Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4301 | 81.521 | tarnover-ansiblemcp · devops | Integrates with Ansible to enable infrastructure automation through direct execution of playbooks, ad-hoc commands, inventory management, and AWS… | 26 stars · 10 forks | No one-command install · Source | |
| 4301 | 81.521 | fused-udfmcp · ai-agents | Python-based framework for connecting Claude and other LLMs to executable Python code through User Defined Functions, enabling data scientists to… | 26 stars · 10 forks | No one-command install · Source | |
| 4301 | 81.521 | rymurr-signalmcp · comms | Enables secure communication with Signal messaging through direct messaging, group chats, and message reception capabilities, leveraging Signal's… | 26 stars · 10 forks | No one-command install · Source | |
| 4301 | 81.521 | medium-mcp-servermcp · back-end | Enables programmatic interaction with Medium's content ecosystem for intelligent and context-aware content retrieval. | 26 stars · 10 forks | No one-command install · Source | |
| 4305 | 81.487 | gh-cphoskins-cronometermcp · observability | Access Cronometer nutrition data including food logs, macros, fasting, biometrics, and recurring foods. | 17 stars · 13 forks | No one-command install · Source | |
| 4305 | 81.487 | esp-rainmaker-mcp-servermcp · back-endalso listed as espressif-esp-rainmaker-mcp | Enables MCP-compatible clients to interact with ESP RainMaker devices for node management, parameter control, scheduling, and group management via the… | 17 stars · 13 forks | No one-command install · Source | |
| 4308 | 81.463 | toolfunnelmcp · ai-agents | A zero-dependency MCP gateway: host your own tools, forward and curate tools from other MCP servers, expose them leanly to cut agent token cost, and… | 37 stars · 5 forks | No one-command install · Source | |
| 4308 | 81.463 | stephanj-eclipse-jdt-language-servermcp · back-end | Wraps Eclipse JDT Language Server to provide Java code navigation, symbol search, reference finding, and project structure analysis. | 37 stars · 5 forks | No one-command install · Source | |
| 4308 | 81.463 | callimachusmcp · database | Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex… | 37 stars · 5 forks | No one-command install · Source | |
| 4308 | 81.463 | openweb-ninja-mcpmcp · back-end | Official MCP server for OpenWeb Ninja: 40+ real-time web data and SERP APIs (Google Maps, Amazon, jobs, Zillow, Trustpilot, web search, news, finance)… | 37 stars · 5 forks | No one-command install · Source | |
| 4308 | 81.463 | hithereiamaliff-nextcloudmcp · search | Integrates with Nextcloud instances to provide file management, calendar scheduling, contact management, and unified search across Notes, Tables, and… | 37 stars · 5 forks | No one-command install · Source | |
| 4308 | 81.463 | askuserquestionplusmcp · ai-agents | An MCP server that enables LLMs to ask users questions through a web interface with keyboard shortcuts, supporting single/multiple choice and custom… | 37 stars · 5 forks | No one-command install · Source | |
| 4308 | 81.463 | docs-rsmcp · back-end | Integrates with crates.io and docs.rs to search Rust crates, retrieve README content, fetch documentation for specific API items, and search within… | 37 stars · 5 forks | No one-command install · Source | |
| 4315 | 81.444 | cqfn-aibolitmcp · front-end | Integrates with the Aibolit Java code analyzer to identify critical design issues in Java code, focusing on maintainability, readability, and… | 27 stars · 9 forks | No one-command install · Source | |
| 4315 | 81.444 | a2a-clicli · back-end | Command-line client for interacting with A2A servers | 27 stars · 9 forks | No one-command install · Source | |
| 4315 | 81.444 | msaelices-whatsapp-greenapimcp · back-end | Provides a bridge to the WhatsApp Business API through GreenAPI, enabling message sending, chat retrieval, and group management directly from… | 27 stars · 9 forks | No one-command install · Source | |
| 4318 | 81.418 | rviz-mcpmcp · ai-agents | MCP server enabling AI agents to control RViz2 displays, fixed frames, and views, with offline mock support for CI and demos. | 6 stars · 18 forks | No one-command install · Source | |
| 4319 | 81.396 | originlab-mcp-servermcp · back-end | Bridge between AI assistants and OriginLab, enabling data import, plotting, analysis, and export through natural language commands. | 73 stars · 2 forks | No one-command install · Source | |
| 4320 | 81.388 | mcp-power-automatemcp · back-end | Local-first MCP server and Chromium extension for AI-assisted Microsoft Power Automate work, enabling users to inspect, validate, edit, run, review… | 24 stars · 12 forks | No one-command install · Source | |
| 4320 | 81.388 | wowyuarm-file-convertermcp · other | Provides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external… | 24 stars · 12 forks | No one-command install · Source | |
| 4320 | 81.388 | databridge-org-databridgemcp · search | Integrates with DataBridge to enable ingestion and retrieval of contextual information from a local database, supporting persistent storage for AI… | 24 stars · 12 forks | No one-command install · Source | |
| 4320 | 81.388 | tomekkorbak-stravamcp · back-end | Integrates with the Strava API to retrieve and analyze athlete activities data, enabling fitness tracking and performance monitoring over time. | 24 stars · 12 forks | No one-command install · Source | |
| 4320 | 81.388 | amazon-bedrock-nova-canvasmcp · other | Integrates with Amazon Bedrock's Nova Canvas model to generate images from text descriptions with customizable parameters like dimensions and seed… | 24 stars · 12 forks | No one-command install · Source | |
| 4320 | 81.388 | luma-api-mcpmcp · back-end | Enables image and video generation using Luma's API, supporting multiple models, aspect ratios, and advanced features like keyframes and style… | 24 stars · 12 forks | No one-command install · Source | |
| 4320 | 81.388 | davidvc-code-knowledge-embeddingsmcp · database | A knowledge management tool for code repositories using vector embeddings. | 24 stars · 12 forks | No one-command install · Source | |
| 4327 | 81.384 | git-courermcp · ai-agents | An MCP server that gives AI agents a full, safe interface to Git with automatic backups, isolated worktrees, and structured JSON outputs. | 43 stars · 4 forks | No one-command install · Source | |
| 4327 | 81.384 | vue-mcp-nextmcp · front-end | Enables real-time debugging and state manipulation of Vue.js applications through MCP protocol, integrating with Vue DevTools to access component… | 43 stars · 4 forks | No one-command install · Source | |
| 4329 | 81.381 | shopware-admin-mcp-servermcp · back-end | Enables AI assistants to manage Shopware e-commerce data through the Admin API, including products, categories, sales channels, orders, themes, and… | 33 stars · 6 forks | No one-command install · Source | |
| 4329 | 81.381 | mguozhen-amazon-reviewsmcp · back-end | Amazon product review analysis with VOC insights, sentiment, and listing improvements via Shulex OpenAPI. | 33 stars · 6 forks | No one-command install · Source | |
| 4329 | 81.381 | sniperrich-recafmcp · other | Bridges Recaf 4.x Java bytecode editor with decompilation, bytecode analysis, call graph exploration, JASM assembly, and workspace management. | 33 stars · 6 forks | No one-command install · Source | |
| 4329 | 81.381 | jlink-mcp-servermcp · ai-agents | An MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI… | 33 stars · 6 forks | No one-command install · Source | |
| 4329 | 81.381 | selenium39-weibomcp · search | Enables scraping of Weibo user information, feeds, and search functionality with tools for user discovery, profile retrieval, and feed access | 33 stars · 6 forks | No one-command install · Source | |
| 4329 | 81.381 | advanced-reason-mcpmcp · back-endalso listed as kuon-dev-advanced-reason | Enables advanced reasoning and reflection using the Gemini API and OpenRouter models, integrating sequential thinking and critique capabilities. | 33 stars · 6 forks | No one-command install · Source | |
| 4336 | 81.350 | mottibec-otelcolmcp · observability | Provides a configuration interface for OpenTelemetry Collectors, enabling dynamic management of telemetry components with complete schema definitions… | 52 stars · 3 forks | No one-command install · Source | |
| 4337 | 81.336 | sleeper-mcp-servermcp · back-end | Enables natural language interaction with Sleeper Fantasy Football API data, allowing queries about leagues, players, matchups, draft results, and… | 16 stars · 13 forks | No one-command install · Source | |
| 4337 | 81.336 | agencyenterprise-fathommcp · other | Provides AI-driven meeting analysis and summarization through the Fathom platform. | 16 stars · 13 forks | No one-command install · Source | |
| 4337 | 81.336 | ricauts-cybermcpmcp · back-end | Provides API security testing tools for authentication testing, SQL injection detection, data leakage analysis, and vulnerability scanning with… | 16 stars · 13 forks | No one-command install · Source | |
| 4337 | 81.336 | brysontang-deltataskmcp · database | Integrates with Obsidian to provide a locally-hosted task management system with intelligent prioritization, task decomposition, and a full API for… | 16 stars · 13 forks | No one-command install · Source | |
| 4341 | 81.321 | wbrowsermcp · browser | Enables AI assistants and terminals to control a user's already logged-in Chrome session, allowing them to navigate pages, read content, click and… | 30 stars · 7 forks | No one-command install · Source | |
| 4341 | 81.321 | openapi-mcp-server-2mcp · back-end | 远程MCP服务，通过Model Context Protocol为AI应用提供阿里云数万个OpenAPI的无缝集成，支持Terraform、多账号、自定义OAuth等能力。 | 30 stars · 7 forks | No one-command install · Source | |
| 4341 | 81.321 | stagsz-unconventional-thinkingmcp · other | Integrates unconventional ideation techniques to facilitate structured brainstorming and creative problem-solving sessions. | 30 stars · 7 forks | No one-command install · Source | |
| 4341 | 81.321 | janeemcp · back-endalso listed as rsdouglas-janee | Secrets management MCP server that injects credentials into API requests for AI agents, enforcing policies and logging all activity without exposing… | 30 stars · 7 forks | No one-command install · Source | |
| 4341 | 81.321 | thinq-connect-thinqconnect-mcpmcp · back-end | Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server. | 30 stars · 7 forks | No one-command install · Source | |
| 4341 | 81.321 | dockashellmcp · ai-agents | DockaShell is an MCP server that provides AI agents with isolated Docker containers for persistent shell access, file operations, and full audit… | 30 stars · 7 forks | No one-command install · Source | |
| 4341 | 81.321 | nickpending-mcp-reconmcp · back-end | Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header… | 30 stars · 7 forks | No one-command install · Source | |
| 4341 | 81.321 | pv-bhat-gemsuitemcp · back-end | Integrates with Google's Gemini API through specialized tools for search, reasoning, processing, and file analysis, automatically selecting optimal… | 30 stars · 7 forks | No one-command install · Source | |
| 4350 | 81.281 | newbeb-stealth-browsermcp · browser | Provides stealth browser capabilities using Playwright and anti-detection techniques for evading bot detection systems during web scraping and… | 23 stars · 12 forks | No one-command install · Source | |
| 4351 | 81.277 | plasmatemcp · browser | Browser engine for agents that compiles HTML into a Semantic Object Model with 10-800x token compression and V8 JavaScript execution. | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | smailsmcp · ai-agents | Disposable email for humans and AI agents. Enables AI agents to create mailboxes and receive verification emails through an MCP server. | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | claudia-statuslineobservability · database | High-performance Rust-based statusline for Claude Code with persistent stats tracking, progress bars, and optional cloud sync. Features SQLite-first… | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | pagemapmcp · other | Compresses web pages into structured, actionable maps at 97% fewer tokens while preserving interactive elements for browsing automation. | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | sinco-lab-youtube-transcriptmcp · other | Extracts and formats YouTube video transcripts with language selection, paragraph formatting, and metadata enrichment for content analysis and… | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | wesbos-currency-conversionmcp · back-end | Provides real-time currency conversion capabilities by fetching current exchange rates from currency APIs, enabling financial calculations… | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | yutarop-ros-mcpmcp · back-end | MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language. | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | aaronsb-obsidian-semanticmcp · search | Provides intelligent access to Obsidian vaults through file management with fragment retrieval, smart editing with auto-buffering, content navigation… | 36 stars · 5 forks | No one-command install · Source | |
| 4351 | 81.277 | yevanchen-difyappmcp · other | Integrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications with… | 36 stars · 5 forks | No one-command install · Source | |
| 4360 | 81.256 | codetreemcp · ai-agents | Gives coding agents structured code understanding via tree-sitter with 23 tools and 10 languages, enabling precise queries instead of reading entire… | 28 stars · 8 forks | No one-command install · Source | |
| 4360 | 81.256 | akiflow-mcp-servermcp · back-end | MCP server for Akiflow task management with Meeting Assistant support. Enables creating, updating, scheduling tasks, managing calendars, and accessing… | 28 stars · 8 forks | No one-command install · Source | |
| 4360 | 81.256 | aahl-notifymcp · comms | Multi-platform notification delivery supporting WeChat, Telegram, DingTalk, Bark, Lark, Feishu, and more | 28 stars · 8 forks | No one-command install · Source | |
| 4360 | 81.256 | seo-insights-mcp-servermcp · back-end | Connects AI assistants to SEO APIs for backlinks analysis, keyword research, and traffic analysis. | 28 stars · 8 forks | No one-command install · Source | |
| 4360 | 81.256 | evilran-baidu-searchmcp · search | Provides web search capabilities through Baidu's search engine, enabling retrieval of search results and webpage content with robust error handling… | 28 stars · 8 forks | No one-command install · Source | |
| 4360 | 81.256 | interactive-feedbackmcp · browser | Enables human-in-the-loop workflows by launching a browser interface where users can provide interactive feedback during task execution, returning… | 28 stars · 8 forks | No one-command install · Source | |
| 4360 | 81.256 | hotels-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for hotels and destinations using the Booking.com API. | 28 stars · 8 forks | No one-command install · Source | |
| 4367 | 81.227 | hatmanstack-ragstackmcp · search | Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS. | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | mikusnuz-metamcp · back-end | Manage Instagram and Threads content, analytics, and engagement through Meta's Graph API v25.0. | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | zspace-nas-mcpmcp · ai-agents | Enables AI agents like Claude Code to directly control a ZSpace NAS with 90 tools for file management, media, notes, cloud disks, and more. | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | music21-mcp-servermcp · back-end | A multi-interface music analysis server providing MCP, HTTP, CLI, and Python interfaces for music21-based analysis. | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | l33tdawg-strapi-cmsmcp · other | Integrates with Strapi CMS to enable creating, reading, updating, and deleting content entries with support for filtering, pagination, sorting, and… | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | libreoffice-mcpmcp · database | Enables interaction with LibreOffice documents (Writer, Calc, Impress, Draw) via MCP, supporting document management, data analysis, and database… | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | heilgar-shadcn-uimcp · front-end | Provides tools for managing and installing shadcn/ui components directly through assistants, enabling efficient component discovery, documentation… | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | kukapay-modbus-mcpmcp · back-end | An MCP server that standardizes and contextualizes industrial Modbus data. | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | inkeep-ragmcp · search | Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and… | 25 stars · 10 forks | No one-command install · Source | |
| 4367 | 81.227 | hannesj-antd-componentsmcp · front-end | Provides Ant Design component documentation through specialized tools for discovery, exploration, and implementation guidance in React applications | 25 stars · 10 forks | No one-command install · Source | |
| 4377 | 81.198 | gh-janghyuckyun-youtube-intelligencemcp · back-end | Extracts YouTube video metadata, transcripts, and comments via yt-dlp with server-side LLM summarization, entity extraction, topic segmentation, and… | 51 stars · 3 forks | No one-command install · Source | |
| 4377 | 81.198 | modular-mcpmcp · ai-agents | A proxy MCP server that manages multiple upstream MCP servers by grouping them and loading tool schemas on-demand, reducing LLM context usage. | 51 stars · 3 forks | No one-command install · Source | |
| 4379 | 81.173 | mindscapehq-raygunmcp · observability | Monitor crash reports and performance metrics for application stability. | 22 stars · 12 forks | No one-command install · Source | |
| 4379 | 81.173 | pinterest-mcp-servermcp · back-end | Enables AI agents to interact with the Pinterest API, allowing management of boards and pins through natural language commands. | 22 stars · 12 forks | No one-command install · Source | |
| 4379 | 81.173 | salamentic-google-flightsmcp · search | Leverages the fast-flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip… | 22 stars · 12 forks | No one-command install · Source | |
| 4382 | 81.171 | gpu-mcp-servermcp · ai-agents | An MCP server that enables AI agents to query real-time NVIDIA GPU metrics like utilization, memory, temperature, and power without external… | 15 stars · 13 forks | No one-command install · Source | |
| 4382 | 81.171 | auth0-auth0-ai-jsidentity · auth | Use when an agent must act on a user's behalf against a third-party API with the user's own consent and scope. | 15 stars · 13 forks | No one-command install · Source | |
| 4382 | 81.171 | p2pclaw-mcp-servermcp · ai-agents | A backend MCP server that enables AI agents to publish, validate, and search research papers, submit swarm-compute jobs, and invoke formal proof… | 15 stars · 13 forks | No one-command install · Source | |
| 4382 | 81.171 | aashari-mcp-server-aws-ssomcp · auth | AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and… | 15 stars · 13 forks | No one-command install · Source | |
| 4382 | 81.171 | surajadsul-salesforcemcp · ai-agents | Integrates Claude with Salesforce, enabling natural language interactions for object management, schema exploration, data querying, and manipulation… | 15 stars · 13 forks | No one-command install · Source | |
| 4387 | 81.165 | siddhant-k-code-apple-notesmcp · search | Bridges AI systems with macOS Notes application through AppleScript automation, enabling note creation, search, and content retrieval without… | 24 stars · 11 forks | No one-command install · Source | |
| 4387 | 81.165 | octomind-e2e-test-automationmcp · other | Enables AI-driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your… | 24 stars · 11 forks | No one-command install · Source | |
| 4387 | 81.165 | incentivai-quickchat-ai-mcpmcp · ai-agentsalso listed as quickchat-ai | Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities. | 24 stars · 11 forks | No one-command install · Source | |
| 4391 | 81.149 | apex-log-mcp-servermcp · back-end | An MCP server that gives AI assistants tools to analyze Salesforce Apex debug logs for performance bottlenecks, slow methods, and governor limit… | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | universal-netlist-mcp-servermcp · ai-agents | This MCP server enables AI agents to understand and analyze electrical schematics from Cadence and Altium for comprehensive design reviews through… | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | reachy-mini-mcp-servermcp · back-end | Control a Reachy Mini robot through natural language, with tools for head/antenna movement, gestures, emotions, camera, and command sequences. | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | fu-jie-mimomcp · back-endalso listed as mimo-free-api-mcp | OpenAI-compatible gateway for Xiaomi's MiMo AI models with web search and vision tools via reverse-engineered API access. | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | mustafacagri-ai-quality-gatemcp · other | Automates code quality checks for AI-generated code through ESLint, Prettier, and optional SonarQube analysis. | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | librespritemcp · front-end | Enables control of the LibreSprite pixel art editor through JavaScript scripting via a Flask proxy server that bridges communication between external… | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | willibrandon-netcontextmcp · other | Enables AI assistants to explore and understand .NET codebases. | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | d2-diagrammingmcp · other | Integrates with Terrastruct's D2 diagramming language to generate technical diagrams, flowcharts, and architectural visualizations in SVG, PNG, and… | 32 stars · 6 forks | No one-command install · Source | |
| 4391 | 81.149 | jean-technologies-writer-blog-searchmcp · database | Connect to your Substack/Medium blogs via their RSS feeds, fetches your posts, and permanently caches them locally. It also generates embeddings for… | 32 stars · 6 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.