Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5201 | 43.294 | max-rousseau-home-assistantmcp · back-end | Connects AI assistants to Home Assistant via REST and WebSocket APIs with 10 tools for entity control, camera snapshots, and configuration management. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | django-admin-mcp-apimcp · back-end | Exposes Django admin's ModelAdmin as MCP tools, with identical permissions, form validation, and session authentication. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | argus-web-mcpmcp · back-end | A self-hosted MCP server offering unlimited web search, scraping, and content extraction tools with full-content reads, no truncation, and zero… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | zotero-local-mcp-bridgemcp · back-end | Enables MCP-capable agents to securely manage a local Zotero library through a plugin-hosted MCP endpoint, supporting read, write, search, and… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | io-github-freyabit-shanghai-library-open-data-mcpmcp · back-end | Exposes 97 official Shanghai Library open data APIs and the Sou-Yun poetry database (1.99 million poems) as 12 MCP tools, covering genealogy, ancient… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | mitre-mcpmcp · back-end | Comprehensive MITRE ATT\&CK MCP server with SOC integration for technique lookup, alert mapping, and coverage analysis. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | clash-verge-mcp-promcp · back-end | A comprehensive MCP server for Clash Verge Rev/Mihomo that enables full control over proxies, rules, and subscriptions through 58 tools. It also… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | lusha-mcp-pluginmcp · back-end | Enables AI assistants to find and enrich B2B contacts and companies with verified contact details and buying signals using Lusha's API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | wechat-clawbot-pushmcp · back-end | MCP server for pushing scheduled or triggered messages to personal WeChat via ClawBot, using WorkBuddy connector and WeChat iLink API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | pageboltmcp · back-end | Take screenshots, generate PDFs, create OG images, inspect pages, and record demo videos via the PageBolt web capture API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | starling-bank-mcpmcp · back-end | MCP server for Starling Bank API integration, enabling AI agents to manage accounts, view transactions, and send payments via natural language. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | openwebui-mcpmcp · back-end | Open WebUI MCP server that exposes ask and list_models tools, letting any MCP client query Open WebUI models through the full tool-calling loop… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | backtest-mcpmcp · back-end | A stock backtesting engine MCP server that fetches stock data, validates and executes dynamic strategies, and generates backtest results and reports. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | acr-mcp-servermcp · back-end | Exposes ACR's memory, skill, web, and GitHub search tools to any MCP client, enabling task execution and tool access via the MCP protocol. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | imageroutermcp · back-end | Local MCP server that routes image-generation requests to xAI/Grok, Antigravity, and OpenAI Codex with ordered fallback, a local Playground, and an… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | joinmassive-mcp-servermcp · back-end | Gives AI agents real-time web access with JS rendering, captcha solving, and geo-targeting via the Massive Web Render API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | alexey-pelykh-qontomcp · back-end | CLI and MCP interface for the Qonto business banking API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | font-lab-mcp-servermcp · back-end | Enables AI agents to compose, preview, and apply curated font directions and text edits on live websites, allowing humans to choose the final… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | crypto-ninja-githubmcp · back-end | Comprehensive GitHub API integration with 112 tools and optimized token efficiency | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | codex-visio-replicamcp · back-end | A local-first toolkit that rebuilds reference images as editable Microsoft Visio shapes via two MCP servers for image QA and Visio COM rendering. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | universal-api-connector-mcpmcp · back-end | Enables AI agents to connect to any API by loading OpenAPI, GraphQL, gRPC, or SOAP specs, with a built-in catalog of 2500+ public APIs, supporting… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | admin978-canvas-lmsmcp · back-end | Local-first MCP server for Canvas LMS — access courses, assignments, grades, modules, announcements, and calendar events via stdio. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | chatgpt-bookmark-site-mcp-servermcp · back-end | Enables users to search, read, and query saved bookmark content via a read-only MCP interface, with full-text and optional semantic search. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | arcpy-mcp-servermcp · back-end | Enables AI agents to perform spatial analysis in ArcGIS Pro using natural language by exposing all ArcGIS Pro toolboxes as MCP tools. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | sonarqube-mcpmcp · back-end | MCP server that exposes SonarQube data as AI agent tools, enabling project discovery, quality gates, measures, issues, hotspots, rule explanations… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | ekyc-suite-mcp-servermcp · back-end | Provides 8 financial-grade KYC identity verification tools for AI agents, including face comparison, liveness detection, document OCR, and risk media… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | iamakash-06-mcpeekmcp · back-end | Static AST-level security scanner for MCP server source code vulnerabilities. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | suanming-mcpmcp · back-end | A fortune-telling MCP server that generates traditional Chinese-style HTML reports for Ba Zi, Liu Yao, fortune sticks, naming, and a programmer's… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | svgator-mcp-servermcp · back-end | Enables AI assistants to browse, inspect, edit, create, and export SVGator projects, handling everything from simple color edits to complex animated… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | vnmoorthy-mcp-observatorymcp · back-end | Drop-in MCP debugging proxy that intercepts stdio, SSE, and HTTP transports to log, replay, and diff all JSON-RPC messages between AI clients and… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | nxopen-mcpmcp · back-end | Provides AI coding agents with accurate knowledge of the Siemens NXOpen .NET API by performing hybrid retrieval over local documentation, eliminating… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | excel-mcpmcp · back-end | An MCP server for performing Excel file operations including read, write, and manipulation, with enterprise security features and VS Code integration. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | neshan-mcp-servermcp · back-end | Enables AI assistants to access Neshan maps services for location search, routing, traffic analysis, and more through natural language. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | tugboat-mcp-servermcp · back-end | Enables AI assistants to manage Tugboat projects, previews, and repositories via the Tugboat API, supporting operations like creating, building, and… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | ios-screenshot-mcp-servermcp · back-end | MCP server for capturing iOS device screenshots using Appium, compatible with AI clients like Trae. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | usp-mcpmcp · back-end | MCP server for Universidade de São Paulo's student systems (Moodle, JupiterWeb) enabling assistants to query grades, schedule, tasks, and more via… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | octotrip-flightsmcp · back-end | Free, no-login MCP server for searching and comparing flights with real-time pricing from multiple airlines and booking platforms worldwide. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | beam-analysismcp · back-end | A lightweight MCP server for linear-static structural analysis of bridges and building frames, providing tools to build 3D beam/truss models, analyze… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | allotrope-mcp-servermcp · back-end | Provides tools for validating, listing, describing, and fetching Allotrope Simple Model (ASM) data formats for laboratory instruments. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | spark-profiler-mcpmcp · back-end | MCP server that reads Spark profiler files to give accurate Minecraft server tuning advice, parsing binary protobuf directly and diagnosing TPS, MSPT… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | wonker007-surgicalfsmcp · back-end | High-performance Rust filesystem server with 47 tools optimizing context efficiency through partial reads and structured format support. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | dual-water-tank-mcpmcp · back-end | Fits a lithium-ion full-cell dual-water-tank model from charge/discharge voltage-capacity data for battery aging mechanism identification, with… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | codenav-mcpmcp · back-end | CodeNav MCP is a remote Model Context Protocol server for exploring a codebase, exposing tools to list files, read source, search text, inspect… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | shopby-mcpmcp · back-end | Enables searching and browsing Shopby API documentation using natural language queries through MCP tools like search_apis and get_api_detail. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | windows-management-mcp-servermcp · back-end | A Python-based MCP server for local Windows diagnostics, task management, cleanup, hardware inspection, security checks, and administrative workflows. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | comsol-codex-mcpmcp · back-end | An MCP server that provides tools for reproducible COMSOL Multiphysics batch workflows, enabling AI agents to compile, run, and diagnose Java API… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | vk-ads-mcpmcp · back-end | MCP server for VK Ads API enabling management of campaigns, ads, statistics, targeting, and budgets through natural language. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | bibliography-search-mcpmcp · back-end | A multi-source academic bibliography search server that retrieves papers from 7 databases with automatic language detection, LLM-powered query… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | homelab-mcpmcp · back-end | MCP server giving AI assistants full control of a Proxmox homelab, enabling management of VMs, containers, Docker projects, media stack, and… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | openemis-mcpmcp · back-end | Free, read-only MCP server that connects AI assistants to OpenEMIS school management. Query student attendance, risks, staff, and 678 resources. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | enterprise-architect-mcp-servermcp · back-end | Enables creating and managing UML diagrams in Sparx Systems Enterprise Architect via COM interface, supporting sequence, class, use case, and activity… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | affinity-mcp-proxymcp · back-end | Proxies the local Affinity MCP server over stdio, enabling tools to call Affinity's tools like execute_script and search_sdk_hints via MCP. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | token-optimized-mcp-servermcp · back-end | Minimizes LLM token consumption via YAML serialization, HTML-to-Markdown distillation, and pre-flight token counting, with tools for web content… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | salesforce-hosted-custom-mcp-servermcp · back-end | Enables interaction with Salesforce data and services via custom MCP tools, including account analytics, opportunity queries, case creation, and AI… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | solibri-mcp-servermcp · back-end | Enables remote automation of Solibri Office tasks including model checking, quantity takeoff, and model management through an MCP SSE interface. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | hunter-mcpmcp · back-end | An MCP server for querying the Qianxin Hunter network asset mapping platform, enabling asset search, batch queries, and export tasks. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | geogebra-mcp-servermcp · back-end | Lets Claude Code, Codex, and other MCP clients control GeoGebra to create geometric constructions, function graphs, 3D graphics, dynamic mechanisms… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | librarymcpmcp · back-end | A library management MCP server supporting book search, member management, and loan operations through natural language commands. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | whimsical-mcp-servermcp · back-end | Enables AI agents to create and edit Whimsical diagrams and documents, including flowcharts, mind maps, sequence diagrams, and wireframes, and to… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | lingfan36-ai-officemcp · back-end | MCP server suite for live Microsoft Office automation including Excel, Word, and PowerPoint. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | bananacrystal-mcp-servermcp · back-end | Provides AI agents with a wallet and autonomous payment capabilities using stablecoins, enabling seamless micropayments and financial operations with… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | jesuscurreripa-trenitaliamcp · back-end | Searches for Italian train connections via the unofficial Trenitalia API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | ankitvirdi4-helmetmcp · back-end | Production middleware toolkit for building MCP servers, adding authentication, health checks, rate limiting, and graceful shutdown to MCP… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | spectra-mcp-servermcp · back-end | Spectra Finance MCP server: yield discovery, PT/YT, looping, Morpho, 10 chains | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | medical-calculator-mcp-servermcp · back-end | Provides validated clinical scoring tools for AI agents via MCP, with evidence-based calculators and smart tool discovery. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | writeathon-mcp-servermcp · back-end | Enables users to interact with the Writeathon platform for managing cards, spaces, and writing picks via MCP. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | p4-planmcp · back-endalso listed as p4-plan-mcp-server | Manage tasks, sprints, bugs, and comments in Perforce P4 Plan via its GraphQL API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | helderpgoncalves-feedbotmcp · back-end | MCP server for Feedbot, a Telegram-based community feedback tool that organizes bug reports and feature requests into a product backlog. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | ozmasterai-toroidal-toolshedmcp · back-end | Proxy that multiplexes multiple backends through two tools, reducing token overhead. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | createya-mcp-apimcp · back-end | Enables AI agents and developers to generate images, videos, audio, and text using 100+ models via MCP or REST with a single API key. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | scvcoder-korean-privacy-lawmcp · back-end | MCP server for South Korean Personal Information Protection Act (PIPA) research with 37 tools and hallucination detection for legal citations. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | make-mcpmcp · back-end | This MCP server provides integration with Make.com (formerly Integromat) for workflow automation. It is now deprecated and replaced by Make's official… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | leash06-openweathermapmcp · back-end | Provides real-time weather data and 5-day forecasts to AI agents via the OpenWeatherMap API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | philosophy-mcpmcp · back-end | MCP server for querying a multilingual philosophy corpus including glossary, thinker profiles, period syntheses, and articles in Portuguese, English… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | superprat-framer-designmcp · back-end | Designs web pages in Framer projects via the Framer Server API using 35 MCP tools. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | hackerfren-comfyuimcp · back-end | MCP server for controlling ComfyUI through natural language with 57 tools covering node discovery, workflow building, image generation, asset… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | yueosa-lian-agentmcp · back-end | FastAPI-based server that provides file operations, mathematical calculations, and web scraping capabilities with PostgreSQL integration for… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | toflow-mcp-servermcp · back-end | Enables AI assistants to access toflow.ai workspace for prospecting, multi-channel outreach (email, LinkedIn, WhatsApp), sequences, enrichment, CRM… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | mceptionmcp · back-end | Audits MCP servers for security vulnerabilities including tool poisoning, remote code execution, SSRF, and credential exfiltration risks. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | karan-vk-git-rsmcp · back-end | Fast Rust MCP server providing 52 git operation tools over stdio, with modular optional feature groups for extended git functionality. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | stepsecuritymcp · back-end | Official StepSecurity MCP server for CI/CD security, supply chain threat response, and anomaly detection. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | eleven-mouse-project-analyzermcp · back-end | Pure Java MCP server for project code analysis including stats, dependencies, complexity, and PDF processing. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | doggychip-agentforgemcp · back-end | Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | isteam-hackernews-mcpmcp · back-endalso listed as isteamhq-hacker-news | MCP server for Hacker News that enables AI agents to search stories, read comments, and track tech trends via the public Hacker News API and Algolia… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | planetary-computer-mcp-servermcp · back-end | A Python MCP server that provides unified access to satellite and geospatial data through natural language queries, with automatic place name… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | polarionmcpmcp · back-end | A CLI-first Polarion ALM client with MCP server support for AI assistants, enabling natural language interaction with Polarion projects, work items… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | quickvm-defined-networkingmcp · back-end | Manage Defined Networking hosts, roles, firewall rules, tags, networks, and routes via the defined.net API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | final0920-cheat-enginemcp · back-end | Cheat Engine plugin exposing an HTTP MCP endpoint for AI-driven memory inspection, disassembly, and breakpoint operations on Windows. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | cryptopolitanmcp · back-end | Real-time cryptocurrency news, analysis, and price data from Cryptopolitan for AI agents via a hosted API. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | testcafe-mcp-servermcp · back-end | Bridges AI assistants with TestCafe testing capabilities, enabling AI-driven browser automation and test creation. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | rdwj-mcp-testmcp · back-end | Testing tool for validating MCP server implementations | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | madjeek-web-polybridgemcp · back-end | Bridges multiple MCP tools and services through a unified API gateway interface. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | shizzgar-android-shizukumcp · back-end | Controls Android devices from Termux using Shizuku for privileged operations and Termux:API for system access. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | ai-assisted-crm-mcp-servermcp · back-end | Enables AI agents to perform CRM operations like creating contacts, managing deals, and updating leads through natural language using the Model… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | refactor-mcpmcp · back-end | A Model Context Protocol (MCP) server for automated refactoring of Java and TypeScript/JavaScript codebases. | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | jacklenzotti-pullpush-redditmcp · back-endalso listed as pullpush-mcp | Provides access to Reddit historical data through the PullPush.io API, enabling search across comments and submissions with flexible filtering options… | 4 stars | No one-command install · Source | |
| 5201 | 43.294 | hubspot-mcp-servermcp · back-end | Integrates with HubSpot CRM APIs via the Model Context Protocol, enabling management of contacts, companies, deals, tickets, notes, engagements… | 4 stars | 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.