Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4201 | 52.180 | lottery-mcp-servermcp · back-end | A Model Context Protocol server for querying and analyzing double-color ball (双色球) lottery historical data from 2013 to present, offering tools for… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | xiaohongshu-mcp-pymcp · back-end | MCP server for Xiaohongshu automation, enabling feed browsing, search, note publishing, and interaction via Playwright and FastMCP. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | osinmv-funciton-lookup-mcpmcp · back-end | MCP server for function signature lookups. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | amekala-amazon-advertisingmcp · back-end | Integrates with Amazon Advertising API to provide marketers direct access to advertiser accounts, listings, and performance data through a simple… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | mcp-pishock-servermcp · back-end | Enables controlling PiShock devices (shock, vibrate, beep) via the MCP protocol with API key authentication. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | elevy99927-devops-mcp-webuimcp · back-end | /🏠 - MCP Server for Kubernetes integrated with Open-WebUI, bridging the gap between DevOps and non-technical teams. Supports `kubectl` and `helm`… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | prolog-mcp-servermcp · back-end | Enables LLMs to define Prolog facts and rules and execute queries via SWI-Prolog for logical reasoning. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | mikrotik-cursor-mcpmcp · back-end | Enables natural language management of MikroTik routers through Cursor IDE by translating requests into RouterOS commands via API or SSH. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | mcp-image-compare-servermcp · back-end | Enables pixel-perfect image comparison and visual regression testing via tools to compare local images, screenshots, and URLs with detailed diff… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | juzisuan965-apifoxmcp · back-end | Integrates with Apifox platform to provide HTTP request testing and API endpoint validation with configurable methods, headers, and request bodies for… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | infosec-us-team-immunefimcp · back-end | Integrates with Immunefi bug bounty platform through cached API to search programs, retrieve assets, bounty amounts, rewards structures, and filter by… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | formulahendry-registrymcp · back-end | Discover and search for available MCP servers in the official registry | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | analytics-usa-gov-mcp-servermcp · back-end | Enables LLMs to query and analyze government website analytics from analytics.usa.gov via the Model Context Protocol, supporting single report… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | kasm-mcp-server-v2mcp · back-end | Enables AI agents to manage and interact with Kasm Workspaces containerized desktop infrastructure, providing tools for session management, command… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | krishnapramodparupudi-kagglemcp · back-end | Integrates with Kaggle's API to provide access to competition lists, leaderboards, dataset searches, model browsing, and configuration options for… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | kennyckk-hkbusmcp · back-end | Provides real-time Hong Kong bus information through KMB API integration, enabling users to find routes, locate stops, and check arrival times through… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | r-huijts-portkey-adminmcp · back-end | Provides a comprehensive administrative interface for managing Portkey AI platform users, workspaces, configurations, and cost analytics through a… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | osu-mcp-servermcp · back-end | Provides over 50 tools across 14 categories for accessing Ohio State University services including transportation, academics, dining, and events. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | sailpoint-identityiq-mcp-servermcp · back-end | This server enables interaction with SailPoint IdentityIQ through SCIM API endpoints, allowing MCP clients like Claude Desktop to manage identity… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | ring-mcp-servermcp · back-end | Enables control of Ring home security devices, including doorbells, cameras, lights, and alarm systems, through MCP-compatible clients like Claude… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | tomholford-mcp-tic-tac-toemcp · back-end | Play Tic Tac Toe against an AI opponent using this MCP server. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | lawrencecirillo-quickbasemcp · back-end | Integrates with QuickBase API for complete database operations including application, table, field, and record management with support for all field… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | mcp-rando-servermcp · back-end | Cryptographically secure random number generation and randomized resources, including tools for numbers, strings, dice rolls, UUIDs, and passphrases. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | mcp-sse-server-pocmcp · back-endalso listed as spawn-dashboard | Enables creating and managing MCP server configurations with SSE streaming endpoints via a UI, deployable on Render with zero infrastructure. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | ai-powered-kubernetes-mcp-servermcp · back-end | Enables natural-language management of Kubernetes clusters via kubectl-ai and Gemini, providing commands like listing pods, scaling deployments, and… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | pv-bhat-gemforgemcp · back-end | Provides a specialized server that connects to Google's Gemini models with optimized tools for search, reasoning, code analysis, and file operations… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | oraichain-blockchainmcp · back-end | Enables AI interaction with the Oraichain blockchain for querying wallet balances, executing transactions, and retrieving blockchain data through a… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | fal-ai-mcp-servermcp · back-end | An MCP server to use the fal.ai APIs to generate images and videos. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | confluence-cloudmcp · back-end | Integrates with Confluence Cloud to enable listing, creating, and analyzing organizational knowledge stored in spaces and documents using secure API… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | edge-tts-mcpmcp · back-end | An MCP server that converts text into lifelike speech using Microsoft Edge's Text-to-Speech service, supporting customizable voice, rate, volume, and… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | godzilladancer-keitaromcp · back-end | Integration with Keitaro TDS API, providing tools to work with campaigns, streams, offers, and other Keitaro entities. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | yorrickjansen-stravamcp · back-end | Integrates with Strava API to provide direct access to athlete activities, detailed performance metrics, segment data, and leaderboards for training… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | ghubnerr-notionmcp · back-end | Provides a flexible API for querying, searching, creating, updating, and deleting Notion workspaces, enabling developers and knowledge workers to… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | matthewdcage-pbs-apimcp · back-end | Provides access to the Australian Pharmaceutical Benefits Scheme (PBS) API for querying medicine listings, pricing, and availability data through… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | tobarrientos-neo4jmcp · back-end | Provides a TypeScript-based server for executing Cypher queries against Neo4j graph databases via stdio transport, enabling secure and flexible… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | ntropy-banking-data-enrichmentmcp · back-end | Integrates with Ntropy's API to enrich banking data, enabling detailed financial transaction analysis and categorization for AI applications. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | agent-ai-mcp-servermcp · back-end | An MCP server that integrates with the Agent.ai API to provide web text extraction, web screenshots, and YouTube transcript capabilities through a… | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | xraywu-wegene-assistantmcp · back-end | Integrates with WeGene's genetic testing API to access and analyze users' genetic reports for personalized health and ancestry insights. | 4 stars · 2 forks | No one-command install · Source | |
| 4201 | 52.180 | vincentf305-deepseekmcp · back-end | Integrates with Deepseek models via a simple API bridge. | 4 stars · 2 forks | No one-command install · Source | |
| 4241 | 51.700 | openfoodfacts-mcp-server-2mcp · back-end | Barcode lookup, nutrition search, and product comparison for 3M+ crowd-sourced food products. | 3,148 installs | No commit datelisted | No one-command install · Source |
| 4242 | 51.406 | euclid-mcpmcp · back-end | MCP server for logical reasoning that turns facts into formal proofs using a deterministic inference engine with Prolog. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | milehost-mcp-servermcp · back-end | Enables AI coding agents to manage cloud containers, create and edit files, run commands, and deploy projects directly. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | terragrunt-mcp-servermcp · back-end | Provides comprehensive Terragrunt documentation, configuration generation, and tooling integration for AI assistants, enabling intelligent assistance… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | mcp-sql-server-toolmcp · back-end | A read-only MCP server for Microsoft SQL Server that enables metadata discovery, parameterized queries, and query analysis with profile-based… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | andrico21-rmcp-server-kitmcp · back-end | Production-grade Rust framework for building authenticated, observable MCP servers over Streamable HTTP. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | timebase-mcpmcp · back-end | A Model Context Protocol server that enables coding agents to explore and query TimeBase, including listing streams, reading schemas and symbols… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | axe-mcp-servermcp · back-end | Axe DevTools for Web accessibility testing. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | altmetric-mcp-servermcp · back-end | Provides access to Altmetric APIs for monitoring research impact and attention across news, policy documents, social media, and other online… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | mailcal-mcp-servermcp · back-end | MCP server for MailCal that reads emails via IMAP, extracts calendar events (interviews, assessments, meetings, deadlines), and provides tools to… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | kiagentmcp · back-end | Personal digital memory: a desktop app that indexes your mail, chats, and documents into a local SQLite corpus on your machine — parsing and OCR run… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | yt-mem-aimcp · back-end | An MCP server that gives AI assistants a local YouTube memory: transcribe videos, store and search transcripts, follow subscriptions, and generate… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | exchange-ews-mcpmcp · back-end | A local MCP server for on-premises Microsoft Exchange, connecting via EWS and NTLM. It provides mail, template, availability, and calendar workflow… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | consilium-principismcp · back-end | A personal board of AI advisors grounded in public-domain texts, with a fail-closed fidelity contour: every quote is checked word-for-word against its… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | amesim-mcpmcp · back-end | MCP server that exposes Siemens Simcenter Amesim's Circuit API as tools, enabling circuit creation, wiring, parameter setting, simulation, and result… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | rachio-mcpmcp · back-end | MCP server for full control of Rachio sprinkler controllers via the reverse-engineered internal gRPC API, enabling schedule management, manual zone… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | enconvert-mcp-servermcp · back-end | Enables AI agents to convert files, render web pages to markdown/PDF/screenshots, search the live web, extract structured data, ingest RAG-ready… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | reddit-growth-mcpmcp · back-end | A toolkit for analyzing subreddits and post patterns to help choose communities and shape posts using real data, running as an MCP server and… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | ninova-mcpmcp · back-end | Ninova MCP is a credential-based Model Context Protocol server for ITU Ninova. It lets MCP-compatible AI clients read your own Ninova courses… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | decor-climcp · back-end | Enables decoration of images and videos with backgrounds, gradients, containers, text, arrows, and more through MCP tools like render_decor and… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | nk3750-jitapimcp · back-end | Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | scribo-mcp-servermcp · back-end | Enables AI agents to create and manage e-invoices through natural language, supporting EU compliance formats like ZUGFeRD and XRechnung, as well as US… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | zernio-mcpmcp · back-end | A Model Context Protocol (MCP) server that gives Claude full access to the Zernio social media management API — 273 tools covering posts, analytics… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | lohithry-divlensmcp · back-end | System diagnostics MCP server providing real-time hardware, performance, storage, and network monitoring. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | javabudd-traidermcp · back-end | Read-only MCP server for financial analysis with market data, macro indicators, SEC filings, and news from pluggable providers. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | jucieovo-ez-computer-ctrlmcp · back-end | Vision-first MCP server for Windows desktop GUI automation using semantic object recognition instead of screen coordinates. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | legado-mcp-servermcp · back-end | Enables interaction with Legado Web API via MCP, allowing AI-assisted debugging and management of book sources, RSS sources, replace rules, books, and… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | goofish-mcp-servermcp · back-end | Enables searching and monitoring of Goofish (闲鱼) items via Playwright automation, providing structured item details and keyword-based monitoring. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | cyberpanel-mcpmcp · back-end | MCP server for CyberPanel that enables AI-driven management of web hosting servers, including websites, databases, email, and more via 200+ tools. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | rechtspraak-mcp-servermcp · back-end | MCP server for searching and analyzing Dutch case law with advanced search, faceted filtering, and citation analysis. | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | w2xi-echartsmcp · back-end | Generates ECharts visualizations as PNG images from JavaScript configuration objects, processing chart dimensions and configurations through… | 7 stars | No one-command install · Source | |
| 4242 | 51.406 | bettyguo-mcp-gatewaymcp · back-end | Converts OpenAPI 3.x specifications into MCP servers with multi-auth support, rate limiting, OpenTelemetry tracing, and destructive endpoint… | 7 stars | No commit datelisted | No one-command install · Source |
| 4242 | 51.406 | bettyguo-overleafmcp · back-end | MCP server for finishing academic LaTeX papers with venue compliance checks, bibliography validation, and latexdiff generation for NeurIPS, ICML… | 7 stars | No commit datelisted | No one-command install · Source |
| 4242 | 51.406 | takereshui-video-extraction-plusmcp · back-end | Extracts text from video platforms and audio files using multiple ASR services including OpenAI Whisper, Bilibili's Bcut ASR, and ByteDance's JianYing… | 7 stars | No commit datelisted | No one-command install · Source |
| 4275 | 51.156 | pubchem-mcp-server-2mcp · back-end | Search PubChem compounds, properties, safety data, bioactivity, and cross-references. | 3,063 installs | No commit datelisted | No one-command install · Source |
| 4276 | 50.994 | cookidoo-mcpmcp · back-end | MCP server for Cookidoo, enabling AI tools to search recipes, manage shopping lists, and retrieve account and subscription information. | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | partymola-fitbit-mcpmcp · back-end | MCP server for the Fitbit Web API. OAuth 2.0 PKCE, local SQLite cache with auto-sync, and trend analysis. Tools for heart rate, activity, exercises… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | io-github-neo4j-labs-neo4j-mcp-canarymcp · back-end | Neo4j MCP Canary is a fast-moving, experimental release of the Neo4j MCP server for customers who want to explore emerging capabilities before they… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | waterloo-learn-mcpmcp · back-end | An MCP server that gives desktop AI apps access to your Waterloo LEARN courses, enabling listing courses, getting announcements, content, grades, and… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | courier-mcp-servermcp · back-end | Enables AI agents to interact with the Courier notification API, allowing them to send messages, manage profiles, debug deliveries, configure lists… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | bybit-mcpmcp · back-end | MCP server for Bybit exchange enabling 246 tools for trading, market data, account management, and more via natural language. | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | dealx-mcp-servermcp · back-end | MCP Server for DealX platform | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | raindex-mcp-servermcp · back-end | AI agents can query, manage, and interact with Raindex onchain orderbook positions via 17 MCP tools. | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | 1000ri-jp-atsuraemcp · back-end | AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | recharge-storefront-api-mcp-servermcp · back-end | A comprehensive Model Context Protocol (MCP) server that provides complete access to the Recharge Storefront API endpoints. Enables AI assistants to… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | microsoft-ads-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for Microsoft Advertising (Bing Ads / DuckDuckGo Ads). This server enables AI assistants to create, manage, and… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | decomp-me-mcpmcp · back-end | This MCP server enables AI assistants to interact with decomp.me for video game decompilation projects, providing tools to fetch scratches, compile… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | lloydzhou-bitablemcp · back-end | Connects to Lark Bitable for SQL-like querying of structured data, enabling table listing, schema inspection, and read operations using Lark API… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | loxone-mcp-servermcp · back-end | Enables natural language control of Loxone smart home systems, including lighting, audio, climate, and environmental monitoring, through… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | peek-travel-mcp-intromcp · back-end | Remote MCP Server for discovering and planning experiences, at home and on vacation | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | bug-breeder-quip-mcpmcp · back-end | A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | kukapay-ethereum-validator-queue-mcpmcp · back-end | An MCP server that tracks Ethereum’s validator activation and exit queues in real time. | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | wooonster-hocr-mcp-servermcp · back-end | A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | richard-zhangxj-sapmcp · back-end | Integrates with SAP systems through RESTful API calls to execute business functions like financial reporting, user management, and custom SQL queries… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | lightfast-mcpmcp · back-end | Production-ready MCP server implementations for creative applications, enabling control of Blender and other tools through the Model Context Protocol. | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | kukapay-dao-proposals-mcpmcp · back-end | An MCP server that aggregates live governance proposals from major DAOs. | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | allora-mcp-servermcp · back-end | Enables AI systems to fetch machine learning inferences and prediction market data from the Allora Network through the Model Context Protocol. | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | marketscope-ai-mcp-servermcp · back-end | Enables AI-powered analysis of healthcare market segments, product comparisons, and sales data insights using natural language processing and… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | kukapay-memecoin-radarmcp · back-end | Integrates with Dune Analytics API to provide real-time Solana memecoin market intelligence including trending tokens, Pump.fun graduates, KOL trading… | 2 stars · 3 forks | No one-command install · Source | |
| 4276 | 50.994 | bsmi021-mistral-codestralmcp · back-end | Integrates with Mistral's code-related APIs to enable code completion, bug fixing, and test generation across multiple programming languages. | 2 stars · 3 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.