Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 67.151 | fo-semantic-mcp-servermcp · back-end | Enables AI assistants to search and analyze Microsoft Dynamics 365 Finance & Operations artifacts, read local source code, and generate context-aware… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | human-security-mcp-servermcp · back-end | Enables AI applications to access HUMAN Security's cybersecurity intelligence for threat detection, attack analysis, and security monitoring. | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | flow2api-mcp-servermcp · back-end | Wraps Flow2API / OpenAI-compatible image generation upstream into an MCP service, providing image generation, history, and caching tools. | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | amazon-connect-mcp-servermcp · back-end | An MCP server that enables AI assistants to interact with Amazon Connect contact centers, providing 88 tools, 91 configuration templates, and… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | msbuild-mcp-servermcp · back-end | Enables building MSBuild projects and solutions by dynamically locating MSBuild and providing customizable build options, with clear error reporting… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | openreview-mcp-servermcp · back-end | Enables searching for users, fetching papers, and exporting research data from OpenReview conferences like ICML, ICLR, NeurIPS. | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | xhs-mcpmcp · back-end | A MCP server for Xiaohongshu that enables account login, copywriting generation, and automatic publishing with AI-generated images via conversation. | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | amocrm-mcp-servermcp · back-end | Minimal MCP server for integrating with amoCRM (API v4): manage deals, contacts, notes, and OAuth2 authentication. | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | codegraphmcpservermcp · back-end | A lightweight, zero-configuration MCP server for source code analysis with GraphRAG capabilities, enabling structural understanding and efficient code… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | mcp-image-optimizermcp · back-end | A Model Context Protocol server for image optimization with advanced transformations powered by Sharp, enabling resize, convert, batch process, crop… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | fugle-taiwan-stock-marketmcp · back-end | Integrates with Fugle's Taiwan stock market data API to provide historical candles, real-time intraday quotes, trading data, and market snapshots for… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | digitarald-chatterbox-ttsmcp · back-end | Converts text to speech using either high-quality Chatterbox TTS neural models or macOS's built-in 'say' command with configurable expressiveness… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | z23cc-midjourneymcp · back-end | Integrates with Midjourney's image generation API to create, blend, upscale, and describe images with support for aspect ratios, variations, and… | 12 stars · 2 forks | No one-command install · Source | |
| 2501 | 67.151 | photoshop-mcp-servermcp · back-end | Enables remote control of Adobe Photoshop on macOS and Windows via MCP, supporting multiple backends including AppleScript, PowerShell, and UXP… | 12 stars · 2 forks | No one-command install · Source | |
| 2515 | 67.121 | seo-data-api-mcp-servermcp · back-end | Enables to access SE Ranking SEO data through natural language queries, providing keyword analysis, competitor research, and performance tracking. | 1 star · 9 forks | No one-command install · Source | |
| 2516 | 66.893 | linxule-minerumcp · back-end | Document parsing API for PDFs, images, DOCX, PPTX with OCR. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | ycs77-apifablemcp · back-end | MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | feishu-user-mcpmcp · back-end | MCP server enabling Feishu/Lark operations including messaging as user, document management, spreadsheets, knowledge base, calendar, tasks, and OKR… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | work90210-apifoldmcp · back-end | Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | kevin-liu-01-minecraft-dedalusmcp · back-end | LAN-oriented Minecraft bot control stack with 60+ tools for movement, mining, building, crafting, combat, planning, persistent memory, skill… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | javaperfmcp · back-end | MCP server for profiling Java applications via JDK utilities (jcmd, jfr, jps). Enables AI assistants to diagnose performance, analyze threads, and… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | fugle-mcp-servermcp · back-end | A Fugle MCP server for stock market data and trading, supporting real-time quotes, historical data, and optional order execution. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | drugbank-mcp-servermcp · back-end | Model Context Protocol server providing access to the comprehensive DB pharmaceutical database with 17,430+ drugs, supporting search, drug details… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | labeveryday-nba-mcp-servermcp · back-end | Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | idb-mcpmcp · back-end | MCP server to control iOS simulators for automation, enabling device management, input control, and screen capture via Facebook IDB. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | mcp-google-tools-servermcp · back-end | A full-featured Model Context Protocol server that gives AI assistants real-time access to Google Workspace services including Drive, Gmail, Calendar… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | neosun100-qwen3-asrmcp · back-end | Docker deployment for Qwen3-ASR speech recognition with REST API and transcription tools. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | odoo-mcp-servermcp · back-end | An enterprise-grade MCP server for interacting with Odoo ERP through AI assistants, enabling guided workflows, native BI, and deep introspection. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | apple-calendar-mcpmcp · back-endalso listed as egorkurito-apple-calendar | MCP server for Apple Calendar via native EventKit API with proper recurring event support. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | reversecraft-devtools-mcpmcp · back-end | A powerful MCP server for browser debugging and reverse engineering, providing AI coding assistants with comprehensive browser automation, JavaScript… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | aeven-ai-nanobananamcp · back-end | A provider-agnostic image generation suite using the Nano Banana (google/gemini-2.5-flash-image) model via OpenRouter to provide tools for image… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | proxmox-mcp-enhancedmcp · back-end | Provides a complete MCP server for managing Proxmox VE infrastructure with 115 specialized tools, enabling AI assistants and automation systems to… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | nist-mcp-servermcp · back-end | Provides comprehensive access to NIST cybersecurity frameworks and controls, enabling AI assistants and applications to query, analyze, and manage… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | fireblocks-mcp-servermcp · back-end | Enables AI assistants to securely interact with Fireblocks services through the Model Context Protocol, supporting transaction management, vault and… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | longevity-genie-synergy-age-mcpmcp · back-end | MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | mcp-feedback-servermcp · back-end | Enables agents to request and receive user feedback during task execution through a terminal-based interactive feedback system. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | rstudio-mcp-servermcp · back-end | Enables AI assistants to deeply integrate with RStudio for environment management, code execution, project management, and package management. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | itz4blitz-jmxmcp · back-end | Bridges Java Management Extensions (JMX) with natural language monitoring and management of Java applications through their exposed MBeans, supporting… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | marlburrow-teamspeakmcp · back-end | Provides TeamSpeak server administration through the ServerQuery protocol, enabling user management, channel operations, server configuration… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | society-elizaosmcp · back-end | Connects Cursor IDE to ElizaOS agents through a local server, enabling developers to list, select, and chat with agents without leaving their coding… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | qgis-geographic-information-systemmcp · back-end | Enables remote control of QGIS geographic information system for spatial analysis, map creation, and geographic data management through a JSON-based… | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | kukapay-crypto-portfolio-mcpmcp · back-end | An MCP server for tracking and managing cryptocurrency portfolio allocations. | 10 stars · 3 forks | No one-command install · Source | |
| 2516 | 66.893 | audio-transcribermcp · back-end | Provides speech-to-text transcription capabilities using OpenAI's Whisper API with configurable language settings and optional file saving | 10 stars · 3 forks | No one-command install · Source | |
| 2545 | 66.877 | ai-image-gpt-mcpmcp · back-end | Standalone MCP server and CLI for generating images via ChatGPT backend, with reliable exact file paths and multi-account login support. | 5 stars · 6 forks | No one-command install · Source | |
| 2545 | 66.877 | pocketsmith-mcpmcp · back-end | Enables interaction with the PocketSmith personal finance API through 43 MCP tools for managing accounts, transactions, budgets, categories, and more. | 5 stars · 6 forks | No one-command install · Source | |
| 2545 | 66.877 | rdf-mcpmcp · back-end | MCP servers for querying Brick and 223P ontologies, enabling abbreviation expansion, term/property lookup, and definition retrieval. | 5 stars · 6 forks | No one-command install · Source | |
| 2545 | 66.877 | sunwood-ai-labs-ideagrammcp · back-end | Integrates with the Ideogram API to enable image generation and manipulation based on textual descriptions or parameters | 5 stars · 6 forks | No one-command install · Source | |
| 2549 | 66.871 | obsidian-local-rest-apimcp · back-end | Bridges Obsidian vaults through the Local REST API, enabling intelligent note management, knowledge discovery, and conversational access to personal… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | mcp-authentication-demomcp · back-end | A template for building MCP servers with optional per-tool authentication using WorkOS AuthKit and Vercel MCP adapter. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | taskwarrior-mcp-servermcp · back-end | MCP server that wraps TaskWarrior command-line tool. Provides 22 tools for task management, GTD workflow, and habit tracking. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | alex-feel-context-storagemcp · back-end | Persistent multimodal context storage with database backends | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | cyanheads-secedgar-mcp-servermcp · back-end | Query SEC EDGAR filings, XBRL financials, and company data through MCP. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | pdfcomcp · back-end | Integrates with PDF.co's cloud API to provide 30+ document processing tools including PDF conversion, form handling, OCR, merging, splitting, password… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | snowild-redminemcp · back-end | Integrates with Redmine project management systems through REST API to enable issue creation, updates, querying, and project coordination through… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | 3knightcz-codebeamer-mcpmcp · back-end | Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | kr-legislation-mcpmcp · back-end | Integrates 132 tools from the Korean Ministry of Legislation OPEN API to provide comprehensive access to Korean legal documents, including statutes… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | browser-automationmcp · back-end | Selenium-powered browser automation server that enables web interactions like navigation, clicking, form filling, and scrolling with minimal human… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | alibabacloud-fcmcp · back-end | Integrates with Alibaba Cloud Function Compute to deploy and manage serverless functions with multi-language runtime support, custom domain routing… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | strato-space-media-genmcp · back-end | Generates and edits images and videos through OpenAI and Google GenAI APIs. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | keyshade-mcpmcp · back-end | MCP server for interacting with Keyshade's secrets management platform, enabling secure retrieval and management of secrets via natural language. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | databento-mcp-servermcp · back-end | Provides professional market data access via DataBento API, including real-time futures quotes, historical timeseries, batch downloads, symbol… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | openapi-directory-mcp-servermcp · back-end | Provides access to the APIs.guru directory of 3,000+ OpenAPI specs and supports custom spec import, enabling API discovery, analysis, and integration… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | calendly-mcp-server-2mcp · back-end | Enables interaction with Calendly's scheduling platform via MCP, allowing users to manage events, invitees, and schedule meetings directly using the… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | blackjack-mcp-servermcp · back-end | Provides an interactive blackjack game with standard rules via MCP tools and a web UI, enabling actions like hit, stand, and double down. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | vscode-context-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides VSCode context and filesystem operations for AI assistants. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | egnyte-mcp-servermcp · back-end | Enables AI agents to search for and retrieve documents from Egnyte by name, using Egnyte's public APIs and Python SDK, integrating enterprise content… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | uptime-kuma-mcp-servermcp · back-end | Enables managing Uptime Kuma monitors via MCP protocol, supporting batch add, list, and delete operations. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | hugo-mcpmcp · back-end | A powerful MCP server for managing Hugo static site generator. This server provides a comprehensive set of tools for creating, managing, and deploying… | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | kukapay-whattimeisitmcp · back-end | Provides location-based current time in ISO 8601 format using the World Time API through a lightweight Python FastMCP server. | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | a2a-server-by-iamarcelmcp · back-end | Another A2A server implementation | 9 stars · 4 forks | No one-command install · Source | |
| 2549 | 66.871 | milancermak-starknetmcp · back-end | Integrates with Starknet's JSON-RPC API to enable querying blockchain state, retrieving transaction data, and executing contract calls for blockchain… | 9 stars · 4 forks | No one-command install · Source | |
| 2573 | 66.858 | article-publishedmcp · back-end | MCP server that connects AI clients to a browser extension for extracting articles from web pages and saving them as drafts to multiple content… | 30 stars | No one-command install · Source | |
| 2574 | 66.666 | panko-alerts-food-safety-datamcp · back-end | Search live food safety data from FDA, FSIS, CDC, and city health departments (NYC, Chicago, SF, Seattle, Boston). 5 tools: search recalls, outbreaks… | 3,864 installs | No commit datelisted | No one-command install · Source |
| 2575 | 66.576 | ryanmac-twitter-clientmcp · back-end | Provides a TypeScript-based server for interacting with Twitter, enabling tweet operations, user profile management, and Grok AI integration through… | 29 stars | No commit datelisted | No one-command install · Source |
| 2576 | 66.528 | beckett-mcp-for-godotmcp · back-end | Zero-sidecar MCP server embedded directly in the Godot 4 editor as a GDScript EditorPlugin — no Node or Python sidecar. Reflection-driven tools over… | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | al-go-mcp-servermcp · back-end | Enables intelligent access to AL-Go documentation, workflows, and domain expertise for Business Central development automation through specialized… | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | earonesty-boxpdfmcp · back-end | Resource server exposing BoxPDF library documentation and PDF layout templates to AI agents. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | arcgis-mcp-bridgemcp · back-end | Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | harper-mcp-servermcp · back-end | Exposes HarperDB tables and custom resources as structured MCP resources, enabling read-only access and filtering through JSON-RPC calls. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | google-play-store-cli-mcpmcp · back-end | MCP server for automating Google Play Android app management - releases, reviews, listings, and monetization via natural language or CLI. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | nanameru-substackmcp · back-end | Manages Substack publications programmatically, enabling post creation, editing, image uploads, scheduling, and publishing via Substack's internal… | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | scvcoder-korean-law-aliomcp · back-end | MCP server for searching Korean laws, administrative rules, and public institution regulations via ALIO. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | kronan-mcpmcp · back-endalso listed as sandsower-kronan | MCP server for the Krónan grocery store API, enabling product search, shopping notes management, checkout, and order tracking. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | npcnpc09-remotexmcp · back-end | SSH fleet management server enabling remote command execution, file transfers, and multi-host orchestration across distributed infrastructure. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | rulesmithmcp · back-end | Provides a CLI and MCP server for scanning repositories to generate evidence-backed, project-specific instruction files for AI coding assistants… | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | folathecoder-adzuna-job-searchmcp · back-end | Search jobs, analyze salaries, and research employers across 12 countries via the Adzuna API. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | shuntaka9576-calendar-to-promptmcp · back-end | Integrates with calendar APIs to fetch event data and generate context-aware prompts, enabling automated scheduling assistance and task management. | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | serverless-mcp-servers-cdkmcp · back-end | Deploys a stateless MCP server on AWS Lambda and API Gateway using CDK, supporting Express.js or Hono implementations with bearer token authentication… | 15 stars · 1 fork | No one-command install · Source | |
| 2576 | 66.528 | vibe-model-context-protocol-server-vmcpsmcp · back-end | A Python-based server for managing and analyzing code context for AI-assisted development. Provides real-time code analysis, project structure… | 15 stars · 1 fork | No one-command install · Source | |
| 2592 | 66.258 | martinlippert-spring-io-apimcp · back-end | Integrates with Spring's API to provide release information and support timelines for Spring projects, enabling dependency management and upgrade… | 8 stars · 5 forks | No one-command install · Source | |
| 2592 | 66.258 | heroku-mcp-code-execution-pythonmcp · back-end | An MCP server for securely executing Python code, supporting STDIO, Streamable HTTP, and SSE transports, with easy deployment on Heroku. | 8 stars · 5 forks | No one-command install · Source | |
| 2592 | 66.258 | pmxtmcp · back-endalso listed as pmxt-mcp | Unified prediction market API covering Polymarket, Kalshi, Limitless, and other exchanges for market queries and trading. | 8 stars · 5 forks | No one-command install · Source | |
| 2592 | 66.258 | mshaaban0-contentful-deliverymcp · back-end | Integrates with Contentful's Delivery API to enable querying and retrieving structured content using keywords or sentences, facilitating… | 8 stars · 5 forks | No one-command install · Source | |
| 2592 | 66.258 | mistral-ocr-mcp-server-2mcp · back-end | Extracts text content from PDFs and images using Mistral's OCR API, enabling OCR capabilities in MCP-compatible clients like Cursor and Claude… | 8 stars · 5 forks | No one-command install · Source | |
| 2592 | 66.258 | fortimanager-code-mode-mcpmcp · back-end | Enables AI agents to interact with Fortinet FortiManager through a minimal MCP interface using sandboxed JavaScript for querying the API spec and… | 8 stars · 5 forks | No one-command install · Source | |
| 2592 | 66.258 | pdogra1299-jiramcp · back-end | Integrates with Jira Cloud REST API v3 to enable issue creation, updates, searching with JQL, comment management, workflow transitions, user lookup… | 8 stars · 5 forks | No one-command install · Source | |
| 2592 | 66.258 | fofa-mcp-servermcp · back-end | MCP server for querying the FOFA API, enabling network asset search and account information retrieval. | 8 stars · 5 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.