Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4801 | 46.643 | touch-mcpmcp · back-end | High-performance MCP server that enables AI assistants to control TouchDesigner live via WebSocket, providing 37 tools for nodes, parameters… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | godot-mcp-server-ultimate-editionmcp · back-end | Advanced MCP server for Godot 4.6+ with 63 professional tools, enabling AI-assisted game development with backup/rollback, deep script validation, and… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | companion-mcpmcp · back-end | An MCP server for Bitfocus Companion that enables AI assistants to program and control Stream Deck surfaces and other Companion-connected devices. It… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | thsrite-gatewaymcp · back-end | Aggregates multiple stdio-based servers into a single streamable HTTP endpoint with web management. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | graftmcp · back-end | Enables building agent-ready APIs that expose tools as both HTTP and MCP endpoints from a single server definition, with automatic OpenAPI, discovery… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | jkiley129-steammcp · back-end | Connects to the Steam Web API to query game libraries, playtime statistics, and store metadata. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | statsplus-mcp-servermcp · back-end | Exposes the StatsPlus API as tools for MCP-compatible clients, enabling users to query player/team statistics, contracts, ratings, and game history… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | catastro-mcp-servermcp · back-end | A Python MCP server that queries Spanish Cadastre services for non-protected cadastral data and exports parcel geometry in GML, GeoJSON, and IFC… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | mcp-public-apismcp · back-end | An MCP server that gives AI coding agents real-time access to the public-apis dataset, enabling search, live probing, and code snippet generation for… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | kyurish-patreon-mcp-servermcp · back-endalso listed as patreon-mcp-server | Patreon creator data access for campaigns, patrons, tiers, and posts. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | job-search-mcp-servermcp · back-end | Enables Claude to search AI/ML jobs across Greenhouse, Lever, and Adzuna, with resume tailoring and referral outreach assistance. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | mineru-document-to-markdown-mcp-servermcp · back-end | Converts documents (PDF, Word, PPT, images, HTML) to Markdown via MinerU API. Supports URL and local file inputs with OCR, formula/table recognition… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | inventree-mcp-pluginmcp · back-end | MCP server plugin for InvenTree, enabling AI assistants to interact with inventory data such as parts, stock, locations, orders, and BOMs. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | mcp-toolsmcp · back-end | A collection of simple, practical MCP servers that require zero configuration, enabling web search via DuckDuckGo (no API key needed) and management… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | fedramp-20x-mcp-servermcp · back-end | Provides access to FedRAMP 20x security requirements and controls with Azure-first guidance. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | draw-io-mcp-servermcp · back-end | Enables AI assistants to create and edit draw.io diagrams programmatically, supporting a wide range of diagram types and styles. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | mcp-policy-servermcp · back-end | Provides token-efficient access to team policies and standards by allowing subagents to fetch specific sections using § notation, reducing context… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | clotho2-lovensemcp · back-end | Integrates with Lovense adult toy devices through their Game Mode API to enable interactive applications, automated responses, and physical feedback… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | antonpme-auralis-commandermcp · back-end | Windows-native system operations server providing shell command execution, file management, process control, and system monitoring through PowerShell… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | pytorch-lightning-mcp-servermcp · back-end | A minimal integration layer exposing PyTorch Lightning via a structured, machine-readable API for tools, agents, and orchestration systems. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | afl-mcp-servermcp · back-end | Enables users to interact with AFL++ for fuzzing workflows, including creating workspaces, instrumenting targets, starting/stopping fuzzing jobs, and… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | iipanda-multi-jiramcp · back-end | Connects to multiple Jira instances through a single server. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | mywhoosh-mcp-servermcp · back-end | Enables seamless interaction with MyWhoosh API for managing workouts, training sessions, and settings via natural language. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | lyledean1-stravamcp · back-end | Provides cached access to Strava fitness data with rate limit management, enabling retrieval of activities with date filtering, detailed sensor… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | center2055-minecraft-developermcp · back-end | Spigot/Bukkit plugin that exposes Minecraft server administration capabilities through HTTP and SSE APIs, enabling remote command execution, file… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | tilt-mcpmcp · back-end | MCP server for Tilt CLI integration, enabling AI assistants to monitor and manage Tilt development workflows. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | caniuse-mcpmcp · back-end | An MCP server that provides browser compatibility data and web API support information using caniuse.com, MDN BCD, and Web Features, enabling… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | invokeai-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that integrates InvokeAI with Claude Code, enabling AI-powered image generation, transformation, and upscaling… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | channex-mcpmcp · back-end | Enables interaction with the Channex.io API for managing properties, room types, rate plans, availability, rates, inventory, and channel connections… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | iris-execute-mcpmcp · back-end | MCP server for InterSystems IRIS that provides 8 tools including ObjectScript execution, class compilation, and unit testing with a fast… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | steam-mcpmcp · back-end | MCP server that enables searching Steam games, fetching user reviews with filters, and retrieving game details including price and tags. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | sparkle-mcp-servermcp · back-end | Provides secure file access and clipboard history management for Claude AI and other MCP-compatible clients, with sandboxed file operations and search… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | reddit-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Reddit's tools and services through a unified API, enabling seamless integration with… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | mcp-sparql-servermcp · back-end | Enables AI assistants to query semantic data via SPARQL endpoints, with support for multiple output formats and caching. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | civicrm-mcp-servermcp · back-end | Enables AI assistants to access and manage CiviCRM data, including contacts, activities, contributions, events, and memberships, with full custom… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | openapi-fetch-mcpmcp · back-end | A CLI tool that registers OpenAPI GET endpoints as MCP tools, enabling API requests via MCP clients like Cursor. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | faceton-mcp-servermcp · back-end | FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic multi-model loading, and MCP-compatible OpenAPI metadata for offline… | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | picgo-uploadermcp · back-end | Enables uploading images to a running PicGo application through its built-in server. | 5 stars | No one-command install · Source | |
| 4801 | 46.643 | drvbss-msty-adminmcp · back-end | Provides administration and automation capabilities for Msty Studio Desktop, enabling database queries, model management, conversation analysis, and… | 5 stars | No commit datelisted | No one-command install · Source |
| 4801 | 46.643 | gh-7-e1even-mcphubs-gatewaymcp · back-end | Gateway that aggregates multiple servers behind progressive disclosure meta-tools to reduce token overhead. | 5 stars | No commit datelisted | No one-command install · Source |
| 4842 | 46.530 | standard-accounting-public-mcpmcp · back-end | Public MCP server for UK company filing guidance, products, deadlines, and knowledge-centre content | 2,793 installs | No commit datelisted | No one-command install · Source |
| 4843 | 46.258 | docfork-2mcp · back-end | Up-to-date docs for AI Agents. Sign up for free API key at https://docfork.com | 2,781 installs | No commit datelisted | No one-command install · Source |
| 4844 | 45.714 | discava-business-directory-for-aimcp · back-end | Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe… | 2,741 installs | No commit datelisted | No one-command install · Source |
| 4845 | 45.442 | singapore-lta-datamall-mcp-servermcp · back-end | Access real-time public transit information including bus arrivals, train service alerts, and station crowding levels in Singapore. Check live parking… | 2,714 installs | No commit datelisted | No one-command install · Source |
| 4846 | 45.170 | humanmcp-2mcp · back-end | Personal MCP server for humans who create. 39 tools: content publishing, Ed25519 signatures, license control, artworks with provenance, async Q&A… | 2,682 installs | No commit datelisted | No one-command install · Source |
| 4847 | 45.079 | seah-boon-keong-chat-with-bnm-api-datasetsmcp · back-end | MCP for public datasets on BNM Open Data API (Developed by Seah Boon Keong) Allows users to access a wide range of financial and economic data… | 1,323 installs | No commit datelisted | No one-command install · Source |
| 4848 | 44.898 | starknet-mcp-servermcp · back-end | A comprehensive Model Context Protocol (MCP) server for the Starknet blockchain. This server provides AI agents with the ability to interact with… | 2,665 installs | No commit datelisted | No one-command install · Source |
| 4849 | 44.625 | crossref-mcp-server-2mcp · back-end | Resolve DOIs, search ~155M scholarly works, and fetch references via the Crossref REST API. | 2,610 installs | No commit datelisted | No one-command install · Source |
| 4850 | 44.353 | drop-beaconmcp · back-end | MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC products across 1,000+ brands. Track new drops, compare prices across… | 2,589 installs | No commit datelisted | No one-command install · Source |
| 4851 | 44.294 | getmcpm-mcpmmcp · back-end | Package manager with trust scoring for searching, installing, and auditing MCP servers. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | smolanalyticsmcp · back-end | MCP server that provides product and web analytics capabilities, allowing AI coding assistants to query funnels, retention, trends, feature flags, A/B… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | codecalcmcp · back-end | An MCP server that lets AI models run code in 31 languages, evaluate symbolic math and logic problems, and measure complexity—exposed as 48 tools for… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | globalize-mcpmcp · back-end | MCP server for the Globalize localization platform: create translation projects, add languages, manage glossaries and style guides, connect… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | img-convert-mcp-servermcp · back-end | Provides AI agents with tools to convert images between formats and inspect image metadata, enabling seamless image processing within agent workflows. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | pr-geniusmcp · back-end | Evidence-backed PR contribution advisor MCP server. Analyzes PR contribution strategy using 550+ real case studies across 33 repos. Provides risk… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | winrdp-mcpmcp · back-end | A zero-config MCP server that provisions and fully administers Windows RDP boxes (Windows 10/11 and Server 2016–2025), exposing 144 tools for shell… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | lacausecrypto-nbbmcp · back-end | National Bank of Belgium SDMX statistical API access across 221 dataflows covering Belgian economic indicators. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | browsermeshmcp · back-end | A local, open-source MCP server that enables AI clients to control multiple isolated Chromium browser sessions concurrently, with explicit session and… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | mcp-z-mcp-gmailmcp · back-end | Gmail MCP server for searching, reading, and sending mail over MCP. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | mcp-server-proxmoxmcp · back-end | A Model Context Protocol (MCP) server for Proxmox Virtual Environment that enables AI assistants to manage virtual machines, containers, nodes, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | superops-mcpmcp · back-end | An MCP server for SuperOps PSA/RMM, enabling MSPs to manage tickets, assets, clients, and field technician operations through SuperOps's API. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | acedatacloud-seedreammcp · back-end | ByteDance Seedream AI image generation through the AceDataCloud API platform. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | sec-netexec-mcpmcp · back-end | An MCP server that enables AI assistants to execute NetExec network penetration testing commands via SSH to a Kali Linux machine, supporting protocols… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | geiserx-pumperly-mcpmcp · back-end | Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | neosapience-typecastmcp · back-end | Bridges to Typecast AI text-to-speech service, enabling high-quality voice synthesis with customizable emotional expression, volume, and playback… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | notramcp · back-end | Access the Notra API for managing posts, brand identities, and integrations with GitHub, Slack, and Linear. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | punt-quarrymcp · back-end | Enables local semantic search over documents (PDFs, code, etc.) using local embedding models, allowing AI agents and users to find information by… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | feedback-mcp-servermcp · back-end | A lightweight MCP server that enables AI assistants to collect interactive user feedback via a browser window with full Markdown rendering and syntax… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | german-newsfeed-mcp-servermcp · back-end | MCP server that connects AI assistants to the public tagesschau.de news API, offering live headlines, category and regional news, full-text search… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | obrien-matthew-steammcp · back-end | Integrates with the Steam Web API for gaming library management, achievements, statistics, and store discovery. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | odsbox-jaquel-mcpmcp · back-end | A Model Context Protocol (MCP) server for ASAM ODS with odsbox Jaquel query tools, ODS connection management, and measurement data access. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | elibarnett-kiemcp · back-endalso listed as kie-mcp | Unified interface for 45+ image models, 70+ video models, and 20+ audio generation tools via the kie.ai API. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | tastyscanner-mcp-servermcp · back-end | Enables AI agents to scan markets, build option strategies, track positions, and execute trades on TastyTrade via the Model Context Protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | wago-plc-mcp-servermcp · back-end | MCP server that connects WAGO PLCs to LLM agents via the WDx/WDA REST API, enabling AI assistants to read sensor values, change configuration, trigger… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | amazing-marvin-complete-mcpmcp · back-end | An MCP server that exposes the full Amazing Marvin public API (34 tools across ~31 endpoints) so assistants can manage tasks, habits, time blocks… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | oorep-mcp-servermcp · back-end | An MCP server and TypeScript client SDK that gives AI assistants access to OOREP's homeopathic repertory and materia medica reference data, enabling… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | caddyui-mcpmcp · back-end | Enables inspection and management of Caddy reverse proxy configuration via CaddyUI's REST API, including proxy hosts, redirection hosts, raw routes… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | openfacet-diamond-pricingmcp · back-end | Integrates with OpenFacet.net's diamond market API to provide real-time pricing quotes, market trend analysis through the Diamond Composite Index, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | twscrape-twitter-mcpmcp · back-end | MCP server to read X (Twitter) posts, threads, replies, quotes, and search using your own logged-in session, no API key required. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | acedatacloud-fluxmcp · back-end | Flux AI image generation and editing through the AceDataCloud API platform. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | acedatacloud-veomcp · back-end | Google Veo AI video generation through the AceDataCloud API platform. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | yandex-webmaster-mcp-servermcp · back-end | MCP server for interacting with Yandex.Webmaster API to manage sites, retrieve search queries, and check indexing status. Requires an OAuth token. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | cowboy-mcpmcp · back-end | Open-source WordPress plugin that turns any site into a Streamable HTTP MCP server. Manage posts, WooCommerce, and more from Claude Code, Codex, or… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | garmin-local-mcpmcp · back-end | Local-first Garmin data warehouse with an analysis-grade MCP server. Sync once, analyze forever, even when the API is down. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | qbt-labs-openmmmcp · back-end | AI-native crypto trading server providing market data, orders, grid strategies, and DeFi integration across multiple exchanges. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | octoportmcp · back-end | A self-hosted MCP hub that unifies multiple MCP server configurations behind a single local endpoint, with a web dashboard for management, live… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | eu-ai-act-mcpmcp · back-end | An MCP server providing structured intelligence about the EU AI Act, including risk classification, deadline tracking, obligations, penalties, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | magictex-mcp-servermcp · back-end | Enables AI agents to edit LaTeX documents with a live PDF preview, source editor, and PDF-anchored comments that become edit instructions. Requires no… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | crypto-quant-platform-mcp-servermcp · back-end | Provides tools to research crypto trading strategies via backtesting, walk-forward validation, and paper trading, with a deflated-Sharpe overfitting… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | wikidata-mcp-servermcp · back-end | Enables searching and fetching Wikidata entities, executing SPARQL queries, and resolving external identifiers via the Model Context Protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | shuttlemcp · back-end | Enables AI assistants to securely execute SSH commands on remote servers with connection pooling, session isolation, and a web audit panel. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | dsh-narrative-ledgermcp · back-end | MCP server for verifying narrative consistency and querying story-state facts in DeepSeek Harness, exposing read-only ledger tools for canonical… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | mcp-movideskmcp · back-end | Enables natural language interaction with the Movidesk public API for managing tickets and persons/organizations, including CRUD operations and file… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | jjx-js-reverse-mcpmcp · back-end | A unified MCP server for JavaScript reverse engineering that provides full hook, breakpoints, script debugging, and browser automation with CDP… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | jianying-ai-mcpmcp · back-end | MCP server for Jianying (CapCut) AI-assisted editing, enabling natural language-driven draft generation, reference reuse, and batch template creation… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | infomaniak-contact-mcp-servermcp · back-end | MCP server for the Infomaniak Contacts API, enabling listing and searching contacts across address books. | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | mcp-genelab-servermcp · back-end | Converts natural language queries into Cypher queries against the NASA GeneLab Knowledge Graph, enabling AI-assisted analysis of spaceflight… | 3 stars · 1 fork | No one-command install · Source | |
| 4851 | 44.294 | clickup-mcpmcp · back-end | Lightweight ClickUp MCP server for task management with 37 tools and token-optimized responses to reduce API verbosity. | 3 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.