Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 59.029 | 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 | |
| 3401 | 59.029 | 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 | |
| 3401 | 59.029 | 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 | |
| 3401 | 59.029 | 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 | |
| 3405 | 58.969 | vcon-mcpmcp · back-end | MCP server for storing, managing, and analyzing IETF vCon (Virtual Conversation) data with AI assistants. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | easypanel-mcpmcp · back-end | MCP server for EasyPanel that enables AI agents to manage servers, projects, services, databases, and domains via 40 curated tools or raw tRPC access… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | fitatu-mcp-unofficialmcp · back-end | Unofficial MCP server that exposes Fitatu account operations as tools for inspecting and updating your meal plan. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | ziyuanzhan-monitormcp · back-end | MCP server for querying the availability and status of movie resource sites, including online/offline status, response times, and search… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | relay-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for Relay Protocol — cross-chain bridge and swap tools for AI agents. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | ekyte-mcp-servermcp · back-end | Enables Claude and other AI to interact with the Ekyte platform for task management and time tracking via its internal API, using JWT authentication. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | jamesanz-bitcoin-mcpmcp · back-end | An MCP server that enables AI models to query the Bitcoin blockchain. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | secretiveshell-gotifymcp · back-end | Sends push notifications with customized titles and messages to any Gotify server through environment variable configuration. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | weather-forecast-servermcp · back-end | Provides current weather and multi-day forecasts for any location worldwide, integrable with MCP clients like Claude. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | planner-mcp-servermcp · back-end | A server for creating and managing plans with steps, enabling users to break down complex tasks into manageable steps and track progress. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | tumalevich-didlogic-voipmcp · back-end | Provides a natural language interface to DIDLogic telecommunications API for managing SIP accounts, phone numbers, call history, and billing… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | bielacki-igdbmcp · back-end | Integrates with IGDB's video game database API to provide access to game details, release dates, platforms, genres, ratings, and gaming metadata for… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | growwmcp · back-end | Integrates with the Groww trading platform API to execute stock market operations including order placement, portfolio management, and live market… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | aranet4-mcp-servermcp · back-end | MCP server to manage your Aranet4 CO2 sensor, enabling scanning, data fetching, historical querying, and plotting. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | capsule-crm-mcp-servermcp · back-end | Enables AI assistants to access and query Capsule CRM data (contacts, opportunities, support cases, tasks, projects, products) through natural… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | everhour-mcp-servermcp · back-end | Provides complete integration with the Everhour API for time tracking, project and task management, enabling AI assistants to manage productivity… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | ghibli-videomcp · back-end | Transforms static images into animated Ghibli-style videos through the GPT4O Image Generator API with tools for credit balance checking and task… | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | kvadratni-squaremcp · back-end | Integrates with Square's API to enable payment processing, business management, and e-commerce operations for AI applications. | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | dbsmith-aws-amplify-datamcp · back-end | Bridges AI systems with AWS Amplify Data APIs, enabling GraphQL-based data model interaction without requiring complex query writing | 4 stars · 4 forks | No one-command install · Source | |
| 3405 | 58.969 | jacobgoren-workatomcp · back-end | Integrates with Workato's automation platform API to enable management of integration recipes, connections, and workflows directly from conversations… | 4 stars · 4 forks | No one-command install · Source | |
| 3425 | 58.290 | sharedoc-mcpmcp · back-end | sharedoc-mcp is an MCP stdio server that lets AI agents publish, update, search, and revoke shareable Markdown documents as secret GitHub gists or… | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | mikkoparkkola-nabmcp · back-end | Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL… | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | levelfield-mcp-servermcp · back-end | Enables agents to assess structural information-asymmetry risk in prediction-market event contracts from contract text alone, with deterministic… | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | horizun-pbi-mcpmcp · back-end | MCP server for interacting with local Power BI Desktop and .pbip projects, enabling DAX queries, model documentation, measure editing, and PBIR visual… | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | datadoemcp · back-end | Connects to Amazon Seller Central, Vendor Central, and Amazon Ads APIs with managed authentication and rate limiting. | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | federal-compass-mcpmcp · back-endalso listed as skivuha-federal-compass | An MCP server that connects Claude to the USAJobs API, enabling natural language search for federal jobs, translation of government jargon, CV… | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | mcp-retrievalmcp · back-end | An MCP server providing web search, image search, and page scraping tools to LLMs without requiring API keys. | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | cortex-gatewaymcp · back-end | A federated MCP gateway that consolidates multiple plain-HTTP backends into a single, OAuth-protected MCP server, enabling agents to access diverse… | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | starlight-mcpmcp · back-end | MCP server for Astro/Starlight docs sites, providing search, get, and list tools for documentation content. | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | mcp-technitium-dnsmcp · back-end | Safety-focused MCP server for querying and managing Technitium DNS Server through its HTTP API, with strict input validation and audit logging. | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | ratamaha-git-n8nmcp · back-end | Community MCP server for n8n that provides workflow generation, linting, execution diagnosis, and live n8n instance management. | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | ronieneubauer-cli2mcpmcp · back-end | Wraps any CLI binary as an MCP server by parsing its --help output and synthesizing a JSON Schema at startup. | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | pontusab-typegenmcp · back-end | Generates typed TypeScript client code from MCP server definitions to reduce tool-calling token consumption. | 12 stars | No one-command install · Source | |
| 3425 | 58.290 | ctkadvisors-graphqlmcp · back-end | Transforms any GraphQL API into dynamic tools through automatic schema introspection, enabling direct access to structured data with parameter… | 12 stars | No commit datelisted | No one-command install · Source |
| 3425 | 58.290 | elonjask-proxypinmcp · back-end | Analyzes HTTP traffic captured by ProxyPin proxy application, enabling API reverse engineering, debugging, and client code generation through HAR file… | 12 stars | No commit datelisted | No one-command install · Source |
| 3425 | 58.290 | thunderbitmcp · back-end | Scrapes web pages and extracts structured data via the Thunderbit Open API with seven tools including batch processing of up to 100 URLs. | 12 stars | No commit datelisted | No one-command install · Source |
| 3442 | 58.185 | mp-consulting-homebridge-mcp-servermcp · back-end | MCP server for Homebridge that enables AI assistants to control smart home accessories, manage plugins, edit configuration, and monitor the Homebridge… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | mcp-server-filemakermcp · back-end | An MCP server that provides AI assistants with direct access to FileMaker databases via OData v4 API, enabling CRUD operations, script execution, and… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | quantum-hardware-mcp-servermcp · back-end | An MCP server that provides real-time IBM Quantum device data including queue depths, error rates, and coherence times, enabling AI assistants to… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | ionos-cloud-mcp-servermcp · back-end | Inspect and manage IONOS CLOUD infrastructure via MCP | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | mcp-shell-servermcp · back-end | A secure MCP server for shell operations, terminal management, and process control, enabling AI assistants to safely execute commands and manage… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | stock-scanner-mcpmcp · back-end | A modular MCP server providing 64 tools across 13 modules for real-time stock and crypto market data, including scanning, technical analysis, options… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | elemctlmcp · back-end | MCP server for managing 1C:Enterprise.Element applications via Console API v2, enabling application listing, deployment with verification, build… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | fast-diff-mcp-servermcp · back-end | A high-performance Model Context Protocol server that provides text diffing capabilities, enabling LLMs to compare two blocks of text and receive… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | trinitycore-mcp-servermcp · back-end | Enterprise-grade MCP server with 107 tools for TrinityCore bot development, game data access, AI code review, performance profiling, and a full web… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | vibeguard-mcp-servermcp · back-end | Enables AI coding tools to scan projects for security vulnerabilities, hardcoded secrets, injection flaws, and privacy violations with 699 rules and… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | doppler-mcp-servermcp · back-end | Enables AI assistants to interact with the Doppler API for secrets management, including listing, retrieving, and updating secrets across projects and… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | seo-screaming-toad-mcp-servermcp · back-end | Provides 23 bounded MCP tools for AI agents to perform technical SEO audits, including crawl setup, page analysis, issue detection, and report… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | anythink-mcpmcp · back-end | Build and run a complete backend from your agent: relational data with row-/field-level security, full-text + semantic + geo search, RBAC and BYOK, a… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | perigonmcp · back-end | Integrates with Perigon's news API to search articles, stories, journalists, companies, people, sources, topics, and Wikipedia content with advanced… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | fabianschurig-bitbucketmcp · back-end | Bitbucket Cloud API for MCP: complete auto-generated spec coverage with customizable prompts. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | pendpostmcp · back-end | Pendpost MCP server — exposes ~43 tools for posting, scheduling, and managing content via the Pendpost platform. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | mcp-gitlabmcp · back-endalso listed as vish288-gitlab | MCP server for the GitLab REST API providing tools to manage projects, merge requests, pipelines, CI/CD variables, approvals, issues, and code… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | xahau-mcpmcp · back-end | Offline MCP server for the Xahau network that simulates Hooks smart contracts by running their real WebAssembly bytecode, performs static analysis… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | windsurf-search-mcpmcp · back-end | MCP server and CLI for Windsurf/Devin server-side web search, exposing a web_search tool that returns JSON hits from the GetWebSearchResults API. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | scenic-gui-automationmcp · back-end | Provides automation and testing capabilities for Scenic Elixir GUI applications through keyboard input simulation, mouse interaction, and real-time… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | seedance-2-5-mcp-servermcp · back-end | MCP server for generating Seedance 2.5 videos via MuAPI, enabling text-to-video, image-to-video, first/last frame, and omni reference workflows with… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | aso-copilotmcp · back-end | MCP server for managing App Store Optimization: add apps, track keywords, pull health reports, spy on competitors, find keyword opportunities, and… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | ryancardin-noaa-tides-currentsmcp · back-end | Integrates with NOAA's oceanographic and meteorological APIs to provide access to water level data, tide predictions, currents, weather measurements… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | aeoess-mingle-mcpmcp · back-end | Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | visotrust-vendor-risk-managementmcp · back-end | Provides a bridge to VISO TRUST's vendor risk management API, enabling third-party assessment, relationship tracking, and vendor information querying… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | tickmcp · back-end | A time MCP server that provides real current time and recency checks to prevent AI temporal hallucinations. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | gjenkins20-webmin-mcp-servermcp · back-end | MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | processon-mcp-server-processon-nodemcp · back-end | Generates ProcessOn mind maps from Markdown content. Provides tools to check API key validity and create mind maps. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | alfresco-mcp-servermcp · back-end | A minimal MCP server for Alfresco providing tools via the Alfresco REST API, with ticket-based authentication and support for stdio, SSE, and HTTP… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | moodle-connectormcp · back-end | Moodle REST API client with batch downloading and MCP protocol support for Claude Code and OpenCode, enabling course management, grade checking… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | ibkr-mcp-server-4mcp · back-end | Provides an MCP server for Interactive Brokers trading operations, managing an IBKR Gateway Docker container and exposing trading functionality… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | any4ai-anycrawlmcp · back-end | Integrates with the AnyCrawl API to provide web scraping and crawling capabilities with configurable depth limits, multiple scraping engines, and… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | vincentwei1021-agent-toolboxmcp · back-end | Provides 13 production-ready tools for web search, content extraction, weather, finance, screenshots, and more through a unified API. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | framegrab-mcp-servermcp · back-end | An MCP server for capturing images from cameras and video streams via the framegrab library, providing tools to create framegrabbers and grab frames. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | bol-mcpmcp · back-end | MCP server for the bol.com Retailer API that enables managing orders, offers, shipments, returns, invoices, and commissions via natural language. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | moldsim-mcpmcp · back-end | An MCP server that gives AI assistants expert knowledge about injection molding simulation, providing tools for material properties, process… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | apt-mcp-servermcp · back-end | Enables AI agents to install, remove, update, and query apt packages on Linux via MCP tools. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | nvim-mcp-servermcp · back-end | A Model Context Protocol server for Neovim that provides LSP-based symbol tools, enabling AI language models to perform code analysis and manipulation… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | topazlabs-topaz-mcpmcp · back-end | AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | kydycode-todoist-extmcp · back-end | Integrates with Todoist API to provide enhanced task management capabilities including task creation, updating, completion, project organization… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | mcp-graph-enginemcp · back-end | A graph database MCP server that lets AI assistants build, analyze, and visualize relationship graphs with algorithms like PageRank and cycle… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | rag-anything-mcp-servermcp · back-end | Enables advanced RAG with knowledge graphs, supporting document ingestion, multimodal extraction, and multiple query modes (naive, local, global… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | mcp-imap-servermcp · back-end | Enables LLMs to read, search, and manage emails via IMAP with secure, read-only access to email accounts. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | optimizely-cms-mcpmcp · back-end | Enables AI assistants to interact with Optimizely CMS via its GraphQL and Content Management APIs, supporting dynamic content discovery, retrieval… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | legal-info-mcp-servermcp · back-end | A modular MCP server providing structured, methodology-driven prompt endpoints for rapid legal/compliance landscape mapping, gap discovery, and risk… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | async-bash-mcpmcp · back-end | An MCP server for spawning and managing bash commands asynchronously. Run multiple shell commands in parallel and check their progress independently. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | fastmcp-file-servermcp · back-end | A secure file server for AI assistants that provides comprehensive file operations and text manipulation with configurable access levels and multiple… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | kongyo2-eve-online-trafficmcp · back-end | Integrates with EVE Online's ESI API, EVE-KILL API, and Static Data Export to provide route calculation, combat statistics analysis, station services… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | boezzz-ridewithgpsmcp · back-end | Integrates with RideWithGPS API to retrieve cycling routes, trips, events, and performance metrics including speed, elevation, heart rate, power, and… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | fusion360-mcp-servermcp · back-end | Enables AI assistants to generate Autodesk Fusion 360 Python scripts through natural language commands, using the Model Context Protocol (MCP) for… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | youtube-dlp-mcp-servermcp · back-end | Enables AI assistants to extract YouTube video metadata, subtitles, and top comments without downloading videos. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | mcp-kandinskymcp · back-end | MCP server that generates images from text prompts using the Kandinsky AI via official API. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | alexandervtr-downloads-organizermcp · back-end | Automatically organizes files in your Downloads folder based on configurable rules, sorting by file type and date while handling duplicates through a… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | iamfiro-17track-package-trackingmcp · back-end | Integrates with 17TRACK API to provide global package tracking across multiple carriers with fuzzy search for carrier identification and delivery… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | leonardogilrodriguez-tmdbmcp · back-end | Integrates with The Movie Database API to enable film and television data queries, cast and crew collaboration discovery, and entertainment industry… | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | kube-mcp-operatormcp · back-end | Exposes Kubernetes microservice APIs as MCP services by injecting a sidecar into annotated deployments. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | market-fiyat-mcp-servermcp · back-end | A Model Context Protocol server for querying Turkish market prices, comparing products, and getting AI-powered shopping recommendations. | 6 stars · 2 forks | No one-command install · Source | |
| 3442 | 58.185 | einreke-sleeper-fantasy-footballmcp · back-end | Integrates with Sleeper Fantasy Football API to provide complete access to user profiles, league data, rosters, matchups, draft information, player… | 6 stars · 2 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.