Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 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 | |
| 2102 | 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 | |
| 2102 | 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 | |
| 2102 | 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 | |
| 2102 | 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 | |
| 2106 | 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 | |
| 2107 | 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 | |
| 2107 | 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 | |
| 2109 | 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 | |
| 2109 | 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 | |
| 2111 | 89.0592 | hopxmcp · other | Execute code in isolated cloud containers | 155 stars · 6 forks | No one-command install · Source | |
| 2112 | 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 | |
| 2113 | 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 | |
| 2114 | 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 | |
| 2114 | 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 | |
| 2116 | 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 | |
| 2116 | 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 | |
| 2116 | 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 | |
| 2119 | 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 | |
| 2120 | 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 | |
| 2121 | 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 | |
| 2121 | 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 | |
| 2121 | 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 | |
| 2124 | 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 | |
| 2125 | 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 | |
| 2126 | 89.0032 | htlin222-openevidencemcp · auth | Queries the OpenEvidence medical evidence platform using browser cookie authentication. | 71 stars · 14 forks | No one-command install · Source | |
| 2126 | 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 | |
| 2126 | 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 | |
| 2129 | 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 | |
| 2130 | 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 | |
| 2131 | 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 | |
| 2132 | 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 | |
| 2133 | 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 | |
| 2134 | 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 | |
| 2135 | 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 | |
| 2136 | 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 | |
| 2137 | 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 | |
| 2138 | 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 | |
| 2139 | 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 | |
| 2139 | 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 | |
| 2139 | 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 | |
| 2142 | 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 | |
| 2143 | 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 | |
| 2143 | 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 | |
| 2143 | 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 | |
| 2146 | 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 | |
| 2147 | 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 | |
| 2148 | 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 | |
| 2149 | 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 | |
| 2150 | 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 | |
| 2151 | 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 | |
| 2152 | 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 | |
| 2153 | 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 | |
| 2154 | 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 | |
| 2154 | 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 | |
| 2156 | 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 | |
| 2157 | 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 | |
| 2158 | 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 | |
| 2159 | 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 | |
| 2160 | 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 | |
| 2161 | 88.8303 | linw1995-nvim-mcpmcp · back-end | A MCP server to interact with Neovim | 66 stars · 15 forks | No one-command install · Source | |
| 2161 | 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 | |
| 2161 | 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 | |
| 2164 | 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 | |
| 2164 | 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 | |
| 2166 | 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 | |
| 2167 | 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 | |
| 2167 | 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 | |
| 2169 | 88.8003 | gnt-mcp-servermcp · back-end | Enables AI agents to query live, human-approved rules before taking actions, ensuring compliance and reducing errors. | 28 stars · 28 forks | No one-command install · Source | |
| 2170 | 88.7997 | adxmcp · database | Integrates with Azure Data Explorer to enable executing KQL queries, discovering database resources, exploring table schemas, and sampling data for… | 57 stars · 23 forks | No one-command install · Source | |
| 2171 | 88.7890 | tailopsmcpmcp · devops | A control plane gateway for managing distributed infrastructure through MCP, enabling centralized SSH, Docker, and HTTP target management with… | 16 stars · 35 forks | No one-command install · Source | |
| 2172 | 88.7798 | mindpilotmcp · github-vcs | Enables creation and rendering of Mermaid diagrams with real-time visualization through a local web interface, featuring diagram history, export… | 89 stars · 9 forks | No one-command install · Source | |
| 2173 | 88.7741 | earlmcp · ai-agents | Enables AI agents to safely interact with external services (HTTP, GraphQL, gRPC, Bash, SQL) using HCL templates and OS keychain secrets, preventing… | 113 stars · 7 forks | No one-command install · Source | |
| 2174 | 88.7734 | aec-model-bridgemcp · ai-agents | Open, secure runtime that puts Revit, Rhino, Navisworks, and Power BI behind one MCP call center, enabling an AI agent to orchestrate them directly… | 59 stars · 20 forks | No one-command install · Source | |
| 2174 | 88.7734 | text2go-ai-humanizermcp · other | Integrates multiple AI text detection services to analyze content authenticity, writing style, and potential plagiarism. | 59 stars · 20 forks | No one-command install · Source | |
| 2176 | 88.7731 | whenmoon-memorymcp · search | Provides persistent memory capabilities through sentence transformers and vector similarity search, enabling storage and retrieval of conversations… | 68 stars · 14 forks | No one-command install · Source | |
| 2176 | 88.7731 | gh-kirchuvakov-uefnmcp · ai-agents | Controls Unreal Editor for Fortnite from Claude Code with 28 tools for actors, assets, levels, viewport, and Python execution. | 68 stars · 14 forks | No one-command install · Source | |
| 2176 | 88.7731 | pansila-gdbmcp · other | GDB/MI protocol integration providing remote application debugging capabilities. | 68 stars · 14 forks | No one-command install · Source | |
| 2176 | 88.7731 | vrtejus-pymolmcp · other | Enables direct interaction with PyMOL molecular visualization software for executing commands, manipulating structures, and analyzing molecular data… | 68 stars · 14 forks | No one-command install · Source | |
| 2180 | 88.7694 | mailgunmcp · back-end | Integrates with Mailgun's email service API to enable sending emails and retrieving delivery statistics through over 30 endpoints including message… | 58 stars · 21 forks | No one-command install · Source | |
| 2181 | 88.7656 | jkoelker-schwabmcp · auth | Bridges Claude with Schwab API for accessing financial account information, stock quotes, and transaction history through OAuth authentication and… | 60 stars · 19 forks | No one-command install · Source | |
| 2182 | 88.7579 | rafaelcartenet-databricksmcp · back-end | Integrates with Databricks to execute SQL queries, list schemas, and describe table structures using the Statement Execution API for data exploration… | 43 stars · 25 forks | No one-command install · Source | |
| 2182 | 88.7579 | solana-foundation-solana-devmcp · other | Integrates with Solana blockchain to provide direct access to account data, transaction details, and network parameters through TypeScript-based RPC… | 43 stars · 25 forks | No one-command install · Source | |
| 2184 | 88.7548 | reapermcpmcp · other | Connects AI assistants to REAPER for music production, enabling full control over tracks, MIDI, mixing, mastering, and audio analysis through 153… | 76 stars · 11 forks | No one-command install · Source | |
| 2184 | 88.7548 | ypollak2-llm-routermcp · ai-agents | Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification… | 76 stars · 11 forks | No one-command install · Source | |
| 2184 | 88.7548 | touchdesigner-mcp-servermcp · back-end | Enables AI coding assistants to access comprehensive TouchDesigner operator documentation, Python API references, and tutorials for building… | 76 stars · 11 forks | No one-command install · Source | |
| 2184 | 88.7548 | jkawamoto-bearmcp · search | Integrates with Bear note-taking software to enable note creation, search, and organization operations for enhanced knowledge management. | 76 stars · 11 forks | No one-command install · Source | |
| 2188 | 88.7545 | gemini-webapi-mcpmcp · back-end | MCP server for Google Gemini that enables image generation, editing, file analysis, and chat using browser cookies, no API key needed. | 51 stars · 24 forks | No one-command install · Source | |
| 2189 | 88.7503 | itseasy21-knowledge-graphmcp · ai-agents | Provides persistent memory for Claude through a local knowledge graph that stores entities with observations and relations, enabling structured… | 61 stars · 18 forks | No one-command install · Source | |
| 2189 | 88.7503 | mcp-markdown-ragmcp · search | A Model Context Protocol (MCP) server that provides a local-first RAG engine for your markdown documents. It uses a file-based Milvus vector database… | 61 stars · 18 forks | No one-command install · Source | |
| 2191 | 88.7311 | incomestreamsurfer-roo-code-memory-bankmcp · ai-agents | Implements a file-based project context management system that maintains persistent memory across sessions through structured markdown files for… | 57 stars · 22 forks | No one-command install · Source | |
| 2192 | 88.7301 | codealive-ai-codealivemcp · search | Provides a bridge to CodeAlive's platform for semantic code search, repository exploration, and context-aware chat completions that leverage deep… | 88 stars · 9 forks | No one-command install · Source | |
| 2192 | 88.7301 | domdemetz-claude-soulmcp · ai-agents | Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections… | 88 stars · 9 forks | armory install domdemetz-claude-soul --cli claude | |
| 2192 | 88.7301 | threejs-devtools-mcpmcp · ai-agents | MCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance… | 88 stars · 9 forks | No one-command install · Source | |
| 2195 | 88.7251 | aibtcmcp · paymentsalso listed as aibtc-mcp-server | Provides Bitcoin and Stacks blockchain tools including wallets, DeFi yield, sBTC peg operations, NFTs, and x402 payments. | 10 stars · 46 forks | No one-command install · Source | |
| 2197 | 88.7059 | stanislavlysenko0912-todoistmcp · back-end | Full implementation of the Todoist REST API. | 63 stars · 16 forks | No one-command install · Source | |
| 2197 | 88.7059 | garth-mcp-servermcp · back-end | MCP server to interact with Garmin Connect, enabling retrieval of health, activity, and device data through natural language. | 63 stars · 16 forks | No one-command install · Source | |
| 2199 | 88.7048 | lightpanda-io-gomcpmcp · front-end | 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation | 67 stars · 14 forks | No one-command install · Source | |
| 2199 | 88.7048 | withastro-docsmcp · back-end | Provides access to the latest Astro framework documentation through Kapa.ai's search API, enabling developers to query official docs and retrieve… | 67 stars · 14 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.