datawiz168-snowflakemcp · database | Integration with Snowflake databases, enabling execution of SQL queries and analysis of enterprise data. | 45 stars · 25 forks | No one-command install · Source | |
| 2493 | 88.8303 | linw1995-nvim-mcpmcp · back-end | A MCP server to interact with Neovim | 66 stars · 15 forks | No one-command install · Source | |
| 2493 | 88.8303 | logic-pro-mcp-servermcp · ai-agents | Enables AI agents like Claude and Cursor to control Logic Pro for music production, including creating tracks, writing MIDI, operating transport and… | 66 stars · 15 forks | No one-command install · Source | |
| 2493 | 88.8303 | langcare-mcp-fhirmcp · other | FHIR-based access to EMR systems like Epic and Cerner. | 66 stars · 15 forks | No one-command install · Source | |
| 2496 | 88.8248 | codememmcp · ai-agents | Persistent memory MCP server that captures coding session context and automatically injects relevant memories into prompts using hybrid search for… | 71 stars · 13 forks | No one-command install · Source | |
| 2496 | 88.8248 | chemmcpmcp · front-end | ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assistants, enabling molecular analysis, property prediction, and reaction… | 71 stars · 13 forks | No one-command install · Source | |
| 2498 | 88.8177 | elyin-codex-bridgemcp · ai-agents | Bridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch… | 115 stars · 7 forks | No one-command install · Source | |
| 2499 | 88.8078 | velesdb-memorymcp · ai-agents | Local-first agent-memory MCP server with a why() tool: recall a fact together with its connected subgraph (multi-hop), so linked memories surface even… | 90 stars · 9 forks | No one-command install · Source | |
| 2499 | 88.8078 | godot-devtoolmcp · back-end | A Godot 4 MCP server for AI-assisted project inspection, editing, validation, and runtime automation via stdio and optional WebSocket bridge. | 90 stars · 9 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.