Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | 66.528 | nanameru-substackmcp · back-end | Manages Substack publications programmatically, enabling post creation, editing, image uploads, scheduling, and publishing via Substack's internal… | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | scvcoder-korean-law-aliomcp · back-end | MCP server for searching Korean laws, administrative rules, and public institution regulations via ALIO. | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | kronan-mcpmcp · back-endalso listed as sandsower-kronan | MCP server for the Krónan grocery store API, enabling product search, shopping notes management, checkout, and order tracking. | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | npcnpc09-remotexmcp · back-end | SSH fleet management server enabling remote command execution, file transfers, and multi-host orchestration across distributed infrastructure. | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | rulesmithmcp · back-end | Provides a CLI and MCP server for scanning repositories to generate evidence-backed, project-specific instruction files for AI coding assistants… | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | folathecoder-adzuna-job-searchmcp · back-end | Search jobs, analyze salaries, and research employers across 12 countries via the Adzuna API. | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | shuntaka9576-calendar-to-promptmcp · back-end | Integrates with calendar APIs to fetch event data and generate context-aware prompts, enabling automated scheduling assistance and task management. | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | serverless-mcp-servers-cdkmcp · back-end | Deploys a stateless MCP server on AWS Lambda and API Gateway using CDK, supporting Express.js or Hono implementations with bearer token authentication… | 15 stars · 1 fork | No one-command install · Source | |
| 2601 | 66.528 | vibe-model-context-protocol-server-vmcpsmcp · back-end | A Python-based server for managing and analyzing code context for AI-assisted development. Provides real-time code analysis, project structure… | 15 stars · 1 fork | No one-command install · Source | |
| 2611 | 66.258 | martinlippert-spring-io-apimcp · back-end | Integrates with Spring's API to provide release information and support timelines for Spring projects, enabling dependency management and upgrade… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | heroku-mcp-code-execution-pythonmcp · back-end | An MCP server for securely executing Python code, supporting STDIO, Streamable HTTP, and SSE transports, with easy deployment on Heroku. | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | pmxtmcp · back-endalso listed as pmxt-mcp | Unified prediction market API covering Polymarket, Kalshi, Limitless, and other exchanges for market queries and trading. | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | mshaaban0-contentful-deliverymcp · back-end | Integrates with Contentful's Delivery API to enable querying and retrieving structured content using keywords or sentences, facilitating… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | mistral-ocr-mcp-server-2mcp · back-end | Extracts text content from PDFs and images using Mistral's OCR API, enabling OCR capabilities in MCP-compatible clients like Cursor and Claude… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | fortimanager-code-mode-mcpmcp · back-end | Enables AI agents to interact with Fortinet FortiManager through a minimal MCP interface using sandboxed JavaScript for querying the API spec and… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | pdogra1299-jiramcp · back-end | Integrates with Jira Cloud REST API v3 to enable issue creation, updates, searching with JQL, comment management, workflow transitions, user lookup… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | fofa-mcp-servermcp · back-end | MCP server for querying the FOFA API, enabling network asset search and account information retrieval. | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | pipedrive-mcpmcp · back-end | MCP server for Pipedrive CRM providing 88 tools for full CRUD on deals, persons, organizations, activities, and more, with custom field resolution and… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | shopsavvy-data-api-mcp-servermcp · back-endalso listed as shopsavvy-shopsavvy-mcp-server | Provides AI assistants with access to ShopSavvy's comprehensive product data, pricing information, and historical price tracking, enabling product… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | pinkpixel-npm-helpermcp · back-end | Provides specialized tools for searching npm packages, fetching documentation, checking outdated dependencies, and safely upgrading Node.js packages… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | gupta-kush-spotify-mcpmcp · back-end | 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | mcp-fathom-servermcp · back-end | Enables Claude to search and retrieve meeting information from Fathom AI through natural language queries. | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | unofficial-clinical-trials-mcp-servermcp · back-end | Provides access to the ClinicalTrials.gov API, enabling search, analysis, and retrieval of clinical trial data through MCP tools. | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | dmontgomery40-faxbotmcp · back-end | Provides T.38 fax transmission capabilities through cloud (Phaxio) and on-premises (Asterisk SIP) backends, enabling document sending, status… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | gemini-code-assist-mcpmcp · back-end | An MCP server that integrates Google Gemini CLI with Claude Code for AI-powered development assistance, enabling code review, bug analysis, feature… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | avisekrath-zulipmcp · back-end | Integrates with Zulip's REST API to send messages, manage conversations, handle files, schedule messages, and interact with users across organizations… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | brianxiadong-ones-wiki-mcp-servermcp · back-end | /🏠 - A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format. | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | alimo7amed93-webhook-tester-mcpmcp · back-end | A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude. | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | raoulbia-intercom-support-ticketsmcp · back-end | Integrates with Intercom's API to retrieve, filter, and analyze customer support tickets by date range, keywords, and status for efficient support… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | canva-api-mcp-servermcp · back-end | A comprehensive Model Context Protocol (MCP) server for interacting with Canva's API. It enables managing designs, brands, assets, and users through… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | teddylee777-documentation-markdown-convertermcp · back-end | Provides AI assistants with access to documentation through a configurable server that converts HTML to Markdown and enables auditing of tool calls… | 8 stars · 5 forks | No one-command install · Source | |
| 2611 | 66.258 | rmasters-openapimcp · back-end | Dynamically generates tools from OpenAPI specifications, enabling seamless interaction with a wide range of RESTful APIs for flexible service… | 8 stars · 5 forks | No one-command install · Source | |
| 2636 | 66.172 | uniarticles-mcp-servermcp · back-end | Unifies academic literature retrieval from multiple sources like Scopus, ArXiv, PubMed, and Google Scholar into a single standardized API for LLM… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | wisp-ai-assistant-mcp-servermcp · back-end | Wisp AI Assistant MCP Server is a local MCP server that gives trusted AI clients read-only desktop context through Wisp: selected text, clipboard… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | free-ai-gateway-mcp-servermcp · back-end | Exposes free-tier AI APIs as MCP tools for AI agents, enabling text generation, web search, embeddings, and vision analysis with automatic failover… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | w1ne-darktablemcp · back-end | MCP server for darktable photo editing with library management, camera import, vision-based rating, and image export tools. | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | mormubis-projectionlabmcp · back-endalso listed as projectionlab-mcp | Exports, snapshots, and restores financial plans from ProjectionLab with a built-in FIRE advisor knowledge base for AI-assisted retirement planning. | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | homekb-mcp-servermcp · back-end | Enables natural language interaction with a personal knowledge base stored locally on your computer, supporting semantic search, note reading, and… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | kradyy-wordpress-abilities-extendedmcp · back-end | WordPress plugin providing comprehensive MCP abilities for content management, Gutenberg patterns, user administration, plugin control, media… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | theyahia-tildamcp · back-endalso listed as tilda-mcp-server | Integrates with Tilda website builder API for project, page, and content management. | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | frigate-mcp-servermcp · back-end | A Model Context Protocol server that enables AI assistants to control and query Frigate NVR via natural language, providing 59 tools for system… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | xiaomi-device-controlmcp · back-end | MCP server for controlling Xiaomi/Mi Home smart devices via natural language, supporting device listing, property read/write, action calls, and camera… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | 3dp-mcp-servermcp · back-end | Enables Claude to create 3D-printable CAD models using build123d, with tools for modeling, modification, analysis, and publishing to platforms like… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | cogniomcp · back-end | Persistent semantic memory server for AI assistants via MCP, enabling long-term context retention and semantic search across conversations. | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | esjavadex-ree-spain-electricitymcp · back-end | Integrates with Spain's electricity system through REE API to provide real-time and historical electricity data including demand, generation by… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | mcp-ocr-servermcp · back-end | High-performance OCR server using native Tesseract (C++) for text extraction from images, integrable with ChatGPT Desktop and other MCP clients. | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | kali-linux-mcp-servermcp · back-end | Provides Claude Desktop with access to Kali Linux penetration testing tools via a privileged Docker container, enabling network scanning (nmap), web… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | kaspa-mcp-servermcp · back-end | Model Context Protocol server for Kaspa operations using WASM SDK. Enables LLMs to interact with the Kaspa network through standardized MCP tools. | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | yango-tech-b2bmcp · back-end | Integrates with Yango Tech's B2B API for retail operations, enabling access to order details, product information, and stock data for automated… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | douglarek-unsplashmcp · back-end | Integrates with Unsplash's image search API to enable keyword-based photo discovery with filtering by pagination, sorting, color, and orientation… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | maxcompute-mcp-servermcp · back-end | MCP server for MaxCompute, enabling table listing, schema inspection, partition lookups, and SELECT queries via natural language. | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | leoncuhk-yahoo-financemcp · back-end | Provides real-time financial data and visualization tools through Yahoo Finance API for stock prices, company information, and market analysis with… | 11 stars · 2 forks | No one-command install · Source | |
| 2636 | 66.172 | sokratisvidros-clerk-authenticationmcp · back-end | Integrates with Clerk authentication to enable secure interactions with protected API routes and server actions for AI-driven operations. | 11 stars · 2 forks | No one-command install · Source | |
| 2659 | 66.041 | docguardmcp · back-end | DocGuard, an official, zero-dependency Node.js MCP server (npm: docguard-cli, docguard mcp) exposing 5 read-only doc-governance tools: guard, score… | 27 stars | No one-command install · Source | |
| 2660 | 66.032 | bing-ads-mcp-servermcp · back-endalso listed as mharnett-bing-ads | Production-grade MCP server for Microsoft Advertising (Bing Ads) API. Enables Claude to manage Bing/Microsoft Ads accounts with full campaign, ad… | 4 stars · 6 forks | No one-command install · Source | |
| 2660 | 66.032 | molecare-mcp-servermcp · back-end | Enables MCP clients to query educational dermatology knowledge, access optional MoleCare mole-tracking and analysis tools, and explore MLOps and… | 4 stars · 6 forks | No one-command install · Source | |
| 2660 | 66.032 | hell-admin-mcp-servermcp · back-end | Enables AI assistants to create and manage Hellō applications with full developer context, supporting app creation, updates, secret generation, and… | 4 stars · 6 forks | No one-command install · Source | |
| 2660 | 66.032 | willys-mcp-servermcp · back-end | An MCP server for Sweden's largest grocery chain Willys. Enables controlling your shopping cart, browsing orders, searching products, and getting… | 4 stars · 6 forks | No one-command install · Source | |
| 2665 | 66.014 | mcp-repomcp · back-end | Enables teams to build custom MCP servers with AI agents, supporting tool definition and Gemini API integration. | 13 forks | No one-command install · Source | |
| 2666 | 65.784 | linkedin-api-mcpmcp · back-end | Provides LinkedIn automation via a real browser session using your own cookie, enabling profile, company, job, and post search and reading, plus… | 2 stars · 7 forks | No one-command install · Source | |
| 2666 | 65.784 | rust-research-mcpmcp · back-end | An MCP server for academic research that enables paper search across 14 sources, PDF download with multi-provider fallback, metadata extraction, and… | 2 stars · 7 forks | No one-command install · Source | |
| 2666 | 65.784 | swonixs-weatherapimcp · back-end | Provides current weather and air quality data for any city through WeatherAPI.com, requiring only an API key for temperature, humidity, wind speed… | 2 stars · 7 forks | No one-command install · Source | |
| 2669 | 65.698 | octenmcp · back-end | Converts URLs into clean, LLM-ready markdown using Octen's Extract API with batch processing and query-focused highlights. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | sidclawhq-sidclawmcp · back-end | Provides access to the SidClaw platform APIs for AI-driven workflows. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | planet-mcpmcp · back-end | Enables AI agents to interact with the Planet API for satellite imagery ordering, subscriptions, and data management through natural language. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | northwestern-digital-collectionsmcp · back-end | Access Northwestern University Libraries' digital collections API for rich archival metadata and search. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | godmodeai2025-apple-datamcp · back-end | Native macOS MCP server for read-only access to Apple platform data including mail, calendar, contacts, and notes. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | proxmoxmcp-plusmcp · back-end | Enables comprehensive management of Proxmox virtualization environments, including VM and container lifecycle, snapshots, backups, monitoring, and… | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | minecode-mcpmcp · back-end | MineCode is a local MCP server that provides AI assistants with real-time access to Minecraft data, documentation, datapack generators, and logs… | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | agent-cortexmcp · back-end | An OpenAPI-driven MCP agent hub that dynamically generates MCP tools from Swagger/OpenAPI specs, enabling conversational interaction with backend APIs… | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | hoangnecon-golabmcp · back-end | Native Go MCP server for controlling and interacting with Google Colab notebooks from AI coding tools. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | crabeye-bridgemcp · back-endalso listed as crabeye-mcp-bridge | Bridges multiple upstream MCP servers behind a unified tool discovery and execution interface. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | lizhipay-local-desktopmcp · back-end | A cross-platform Tauri desktop application that runs a local MCP Streamable HTTP service at 127.0.0.1:8765 for coding tools to invoke… | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | logos-flux-mnemomcp · back-end | Provides extended memory for large codebases, documentation sites, and web content through Gemini's context caching API, enabling efficient loading… | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | openfda-fastmcp-servermcp · back-endalso listed as suyashekhande-openfda-semantic | Enables AI agents to query and analyze FDA adverse events, drug labels, medical device clearances, and other public health datasets through natural… | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | mcp-tienda-nubemcp · back-end | MCP server that exposes all 111 endpoints of the Tienda Nube API as tools for Cursor (or other MCP clients) to code directly with the API. | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | threat-zonemcp · back-end | Integrates with the Threat.Zone API to provide malware analysis capabilities including static analysis, dynamic sandbox execution across multiple… | 14 stars · 1 fork | No one-command install · Source | |
| 2669 | 65.698 | email-mcp-servermcp · back-end | Enables email integration via IMAP and SMTP, allowing model assistants to read, send, search emails, and list folders. | 14 stars · 1 fork | No one-command install · Source | |
| 2687 | 65.543 | at-protocol-mcp-servermcp · back-end | Enables LLMs to interact with the AT Protocol ecosystem, including Bluesky, through natural language. Supports public data access without… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | elgato-mcp-servermcp · back-end | Bridges AI assistants with Elgato apps via IPC, enabling dynamic tool discovery and notification forwarding. | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | mcp-server-for-vmanomalymcp · back-end | MCP server that integrates with VictoriaMetrics vmanomaly API to enable AI-assisted anomaly detection, model management, and configuration generation. | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | renforge-mcpmcp · back-end | An MCP server for Ren'Py project tooling that enables AI agents to inspect game state, evaluate expressions, read/write variables, and capture… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | mcp-seipromcp · back-end | MCP Server do SEI Pro para o SEI (Sistema Eletrônico de Informações) via API REST mod-wssei v2 + scraper do frontend web (modo híbrido). | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | bulatko-vkmcp · back-end | Integrates with VK (VKontakte) social network API for reading user profiles, wall posts, groups, friends, newsfeeds, and photos, plus creating posts… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | code-review-mcp-servermcp · back-end | Enables automated code review and GitHub PR commenting through MCP integration. | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | weixin-mcpmcp · back-end | Enables AI assistants to send and receive WeChat messages through the official ClawBot API, supporting text, images, files, and videos. | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | airbrowsermcp · back-end | Open-source browser automation API with anti-detection for AI agents, web scraping, and automation, providing undetectable Chrome via MCP and REST API… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | abrp-mcpmcp · back-end | An unofficial MCP server for A Better Routeplanner that enables EV route planning with charging stops, charger search, vehicle models, and live… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | lee-s-dev-youtube-researchmcp · back-end | Provides AI assistants with access to YouTube video transcripts, comments, channel analysis, and search with local caching to minimize API quota… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | 1c-mcp-server-ownmcp · back-end | Enables AI agents to interact with 1C:Enterprise databases through natural language, providing metadata retrieval, configuration analysis, and code… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | interview-mcp-servermcp · back-end | Intelligent interview assistant that parses resumes, generates interview questions, records conversations, and produces evaluation reports for… | 9 stars · 3 forks | No one-command install · Source | |
| 2687 | 65.543 | fastmcp-gsuitemcp · back-end | MCP server for interacting with Google Gmail and Calendar via natural language, supporting multiple accounts. | 9 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.