Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | 60.088 | cogni-docsmcp · back-end | Enables AI assistants to search and query documentation with flexible backend configurations (ChromaDB, Xenova embeddings) and supports multiple… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | guru-pk-mcpmcp · back-end | An MCP server that enables multi-round AI expert debates with dynamic expert generation, cross-debate, and Tufte-style infographic export. | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | theoriginalaiexplorer-redfishmcp · back-end | Integrates with Redfish-compliant server management interfaces to enable hardware monitoring and control operations on enterprise servers and BMCs for… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | spacebridge-mcpmcp · back-end | A Model Context Protocol (MCP) server that integrates with the SpaceBridge REST API to automate issue management across connected issue trackers… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | aas-mcpmcp · back-end | MCP server enabling AI assistants to perform full CRUD operations on Asset Administration Shells, Submodels, and Submodel Elements via the Eclipse… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | mcp-server-jsxgraphmcp · back-end | Enables creating interactive mathematical visualizations like function graphs, geometry diagrams, and parametric curves using JSXGraph. | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | creo-mcpmcp · back-end | MCP server enabling CAD interaction with Creo Parametric and knowledge base retrieval from Volcengine. | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | xybstone-macos-calendarmcp · back-end | Integrates with macOS Calendar through AppleScript automation to enable event management, scheduling operations, and calendar data access without… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | aviation-weather-mcp-servermcp · back-end | Provides access to aviation weather data from aviationweather.gov, enabling LLMs to fetch and analyze METAR, TAF, PIREPs, AIRMETs, and other aviation… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | wikipedia-mcp-servermcp · back-end | Provides structured access to Wikipedia content including search, summaries, images, links, and more via MCP tools. | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | sellersmith-tailorkitmcp · back-end | Provides a bridge to the TailorKit API for managing customizable e-commerce product templates, enabling creation, retrieval, and manipulation of… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | financial-reports-mcp-servermcp · back-end | An MCP server that provides tools and resources to access company financial filings, industry classifications, and related data via the Financial… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | stijn-meijers-dracormcp · back-end | Integrates with the Drama Corpora Project API to enable analysis of dramatic texts, character networks, and literary themes across different languages… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | 1yhy-ali-ossmcp · back-end | Provides a bridge between AI systems and Ali OSS cloud storage, enabling file upload, download, listing, and management operations through a RESTful… | 6 stars · 3 forks | No one-command install · Source | |
| 3301 | 60.088 | jootsuki-backlogmcp · back-end | Provides a bridge to the Backlog project management API, enabling querying and manipulation of project tracking, issue management, and collaboration… | 6 stars · 3 forks | No one-command install · Source | |
| 3316 | 59.883 | clouatre-labs-math-learningmcp · back-endalso listed as math-mcp-learning-server | Educational server for mathematical operations, statistics, and data visualization with persistent workspace | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | gh-qualixar-slm-hubmcp · back-end | Federated MCP gateway that consolidates multiple MCP servers into a single local HTTP endpoint with intelligent caching, cost tracking, and… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | benmonopoli-greenhouse-atsmcp · back-end | Manage recruiting pipelines, candidates, and jobs via the Greenhouse ATS API. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | payload-mcpmcp · back-end | Auto-generates MCP tools from Payload CMS 3.0 TypeScript type definitions, providing an HTTP endpoint for LLMs to generate Payload code. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | jmanhype-dartmcp · back-end | Integrates with the Dart task management system to enable AI-driven project organization, document handling, and workflow automation through secure… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | hibp-mcp-servermcp · back-end | Enables querying Have I Been Pwned API for data breaches, passwords, and pastes via natural language. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | gitscrum-mcp-servermcp · back-end | Enables AI assistants to manage projects, tasks, sprints, time tracking, and more through GitScrum. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | hkaanengin-opendota-mcp-servermcp · back-endalso listed as opendota-mcp-server | MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | franccesco-hexmcp · back-end | Integrates with the Hex API to enable retrieval of project details, management of project runs, and execution of Hex workflows for automated data… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | tongxiao-iqs-searchmcp · back-end | Integrates with TongXiao's IQS APIs to provide enhanced real-time web search capabilities that deliver clean, accurate, and diverse results through… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | copilot-mcp-servermcp · back-end | Connects MCP-enabled editors to GitHub Copilot CLI for non-interactive code analysis, batch processing, and code review. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | attio-mcp-servermcp · back-end | Provides tools to interact with the Attio API, enabling management of resources in an Attio workspace. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | sumo-logic-mcp-servermcp · back-end | Enables interaction with Sumo Logic's REST APIs through MCP, allowing log search, dashboard management, metrics querying, collector and monitor… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | kukapay-polymarket-predictions-mcpmcp · back-end | An MCP server that delivers real-time market odds from Polymarket. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | vibegit-mcp-servermcp · back-end | Logs and analyzes AI assistant conversations, including file operations and tool usage, storing them in the .vibe/ directory. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | zolo-ryan-marketauxmcpservermcp · back-end | MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | nyxn-ai-nyxdocsmcp · back-end | Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana). | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | datanoisetv-translator-aimcp · back-end | Translates JSON internationalization files using multiple translation providers (Google Gemini, OpenAI, Ollama/DeepSeek) with intelligent caching… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | everything-mcp-servermcp · back-end | Enables instant file searches on Windows using Everything's native SDK, supporting advanced filters, duplicate detection, and content search through… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | data-skunks-keywordspeopleusemcp · back-end | Integrates with KeywordsPeopleUse API to provide keyword research capabilities including People Also Ask questions, Google Autocomplete suggestions… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | terryso-tv-recommendermcp · back-end | Integrates with The Movie Database (TMDb) API to provide TV show discovery, recommendations, and streaming information based on genres, trends, and… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | harvest-mcp-servermcp · back-end | Enables interaction with the Harvest time tracking API for managing time entries, projects, and tasks through natural language. | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | brunosantoslab-spring-bridgemcp · back-end | Automatically converts Spring Boot REST applications into MCP servers, enabling AI tools to interact with existing Spring APIs without rewriting… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | cloudzeromcp · back-end | Integrates with CloudZero's v2 API to enable direct querying of cloud cost data, dimensions, budgets, and insights for financial teams analyzing… | 5 stars · 4 forks | No one-command install · Source | |
| 3316 | 59.883 | markpitt-freeagentmcp · back-end | Integrates with FreeAgent API to enable time tracking management, including timeslip and timer operations for project tracking and reporting. | 5 stars · 4 forks | No one-command install · Source | |
| 3343 | 59.864 | helger-it-peppol-networkmcp · back-end | Look up Peppol network participants, document types, SMP endpoints, and validate e-procurement identifiers via AI assistants. | 14 stars | No one-command install · Source | |
| 3343 | 59.864 | infranodemcp · back-end | Keyless remote MCP server for German public-infrastructure open data: weather, air quality, traffic, public transit, parking and roadworks across 84+… | 14 stars | No one-command install · Source | |
| 3343 | 59.864 | brokenmcpmcp · back-end | A deliberately vulnerable MCP server for educational purposes, with labs covering the OWASP MCP Top 10 risks to practice finding and fixing… | 14 stars | No one-command install · Source | |
| 3343 | 59.864 | mcpfoundrymcp · back-end | A CLI tool that generates production-ready MCP servers from databases or OpenAPI specifications, with optional security shields. | 14 stars | No one-command install · Source | |
| 3343 | 59.864 | zukai-cloudflare-apimcp · back-end | Integrates with Cloudflare's REST API to enable management of DNS records, cache purging, KV namespaces, R2 buckets, Workers domains, Hyperdrive… | 14 stars | No one-command install · Source | |
| 3348 | 59.781 | postmark-mcp-servermcp · back-end | Enables sending and managing emails via Postmark, including email delivery with templates, template listing, and delivery statistics. | 8 forks | No one-command install · Source | |
| 3349 | 59.319 | agentndxmcp · back-end | Search and discover MCP servers, A2A agents, and x402-enabled services. The agentic web's directory — add `https://agentndx.ai/mcp` to your MCP client… | 4,376 installs | No commit datelisted | No one-command install · Source |
| 3350 | 59.072 | search-boost-mcpmcp · back-end | A multi-engine web search MCP server that integrates with coding agents, offering parallel search, page fetching, X/Twitter search, deep research, and… | 13 stars | No one-command install · Source | |
| 3350 | 59.072 | yusong652-yademcp · back-end | Browse YADE discrete element method API documentation, run simulations, and manage async tasks via natural conversation. | 13 stars | No one-command install · Source | |
| 3350 | 59.072 | scriptivox-mcp-servermcp · back-end | Enables AI assistants to transcribe audio and video from URLs or local files with high accuracy, speaker diarization, 119 languages, and word-level… | 13 stars | No one-command install · Source | |
| 3350 | 59.072 | catalog-cli-mcp-servermcp · back-end | Agent-native Amazon catalog auditing tool that enables AI agents to scan, check, and diff Category Listing Reports and live Seller Central listings… | 13 stars | No one-command install · Source | |
| 3350 | 59.072 | starlight-mcpmcp · back-end | MCP server for Astro/Starlight docs sites, providing search, get, and list tools for documentation content. | 13 stars | No one-command install · Source | |
| 3355 | 59.054 | spardamcp · back-end | SPARDA is a zero-configuration MCP builder that converts existing Express and FastAPI applications into fully functional Model Context Protocol… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | github-talent-mcpmcp · back-end | MCP server that searches, scores, and ranks GitHub developers for technical recruiting. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | sumo-mcp-servermcp · back-end | Enables AI agents to interact with Eclipse SUMO traffic simulations, automating tasks from data acquisition to signal optimization. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | malkreide-swisstopomcp · back-endalso listed as swisstopo-mcp | Access to Swiss Federal Office of Topography APIs for geodata, geocoding, and elevation queries. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | aero-allocatormcp · back-end | MCP server that forecasts next-epoch demand for Aerodrome pools on Base and turns it into concrete incentive-allocation recommendations. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | lloydmcl-piholemcp · back-end | Production-grade MCP server for comprehensive Pi-hole v6 DNS filtering management with 55 tools. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | camoufox-researchmcp · back-end | MCP server for web research using anti-detect Camoufox browser. Enables search, page reading (including JS/SPA), batch fetching, clicking, typing, and… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | dsh-mcp-managermcp · back-end | A durable MCP server manager for DeepSeek Harness that provides a settings page and model tools to add, list, enable/disable, restart, import/export… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | agencyenterprise-aiseo-auditmcp · back-end | MCP server for auditing web content AI search readiness across 7 categories and 30+ factors with deterministic, zero-API-key scoring. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | shichengg-statamcp · back-end | MCP server for controlling the Stata GUI on Windows via COM automation for AI-assisted statistical analysis. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | vulncheck-mcp-servermcp · back-end | Connects AI assistants to VulnCheck vulnerability intelligence for querying CVEs, exploits, advisories, and vulnerable packages via natural language. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | astrographmcp · back-end | An MCP server that detects duplicate code using AST graph isomorphism, blocking writes of structurally identical code to reduce redundancy. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | shigechika-mcp-stdiomcp · back-end | Converts stdio-based MCP servers to HTTP transport for remote access. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | luxembourg-mcpmcp · back-end | Keyless MCP server providing 21 tools to access Luxembourg public data including laws, statistics, mobility, environment, and more, with no API keys… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | tailor-platform-tailor-mcpmcp · back-end | MCP server for managing Tailor Platform resources via tools like create, update, destroy, and search resources, as well as GraphQL queries. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | mcpgoatmcp · back-end | A deliberately insecure MCP server for practicing penetration testing, featuring 26 challenges at three difficulty levels with flags to capture… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | rxtech-lab-hk-transportationmcp · back-end | Provides real-time Hong Kong bus arrival information, nearby stop discovery, and route planning via KMB and Citybus APIs. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | rastrian-discordmcp · back-end | Control Discord servers programmatically with 39 tools covering guilds, channels, messages, roles, and moderation. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | hugooc-openkpmcp · back-end | Patient-directed MCP server for accessing Kaiser Permanente medical records, covering appointments, labs, messages, medications, and visit notes… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | holdmybeer-gg-desktop-guimcp · back-end | Cross-platform desktop GUI automation via OS-native accessibility APIs on macOS, Linux, and Windows. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | trilium-mcp-servermcp · back-end | Brings your Trilium Notes knowledge base into Claude Desktop, enabling full-text search, note management, and content interaction through natural… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | bilibili-subtitle-fetchmcp · back-end | A Bilibili subtitle fetching MCP server that supports various input formats (BV number, video URL, short link) and offers configurable language… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | fl-studio-mcp-servermcp · back-end | Real-time AI-assisted music production, advanced composition, mixing, and VST coordination for FL Studio via bidirectional MIDI & WebSockets, exposing… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | rsalim0-app-store-connectmcp · back-end | Comprehensive MCP server for Apple App Store Connect API with 191 tools covering apps, builds, TestFlight, subscriptions, certificates, and reports. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | openapi-to-mcpmcp · back-end | A minimal MCP server that auto-generates tools from your OpenAPI spec, optimized for Vercel. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | unreal-engine-mcp-servermcp · back-end | Enables AI assistants to control Unreal Engine through a native C++ Automation Bridge plugin. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | qflowmcp · back-end | qflow is an MCP server that transforms AI editors into project managers with 50 built-in tools, requiring no API keys. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | dcs-lua-runner-mcp-servermcp · back-end | Enables AI assistants to interact with DCS World in real-time through chat by executing Lua scripts and providing tools for mission info, unit… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | xmind-mcp-servermcp · back-end | Enables incremental editing of XMind mind maps using atomic tools for reading, creating, and surgically editing .xmind files. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | isofinancial-mcpmcp · back-end | An enhanced MCP server providing comprehensive financial market data endpoints for quantitative trading analysis, including SEC filings, FINRA short… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | worldbank-mcpmcp · back-end | Queries World Bank Open Data API for global economic, social, education, and health indicators by country. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | meteor-mcpmcp · back-end | Provides complete Meteor.js v3.4.0 API documentation, code examples, and architectural guides to AI coding assistants. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | danishashko-makemcp · back-end | Unofficial MCP server for Make.com automation - build, validate & deploy scenarios via AI | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | purelymail-mcp-servermcp · back-end | Provides AI assistants with access to PurelyMail's email management API, enabling user, domain, routing, and billing management through natural… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | neosun100-langextract-webmcp · back-end | Web application wrapping Google's LangExtract library for structured information extraction with web UI, REST API, and MCP server interfaces. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | simple-mcp-servermcp · back-end | Enables AI tools to query context from a local JSON data source via stdio, demonstrating the Model Context Protocol. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | niutrans-translationmcp · back-end | Integrates with NiuTrans commercial translation API to provide professional-grade machine translation between multiple languages | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | faim-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that integrates the FAIM time series forecasting SDK with any MCP-compatible AI assistant, enabling AI-powered… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | besser-mcp-servermcp · back-end | MCP server for BESSER low-code platform enabling AI assistants to create, manipulate, and generate code from domain models through natural language… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | flask-mcp-servermcp · back-end | Flask-based Model Context Protocol (MCP) server for Python. Drop it into any Flask app or run it standalone. | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | mcp-devcontainersmcp · back-end | MCP server for generating and configuring development containers from devcontainer.json files, enabling management of devcontainer environments… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | simple-python-mcp-servermcp · back-end | A simple MCP server implementation in Python using FastMCP and FastAPI, providing streamable HTTP transport with optional OAuth authorization for… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | gemini-groundingmcp · back-end | An MCP server that provides real-time information access using Google Gemini's grounding capabilities, enabling search for current information… | 8 stars · 1 fork | No one-command install · Source | |
| 3355 | 59.054 | syndicats-openregistermcp · back-end | Integrates with the German company register through the OpenRegister API to search for companies by name or register number, retrieve detailed company… | 8 stars · 1 fork | No one-command install · Source | |
| 3400 | 59.047 | duckduckgo-felo-ai-searchmcp · back-end | Provide fast, privacy-friendly web and AI-powered search capabilities with integrated content and metadata extraction. Enhance your AI assistants by… | 2,823 installs | No commit datelisted | 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.