Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4401 | 49.150 | renpho-mcp-servermcp · back-end | Provides access to body composition data from Renpho smart scales, allowing users to query weight, BMI, body fat, and other health metrics via… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | sh-patterson-fec-mcp-servermcp · back-end | Query FEC campaign finance data — search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | steam-games-mcpmcp · back-end | Enables searching and retrieving Steam game store details, prices, reviews, discounts, and news without an API key, plus player profiles, libraries… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | cbctscope-mcp-servermcp · back-end | Enables AI agents to control a local CBCT viewer for dental and maxillofacial scans, with navigation verbs like open scan, set window, navigate… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | tomtom-traffic-analyticsmcp · back-end | Provides 8 tools for analyzing real-time and historical traffic patterns via TomTom's MOVE portal and Developer API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | parkour-mcpmcp · back-end | A content exploration MCP server that helps LLMs surface high-signal, unsummarized web content through clean APIs and Markdown conversion, with… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | eset-mcpmcp · back-endalso listed as maciekaz-eset | A Model Context Protocol server for managing ESET security products (cloud and on-prem) from any MCP host, providing tools, resources, and prompts for… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | glpi-mcpmcp · back-end | MCP server allowing an AI assistant to interact directly with your GLPI instance via its REST API, enabling ticket management, knowledge base… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | xupersplitmcp · back-end | Runs an entire shared-expense split from an assistant: create one, add what each person paid (equally, by weighted shares or exact amounts), record… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | yt-sub-mcpmcp · back-end | MCP server for reading YouTube subtitles without authentication or external binaries, using YouTube's internal get_panel endpoint to avoid rate limits… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | patch-tuesday-mcpmcp · back-end | Query Microsoft Patch Tuesday security updates from the official MSRC API — monthly rollups, CVE/KB lookups, supersedence chains, and urgency-ranked… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | r-shellmcp · back-end | MCP server enabling AI assistants to securely operate remote servers via persistent SSH sessions, with tools for command execution, file transfer… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | ofershap-mcp-server-github-actionsmcp · back-end | GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | reuvenaor-israel-statisticsmcp · back-end | Integrates with the Israeli Central Bureau of Statistics API to retrieve economic data including consumer price indices, housing market data, producer… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | aspose-words-mcpmcp · back-end | Aspose.Words MCP is a FastMCP-based MCP server built on top of Aspose.Words for Python via .NET. It automates Microsoft Word document creation and… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | cadgangmcp · back-end | Block-based implicit modeling CAD with a REST API, WebSocket updates, and an MCP server that enables Claude Code to build models, inspect geometry… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | niklasarnitz-churchtoolsmcp · back-end | Integrate with ChurchTools to query the API, create calendar appointments, and search bundled documentation through 5 tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | muapi-claude-code-mcp-servermcp · back-end | Integrates MuAPI with Claude Code to enable image and video generation, editing, model discovery, and prediction tracking through natural language… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | twtrubiks-odoo19-mcp-servermcp · back-end | MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | quality-clouds-mcp-servermcp · back-end | Enables AI coding assistants to automatically validate and fix code against enterprise governance rules using LivecheckAI, supporting platforms like… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | mcp-eddmcp · back-endalso listed as verygoodplugins-edd | MCP server for Easy Digital Downloads REST API, enabling access to sales data, customers, products, and analytics from your EDD store. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | cangjie-mcpmcp · back-end | MCP server for the Cangjie programming language, providing documentation search and LSP-based code intelligence. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | academic-archive-gatewaymcp · back-end | MCP server for AI assistants to search and download ebooks from Z-Library and Anna's Archive, configured locally with automatic setup and download… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | localcore-gatewaymcp · back-end | A local reimplementation of the AWS Bedrock AgentCore Gateway with a pluggable Lambda backend for developing and testing agent-integrations offline. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | wiznote-mcpmcp · back-end | Enables Claude to interact with a private WizNote server for document management, including creating, reading, searching, and updating notes. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | apple-contacts-mcpmcp · back-end | Local-first MCP server for safely searching and editing Apple Contacts on macOS via AppleScript automation, with dry-run writes and explicit… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | mobile-security-mcpmcp · back-end | An MCP server that enables AI assistants to analyze Android APK and iOS IPA files for security issues through natural language conversation, including… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | ledfx-mcp-servermcp · back-end | Enables AI assistants to control a local LedFX instance through natural language, allowing management of LED devices, virtuals, effects, scenes… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | theyahia-hhmcp · back-end | Job vacancy search, salary statistics, employer data, and regional information via the hh.ru public API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | etabs-mcp-servermcp · back-end | Connects AI assistants to CSI ETABS for structural engineering tasks, enabling model creation, analysis, design, and seismic checks via the COM API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | apiiro-guardianmcp · back-endalso listed as apiiro-guardian-agent-mcp-server | Application security posture management tools for AI coding assistants. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | frappe-erpnext-mcp-servermcp · back-end | Provides AI assistance for Frappe/ERPNext development with tools for creating DocTypes, running bench commands, and managing apps. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | vovala14-vynly-mcpmcp · back-end | Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `vynly_post_image`, `vynly_post_spark`… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | mcp-google-drive-servermcp · back-end | Enables AI assistants to interact with Google Drive, supporting file operations like list, search, read, create, update, delete, share, and manage… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | opencode-llm-wiki-mcp-servermcp · back-end | Enables AI agents to interact with a persistent knowledge graph backend using MCP tools for reading, searching, and analyzing wiki pages with vector… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | yo-bugmcp · back-end | An MCP server that gives AI coding assistants QA superpowers, enabling users to report bugs by pointing, clicking, or typing while automatically… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | joplin-server-vector-memorymcp · back-end | Enables AI assistants to securely search and retrieve information from a user's encrypted Joplin notebook via vector memory and MCP. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | caijianying-logmcp · back-end | Queries remote server logs via SSH with tools for listing, reading, searching, and tailing log files. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | turbot-guardrails-mcp-servermcp · back-end | Connects AI assistants to Turbot Guardrails for natural language exploration, analysis, and automation of cloud governance. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | runframe-mcp-servermcp · back-end | Enables managing incident response workflows including incidents, on-call, postmortems, and more through the Runframe platform using MCP tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | kogarashi86-wikistratamcp · back-end | Ingest Confluence page trees and rebuild them as structured Markdown wikis with full-text search and MCP server access. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | omnibridge-mcp-servermcp · back-end | Provides isolated sandbox environments for AI agents to execute code securely, generating signed receipts for every execution to ensure auditability… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | p-meier-northdatamcp · back-end | German company, owner, and financial data via the NorthData API, with a built-in credit guard to prevent overspending. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | bruno-mcpmcp · back-end | MCP server that executes requests from Bruno API collections via the Bruno CLI tool, enabling API request execution and collection management. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | qrzap-mcp-servermcp · back-end | Enables AI agents to generate QR codes for URLs, WiFi, contacts, and more with structured parameters. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | ferazfhansurie-whatsappmcp · back-end | MCP server for reading and sending WhatsApp messages, searching contacts, and managing sessions via whatsapp-web.js. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | news-aggregator-mcp-servermcp · back-end | Enables AI agents to fetch and search news from multiple sources including RSS/Atom feeds, HackerNews, and GDELT global news intelligence without… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | moleculer-mcp-servermcp · back-end | Exposes Moleculer microservices as MCP tools for AI assistants like Claude and GPT, with auto-discovery and schema conversion. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | rare-protocol-mcp-servermcp · back-end | Deploys NFT contracts, mints tokens, and manages auctions on SuperRare via 14 tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | grok2api-mcp-servermcp · back-end | Enables real-time web and Twitter/X search via Grok, returning structured results with source URLs, confidence scores, and key points. Supports… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | electron-mcp-servermcp · back-end | Enables Electron app automation via Chrome DevTools Protocol (CDP), allowing MCP clients like Cursor or Claude Desktop to interact with Electron apps. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | nolio-mcp-servermcp · back-end | Provides read-only access to Nolio training data including planned workouts, completed sessions, metrics, records, and notes. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | open-webui-knowledge-base-mcp-servermcp · back-end | MCP server that exposes Open WebUI Knowledge Bases as tools and resources, enabling AI assistants to search and access knowledge bases. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | meyhemmcp · back-end | Finds the right MCP server for a task from over 1,400 indexed servers ranked by community trust. Also provides outcome-ranked web search for AI agents… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | supervisord-mcpmcp · back-end | Enables AI agents to manage Supervisord processes (start, stop, restart, view logs, etc.) through the Model Context Protocol, simplifying process… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | google-maps-mcp-servermcp · back-end | Production-ready MCP server for Google Maps Platform APIs, providing 11 tools for directions, places, geocoding, traffic, and road data to empower AI… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | orbis-prism-mcpmcp · back-end | Analyzes Hytale game SDK by automatically detecting the installation, decompiling server logic, and exposing an AI-ready interface via the Model… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | mcp-server-mariadbmcp · back-end | MCP server for MariaDB that exposes database schema as resources and provides a read-only query tool to retrieve data. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | lunchmoney-mcp-v2mcp · back-end | Enables managing personal finances through the Lunch Money API, including transactions, categories, budgets, and accounts via natural language… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | center2055-discordmcp · back-end | Comprehensive Discord bot management with server administration, messaging, moderation, and analytics. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | tikvid-mcp-servermcp · back-end | Enables AI agents to interact with a TikTok-style social video platform, including video upload, live streaming, social interactions, and direct… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | splitwise-mcp-servermcp · back-end | A Model Context Protocol server that enables AI assistants to manage Splitwise expenses using natural language, with support for voice commands, smart… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | lm-studio-mcp-servermcp · back-end | Enables AI assistants to manage LM Studio models, including listing, loading, and unloading models through the LM Studio API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | paulvanbrenk-typescriptmcp · back-end | Bridges TypeScript development tools with coding agents by wrapping tsgo's Language Server Protocol in an MCP interface, providing real-time type… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | lldb-mcp-servermcp · back-end | An MCP server that exposes LLDB debugging capabilities, enabling AI-assisted interactive debugging of C/C++ applications through 40 specialized tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | nvd-cve-mcp-servermcp · back-end | Enables users to retrieve and display CVE vulnerability information from the National Vulnerability Database (NVD) with support for keyword search and… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | magnet-mcp-servermcp · back-end | Enables interaction with Magnet (magnet.run) via MCP, requiring an API key. Supports Cursor, Claude Desktop, and Claude Code. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | meta-ads-mcp-servermcp · back-end | An MCP server for programmatic management of Meta (Facebook/Instagram) advertising campaigns through AI assistants. It enables campaign creation, ad… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | purescript-development-toolsmcp · back-end | Provides PureScript development tools through Tree-sitter AST parsing and purs IDE server integration for module analysis, type checking, dependency… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | a-blog-cms-mcp-servermcp · back-end | Enables searching and retrieving content, module information, and Twig template snippets from a-blog cms via its GET API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | lowlyocean-vikunjamcp · back-end | Integrates with Vikunja's API to enable task creation, retrieval, and management for automated to-do list operations and workflow integration. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | bike-mcp-servermcp · back-end | Enables reading, writing, and manipulation of Bike outlines on macOS through natural language, using AppleScript for local document management. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | fronius-mcp-servermcp · back-end | Enables access to Fronius solar inverter data via the MCP protocol, allowing real-time monitoring of energy production, consumption, and battery… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | cargomcp · back-end | Provides access to Rust crate documentation, version information, and workspace metadata through rustdoc JSON generation, crates.io API integration… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | nimiq-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for interacting with the Nimiq blockchain. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | drupal-scout-mcpmcp · back-end | A Model Context Protocol server for local Drupal development that combines file indexing with drush-powered database queries to provide AI assistants… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | cyanheads-survey-mcp-servermcp · back-end | Enables LLMs to conduct dynamic, conversational surveys with skip logic, session resume, and pluggable storage. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | moleculer-mcp-bridgemcp · back-end | MCP server that exposes Moleculer.js microservice actions as AI tools, enabling AI agents to interact with Moleculer services. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | mcp-s3-servermcp · back-end | MCP server enabling AI models to list S3 buckets, objects, and download files securely. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | mcp-safari-servermcp · back-end | Enables programmatic control of Safari browser on macOS for web automation, testing, and debugging via the Model Context Protocol. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | ryaneggz-terminal-shellmcp · back-end | Provides a containerized shell command execution environment with Docker support, enabling secure terminal operations through a FastMCP server… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | national-library-of-israel-search-mcpmcp · back-end | Enables natural language search of the National Library of Israel's digital archive using Claude. Converts conversational queries into structured API… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | ackness-fetch-jsonpathmcp · back-end | Fetches and extracts data from HTTP endpoints using JSONPath patterns with support for batch processing, custom headers, proxy configuration, and… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | eclipse-xv-twitch-smitherymcp · back-end | Integrates with Twitch's IRC and Helix API to provide real-time chat moderation with smart user targeting, automated timeout management, and stream… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | supcon-international-node-red-mcp-servermcp · back-end | Model Context Protocol (MCP) server for Node-RED that allows language models to interact with Node-RED through a standardized API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | petfinder-mcp-servermcp · back-end | Single-file HTTP MCP server for Petfinder's API to find adoptable pets and animal welfare organizations, with automatic OAuth token management. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | general-purpose-snowflake-mcp-servermcp · back-end | Enables AI assistants to securely access Snowflake data warehouses through natural language, executing SQL queries and retrieving insights with… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | vmware-mcp-servermcp · back-end | Enables management of VMware vCenter and ESXi environments, including VM operations, resource management, and automation with Ollama AI and n8n… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | adamshannag-api-toolsmcp · back-end | Converts JSON configuration files into callable tools for dynamic API integration, enabling rapid exposure of REST APIs through declarative schemas… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | boilerplate-paid-mcp-servermcp · back-end | A boilerplate MCP server demonstrating paid tools via Lightning micropayments, including weather data and food ordering. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | freesearch-mcpservermcp · back-end | 提供免费网络搜索和智能摘要功能的MCP服务器，使用DuckDuckGo API和客户端语言模型生成搜索结果摘要。 | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | hubstaff-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for Hubstaff API integration, enabling seamless time tracking, project management, and team collaboration… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | tqiqbal-mcp-confluence-servermcp · back-end | A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | oracle-adb-ai-agent-mcp-servermcp · back-end | Enables AI-powered database operations on Oracle Autonomous Database via natural language, including SQL translation, schema exploration, and API… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | random-numbermcp · back-end | Generates truly random numbers using Random.org's atmospheric noise API to eliminate the deterministic bias inherent in LLM-generated randomness for… | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | agentmodemcp · back-end | All-in-one server that connects your coding AI to dozens of databases, data warehouses, data pipelines, cloud services, and more. | 4 stars · 1 fork | No one-command install · Source | |
| 4401 | 49.150 | adsb-exchangemcp · back-end | Provides real-time aircraft tracking data through the ADS-B Exchange API with tools for geographic aircraft search, individual aircraft lookup… | 4 stars · 1 fork | 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.