Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | 65.223 | winston-aimcp · back-endalso listed as winston-ai-mcp | Integrates with Winston AI's detection APIs to analyze text for AI-generated content with sentence-level scoring, detect AI-generated images through… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | european-public-transportmcp · back-end | Integrates with European public transport APIs from Switzerland, UK, and Belgium to provide real-time connection searches, station lookups, live… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | gh-dahliyaal-justice-libremcp · back-end | Provides access to open legal data and justice-related information through a hosted MCP endpoint. | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | zurich-open-data-mcp-servermcp · back-end | An MCP server providing AI-powered access to Open Data from the City of Zurich, enabling queries to 900+ datasets, real-time environmental and… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | surfmcp · back-end | Dynamically generated crypto data tools covering market prices, exchange feeds, wallet tracking, on-chain queries, social sentiment, and prediction… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | signnow-mcp-servermcp · back-end | Provides secure access to SignNow eSignature workflows including templates, signing invitations, and document management. | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | malloryai-intelligencemcp · back-end | Provides a bridge to MalloryAI Intelligence platform for querying vulnerabilities, threat actors, and exploitation data through structured API… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | scraperis-scrapermcp · back-end | Integrates with Scraper.is API to enable web content extraction, structured data parsing, and Markdown conversion for tasks like product research… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | oecd-mcp-servermcp · back-end | Provides AI assistants access to over 5,000 OECD economic and statistical datasets via the SDMX API for search, analysis, and comparison across 38… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | pipedrive-mcp-server-2mcp · back-end | A comprehensive MCP server for the Pipedrive CRM API, enabling AI assistants to read, write, and analyze CRM data conversationally through 100 tools… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | mcp-server-colab-execmcp · back-end | MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python code on them. Lets any MCP-compatible AI assistant run GPU-accelerated… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | thegrsun-desmosmcp · back-end | Integrates with Desmos API and local SymPy to provide mathematical visualization, formula validation with error explanations, function plotting with… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | yxgzcc-xiaomi-mijiamcp · back-end | Controls Xiaomi smart home devices through cloud API with discovery, monitoring, and automation. | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | skullzarmy-vibealivemcp · back-endalso listed as vibealive-mcp-server | Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants. | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | scriptflow-mcp-servermcp · back-endalso listed as yanmxa-scriptflow-mcp | ScriptFlow is a script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts that can be… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | commerce-cloud-mcp-servermcp · back-end | Connects AI applications with Salesforce Commerce Cloud for product management, order analysis, custom object operations, and content asset… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | mcp-server-code-extractormcp · back-end | Enables precise code extraction from 30+ languages using tree-sitter parsing, allowing AI assistants to retrieve functions, classes, and code snippets… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | trading-economics-calendar-mcp-servermcp · back-end | A Model Context Protocol server that provides access to economic calendar events from Trading Economics, allowing filtering by country, importance… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | light-researchmcp · back-end | Provides web content search and extraction through DuckDuckGo and GitHub Code Search APIs, converting web pages into clean Markdown format using… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | prathamesh0901-zoommcp · back-end | Provides a bridge between Zoom API and virtual meeting management, enabling creation, updating, deletion, and fetching of meetings without navigating… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | kukapay-web3-jobsmcp · back-end | Integrates with the web3.career API to search and filter cryptocurrency and blockchain job opportunities with parameters like remote work preferences… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | mcpsqmcp · back-end | A simple MCP server to discover and manage MCP servers. Provides tools to find, add, list, and remove MCP server configurations for Cursor. | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | imgaray-strands-agentsmcp · back-end | Server that enables execution of Strands agents through a plugin architecture, automatically discovering and registering plugins for seamless… | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | mcp-upbankmcp · back-end | Enables querying Up Bank account transactions and spending habits through natural language, using the Up Bank API in read-only mode. | 8 stars · 4 forks | No one-command install · Source | |
| 2701 | 65.223 | fred-macroeconomic-datamcp · back-end | Connects to the FRED API to retrieve real-time economic data series including GDP, employment statistics, inflation metrics, and monetary policy… | 8 stars · 4 forks | No one-command install · Source | |
| 2729 | 65.138 | pokemon-go-mcp-servermcp · back-end | A comprehensive MCP server providing real-time Pokemon Go data including events, raids, research tasks, egg hatches, and Team Rocket lineups. | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | ibm-watsonx-data-mcp-servermcp · back-end | Enables AI assistants to interact seamlessly with IBM watsonx.data lakehouses using natural language for operations like querying, catalog browsing… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | fatsecret-mcp-servermcp · back-endalso listed as fliptheweb-fatsecret | Enables AI assistants to search foods and recipes, track diet, manage weight, and log exercise using the FatSecret Platform API. | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | mobile-debug-mcpmcp · back-end | A minimal, secure MCP server for AI-assisted mobile development, enabling build, install, interact, and inspect Android/iOS apps. | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | imperva-cloud-waf-mcp-servermcp · back-end | Enables AI assistants to query and analyze Imperva Cloud WAF configurations through natural language, supporting retrieval of sites, domains… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | bugherd-mcp-servermcp · back-end | An MCP server that integrates BugHerd bug tracking with AI assistants, providing 37 tools for complete BugHerd API v2 coverage. | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | yaoxincs-rustdeskmcp · back-end | RustDesk fork with embedded local MCP server for AI-driven desktop and terminal automation. | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | lnbits-lnbits-mcp-servermcp · back-end | Am MCP server for LNbits Lightning Network wallet integration. | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | coros-mcp-servermcp · back-end | Enables AI assistants to access and analyze Coros watch data including activities, fitness metrics, training zones, and more through unofficial Coros… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | binalyze-airmcp · back-end | Bridges to the Binalyze AIR digital forensics platform, enabling security teams to query endpoint data, monitor status, and manage investigations… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | aiyogg-tinypngmcp · back-end | Integrates with TinyPNG API to compress and resize both local and remote images with detailed optimization statistics for efficient image processing… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | egh-research-mcp-servermcp · back-end | Provides offline research and advanced search capabilities for Ellen Gould Harmon's writings via MCP and HTTP APIs, including PDF generation and… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | infinitiq-jiramcp · back-end | Integrates with Jira's REST API to enable natural language management of projects, issues, and workflows through tools for searching, creating, and… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | parthshr370-filesystem-accessmcp · back-end | Provides direct access to local filesystem operations for reading file contents and listing directory entries through a FastMCP-powered server that… | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | jikime-ko-weathermcp · back-end | Provides access to Korean weather data through asynchronous HTTP requests with coordinate conversion and API authentication capabilities. | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | hawstein-resendmcp · back-end | Enables AI to compose and send emails through the Resend API with customizable sender addresses, reply-to fields, and scheduled delivery options | 7 stars · 5 forks | No one-command install · Source | |
| 2729 | 65.138 | mcp-weather-ssemcp · back-end | An SSE-based MCP server for retrieving real-time weather data for a specified location, supporting current conditions and forecasts. | 7 stars · 5 forks | No one-command install · Source | |
| 2747 | 65.111 | mcp-workshopmcp · back-end | A simple MCP server that provides a hello world greeting and a tool to add two numbers. | 12 forks | No one-command install · Source | |
| 2748 | 65.105 | kittyclawmcp · back-end | Self-hosted kanban board that dispatches AI agent fleets against tickets. The embedded Streamable HTTP /mcp endpoint exposes 7 tools to list projects… | 24 stars | No one-command install · Source | |
| 2749 | 65.043 | omniwaifu-arr-assistantmcp · back-end | Integrates with Radarr and Sonarr media management systems to search movies and TV shows, add content with automatic root folder detection, and… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | vision-mcp-servermcp · back-end | An MCP server for analyzing images using ModelScope's vision models. Supports both local files and URLs, enabling image content description and… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | ibm-business-automation-workflow-mcp-servermcp · back-end | Enables AI agents to integrate with IBM Business Automation Workflow by exposing workflow REST services as MCP tools, allowing natural language… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | harshalrathore-code-intelmcp · back-end | MCP server providing 20 code analysis tools including symbol search, call graphs, data flow, and impact analysis powered by ArangoDB. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | transporter-cc-mcp-servermcp · back-end | Enables searching for TransMilenio and SITP bus routes in Bogotá with live GPS tracking, nearby stops, and estimated arrivals. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | fgribreau-matomomcp · back-end | Dynamically introspects Matomo Analytics instances to expose all available API methods as tools. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | park-sunho-coqtailmcp · back-end | MCP server for interactive Rocq/Coq proof sessions with tools to step through proofs, inspect goals, and execute queries. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | geotab-ace-mcp-servermcp · back-end | Enables Claude to ask questions about your fleet data via the Geotab ACE AI service, with support for multi-account authentication, async queries, and… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | goul4rt-discordmcp · back-end | Manages Discord servers, channels, messages, and users with 30+ tools. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | usa-spending-mcp-servermcp · back-end | An MCP server for interacting with the USAspending.gov API, supporting local use with Claude Desktop and cloud deployment with login.gov… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | opensipsmcp · back-end | AI-powered control plane for OpenSIPS SIP servers with 236 tools, 25 scenario templates, and 22 prompts for management and configuration. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | openweathermap-mcpmcp · back-end | Provides current weather and forecasts for any city via natural language, using OpenWeatherMap API and OpenAI for conversational interface. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | openapi-analyzer-mcpmcp · back-endalso listed as sureshkumars-openapi-analyzer | A Model Context Protocol (MCP) server for analyzing OpenAPI specifications with LLM clients, enabling natural language queries about API structures… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | phone-a-friend-mcp-servermcp · back-end | Enables AI-to-AI consultation for critical thinking and complex reasoning via OpenRouter, allowing one AI to delegate tasks to another AI model. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | lambda-capture-mcp-servermcp · back-end | MCP server that enables semantic search over macroeconomic data using the Lambda Capture API. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | circl-cve-search-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for accessing the CIRCL CVE SEARCH API, providing comprehensive vulnerability and security information. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | mcp-server-blogmcp · back-end | A demo MCP server illustrating production patterns including OAuth 2.0 token validation, workspace context management, Firestore integration, and Zod… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | kimcpmcp · back-end | Integrates Korean APIs (Naver, Kakao, TMAP) into LLM applications for search, maps, and directions. | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | kaggle-mcp-servermcp · back-end | Enables AI assistants to interact with Kaggle competitions, including listing competitions, downloading files, submitting predictions, and viewing… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | alexkissijr-unreal-enginemcp · back-end | Enables AI interaction with Unreal Engine through a TCP server that exposes scene manipulation, material creation, and blueprint generation… | 10 stars · 2 forks | No one-command install · Source | |
| 2749 | 65.043 | sworddut-local-file-readermcp · back-end | Provides a lightweight server for reading local text files, enabling AI tools to access file content from the filesystem without leaving the… | 10 stars · 2 forks | No one-command install · Source | |
| 2771 | 64.883 | hippocampusmcp · back-end | Open-source MCP memory server providing persistent, cross-platform context for AI tools via a knowledge graph with encrypted storage. | 13 stars · 1 fork | No one-command install · Source | |
| 2771 | 64.883 | luxalgo-library-mcpmcp · back-end | Read-only, keyless MCP server for searching and retrieving trading concepts, indicator details, families, and source code from the LuxAlgo Library. | 13 stars · 1 fork | No one-command install · Source | |
| 2771 | 64.883 | google-play-store-mcp-servermcp · back-end | Enables AI agents to automate Android release workflows via the Google Play Android Publisher API, including deploying builds, managing listings, and… | 13 stars · 1 fork | No one-command install · Source | |
| 2771 | 64.883 | autocad-mcp-server-codex-editionmcp · back-end | MCP server for full AutoCAD automation, AutoCAD LT automation, and headless DXF generation. It provides 8 consolidated tools for drawing, entity… | 13 stars · 1 fork | No one-command install · Source | |
| 2771 | 64.883 | oleksandrkucherenko-obsidian-via-restmcp · back-end | Connects to Obsidian vaults through the Local REST API with self-healing connections, multiple transport options, and automatic failover. | 13 stars · 1 fork | No one-command install · Source | |
| 2771 | 64.883 | steamdtmcp · back-end | Enables querying Steam item prices, wear, and price history via the SteamDT API, allowing AI assistants to retrieve and analyze Steam marketplace… | 13 stars · 1 fork | No one-command install · Source | |
| 2771 | 64.883 | ilertmcp · back-end | Integrates with ilert's alerting and incident management platform to provide direct access to alerting workflows, incident data, and on-call… | 13 stars · 1 fork | No one-command install · Source | |
| 2771 | 64.883 | capacities-mcp-bridge-unofficialmcp · back-end | Enables interaction with the Capacities.io note-taking API via MCP, supporting operations like searching content, saving weblinks, and appending to… | 13 stars · 1 fork | No one-command install · Source | |
| 2779 | 64.816 | ai-proof-of-us-mcp-servermcp · back-end | Records privacy-preserving receipts for AI-assisted tasks and enables optional onchain reward claiming via AIPOU tokens. Integrates with… | 3 stars · 6 forks | No one-command install · Source | |
| 2780 | 64.619 | frisian-mcpmcp · back-end | An MCP gateway that automatically turns Django REST Framework ViewSets into callable MCP tools with zero boilerplate, featuring a token-efficient… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | klauern-ynabmcp · back-end | Integrates with YNAB API to enable personal finance management, including viewing account balances, creating transactions, and accessing budget data… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | concrete-cms-mcp-servermcp · back-end | Enables interaction with Concrete CMS sites through the Concrete CMS REST API, allowing content management, user operations, and file uploads via… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | rad-security-mcp-servermcp · back-end | MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | muvon-mcp-binance-futuresmcp · back-end | MCP server for Binance USDT-M Futures trading — exposes tools for market data, account state, order management, and position/margin control. | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | scan-mcpmcp · back-end | Enables scanner capture via SANE on Linux, providing tools for device discovery, scan jobs with ADF/duplex support, document batching, and multipage… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | binance-intelligence-mcpmcp · back-end | MCP server providing 12 computed intelligence tools for Binance, including accumulation detection, whale tracking, market impact simulation, and more… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | domotz-mcp-servermcp · back-end | Enables Claude to query and manage Domotz network monitoring through 133 API actions, covering collectors, devices, alerts, and configuration. | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | amazon-datazone-mcp-servermcp · back-end | A high-performance Model Context Protocol (MCP) server that provides seamless integration with Amazon DataZone services. This server enables AI… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | marceausolutions-amazon-seller-mcpmcp · back-end | Amazon Seller Central operations via SP-API - manage inventory, track orders, analyze sales, and optimize listings | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | ancode666-nasa-apimcp · back-end | Integrates with NASA APIs to provide real-time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | apple-voice-memo-mcp-servermcp · back-end | Provides programmatic access to Apple Voice Memos on macOS, enabling AI assistants to list, retrieve details, get audio, and transcribe recordings. | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | victron-vrm-mcp-servermcp · back-end | Read-only MCP server integrating with the Victron VRM API to monitor solar systems, batteries, alarms, and more. | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | dsazz-jiramcp · back-end | Integrates with Atlassian JIRA to retrieve issue details, list assigned tasks, and create tickets directly through conversation, using a modular… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | mrrobotke-django-migrationsmcp · back-end | Integrates Django migrations across distributed services, enabling coordinated database schema changes and enhanced migration safety for large-scale… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | obinopaul-api-footballmcp · back-end | Provides a bridge to API-Football for accessing soccer data including league standings, team fixtures, player statistics, and live match information… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | ipfred-aiwen-mcp-server-geoipmcp · back-end | MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.) | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | vmlia-books-mcp-servermcp · back-end | This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio. | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | jaldekoa-fredapimcp · back-end | Integrates with the Federal Reserve Economic Data (FRED) API to retrieve economic time series data with customizable parameters for date ranges… | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | tddt-stock-info-aksharemcp · back-end | Provides real-time financial market data from Chinese and global markets through AKShare API integration for traders and financial analysts | 6 stars · 5 forks | No one-command install · Source | |
| 2780 | 64.619 | ozgrozer-replicate-fluxmcp · back-end | Integrates with Replicate's image generation API to enable fast creation of images from text prompts using the flux-schnell model, with customizable… | 6 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.