Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | 72.094 | geo-mcpmcp · back-end | Enables searching and downloading Gene Expression Omnibus (GEO) data from NCBI, including datasets, series, samples, platforms, and profiles, through… | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | foxit-pdf-apimcp · back-end | Cloud-based PDF processing and manipulation through Foxit's PDF Services API | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | enterprise-threads-mcp-servermcp · back-end | Enables professional Threads management with enterprise-grade analytics, AI-powered content optimization, and automation features, including posting… | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | hexitex-backupmcp · back-end | Provides specialized backup and restoration for code editing tools, creating timestamped snapshots with contextual metadata that preserve both file… | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | unified-diff-mcp-servermcp · back-end | Transforms code diffs into beautiful visual comparisons with support for GitHub Gist sharing and local file output (HTML/PNG). | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | jordandalton-restcsv-mcp-servermcp · back-end | An MCP server for CSV files. | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | jlgrimes-pokemon-tcgmcp · back-end | Enables searching and displaying Pokemon Trading Card Game cards with rich filtering capabilities for name, type, legality, and more through the… | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | fastapi-sse-mcpmcp · back-end | A FastAPI MCP server that uses Server-Sent Events as a transport layer, providing echo functionality through tools, resources, and prompts. | 12 stars · 6 forks | No one-command install · Source | |
| 2001 | 72.094 | bunas-fsmcp · back-end | Enables file system access to read local files with optional API key authentication, providing a simple interface for analyzing and working with file… | 12 stars · 6 forks | No one-command install · Source | |
| 2010 | 72.060 | phantom-secrets-mcp-servermcp · back-end | Enables AI coding tools to securely manage secrets via MCP tools for vault operations, diagnostics, and cloud sync, ensuring real keys never enter the… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | mac-control-mcpmcp · back-end | A native Swift MCP server for full macOS automation, providing 63 tools for controlling windows, browsers, clipboard, screen capture, OCR, input… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | sonaiengine-graph-tool-callmcp · back-end | When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | sonofagl1tch-ulyssesmcp · back-end | Integrates with Ulysses writing application on macOS through x-callback-url API to create sheets, manage groups, insert text, attach notes and… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | reza-esfandiarpoor-themcpcompanymcp · back-end | Research benchmark implementation that transforms REST APIs from enterprise services like GitLab, Plane, RocketChat, ownCloud, and Azure into MCP… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | emmron-gemini-code-analysismcp · back-end | Provides codebase analysis through OpenRouter's API integration, offering code quality assessment, security vulnerability scanning with OWASP Top 10… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | tackana-haoka-apimcp · back-end | Integrates with the Haoka API to provide authenticated access to Haoka's data and services through HTTP requests with environment-based token… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | qckfx-node-debuggermcp · back-end | Provides Node.js debugging capabilities through Chrome DevTools Protocol, enabling breakpoint management, step-through execution, call stack… | 16 stars · 3 forks | No one-command install · Source | |
| 2010 | 72.060 | mermaid-mcp-servermcp · back-end | Provides MCP tools to validate Mermaid diagram syntax, render diagrams to SVG, and get documentation links. | 16 stars · 3 forks | No one-command install · Source | |
| 2019 | 72.056 | filemaker-odata-mcpmcp · back-end | MCP server for FileMaker Server OData 4.01 API integration, enabling AI assistants to discover databases, perform CRUD operations, and manage… | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | google-psemcp · back-end | Integrates with Google Programmable Search Engine to enable web search capabilities with support for pagination, result size, language restrictions… | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | fabric-graphql-mcp-connectormcp · back-end | Enables AI agents to query and mutate data in Microsoft Fabric data warehouse via GraphQL using Model Context Protocol. | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | irahulpandey-mlflowmcp · back-end | Provides a natural language interface to MLflow tracking servers for querying and managing machine learning experiments and models through… | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | sjotie-notionmcp · back-end | Integrates with the Notion API to enable database and page management operations, including listing databases, querying and creating pages, updating… | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | etsy-mcp-servermcp · back-end | An MCP server for interacting with the Etsy API, enabling listing management, shop information, shipping profiles, and image uploads. | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | ycloud-developers-ycloud-whatsapp-mcp-servermcp · back-end | MCP server for WhatsApp Business Platform by YCloud. | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | weather8484mcp · back-end | Integrates with OpenWeatherMap API to provide real-time weather conditions, forecasts, air quality information, historical data, location search, and… | 11 stars · 7 forks | No one-command install · Source | |
| 2019 | 72.056 | rinardnick-terminalmcp · back-end | Provides a secure terminal server for executing whitelisted shell commands with strict resource controls and security boundaries. | 11 stars · 7 forks | No one-command install · Source | |
| 2028 | 72.046 | sd-wan-mcp-servermcp · back-end | Enables monitoring and management of SD-WAN devices through REST API endpoints, with tools for device health, statistics, BFD sessions, and network… | 6 stars · 8 forks | No one-command install · Source | |
| 2028 | 72.046 | privilegemendes-amadeusmcp · back-end | Integrates with Amadeus API to enable flight searches, price analysis, and multi-city trip planning with built-in caching for rate limit handling | 6 stars · 8 forks | No one-command install · Source | |
| 2030 | 71.892 | korean-secondary-learning-map-mcpmcp · back-end | MCP server enabling AI to search and retrieve Korean secondary school (middle/high) 2022 revised curriculum learning graphs, including achievement… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | reddit-rss-mcpmcp · back-end | A dependency-free MCP server that reads Reddit through its RSS feeds, enabling search, browsing subreddits, and reading post comments without any API… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | karashiiro-my-cool-proxymcp · back-endalso listed as my-cool-proxy | Gateway that minimizes context usage by wrapping multiple servers with progressive Lua-driven tool discovery. | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | obsidian-mcp-server-4mcp · back-end | Connects Claude.ai to your local Obsidian vault for full CRUD access, search, and daily note creation via the Model Context Protocol. | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | vaultforgemcp · back-end | An MCP server for Obsidian that enables canvas creation with auto-layout, BM25-ranked search, vault theme mapping, and 27 tools for managing notes… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | algorithmaide-mcpmcp · back-end | An MCP server for real-device Android reversing workflows, wrapping AlgorithmAide config writes, AppSwitch/logList sync, LSPosed scope sync, Frida… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | j-quants-doc-mcpmcp · back-end | Enables searching J-Quants API endpoints, retrieving detailed documentation, generating executable sample code, and answering FAQs via MCP clients… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | griffin-mcp-servermcp · back-end | Enables AI agents to interact with the Griffin API for banking operations like opening accounts, creating payments, and managing legal persons. | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | rersozlu-tgo-yemekmcp · back-end | Integrates with TGO Yemek Turkish food delivery service to enable complete ordering workflows including address management, restaurant browsing, menu… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | mcp-server-ladybugmcp · back-end | Enables AI Assistants and IDEs to interact with LadybugDB graph databases using Cypher queries. | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | ai-sdk-5-migration-mcp-servermcp · back-end | Helps migrate projects from AI SDK 4.x to 5.0 by generating a migration checklist and searching the official migration guide for code and data… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | n8n-mcp-server-custommcp · back-end | Custom MCP server for n8n automation, providing 27 tools to manage workflows, executions, credentials, variables, and more via the n8n REST API… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | tommertron-anyboxmcp · back-end | Bridges Anybox bookmark manager's HTTP API to enable searching bookmarks by keyword, tag, folder, or starred status, retrieving organizational… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | palo-alto-networks-mcp-servermcp · back-end | Enables MCP clients to interact with Palo Alto Networks firewalls and Panorama, providing tools to retrieve address objects, security zones, policies… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | vlc-mcp-servermcp · back-end | An MCP server to control VLC media player, allowing remote playback and control of videos via any MCP client. | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | google-earth-engine-mcp-servermcp · back-end | MCP server for interacting with Google Earth Engine, enabling geospatial analysis such as dataset visualization, statistics computation, and search… | 14 stars · 4 forks | No one-command install · Source | |
| 2030 | 71.892 | bitte-protocolmcp · back-end | Connects AI assistants to the Bitte AI ecosystem, enabling discovery and execution of specialized agents and tools from the Bitte registry through… | 14 stars · 4 forks | No one-command install · Source | |
| 2048 | 71.884 | vibe-debugmcp · back-end | Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting… | 27 stars · 1 fork | No one-command install · Source | |
| 2049 | 71.864 | opencage-geocoding-mcpmcp · back-end | Provides forward and reverse geocoding using the OpenCage API, enabling conversion between addresses and geographic coordinates. | 19 stars · 2 forks | No one-command install · Source | |
| 2049 | 71.864 | joeseesun-seedreammcp · back-end | Integrates with Volcengine's Seedream 4.0 API for text-to-image generation, image-to-image transformation, multi-image fusion, and sequential… | 19 stars · 2 forks | No one-command install · Source | |
| 2051 | 71.774 | takleb3rry-zitadel-mcpmcp · back-end | MCP server for Zitadel identity management — manage users, projects, OIDC apps, roles, and service accounts through natural language. | 10 stars · 7 forks | No one-command install · Source | |
| 2051 | 71.774 | stackhawkmcp · back-endalso listed as stackhawk-mcp-server | Dynamic application security testing and API security scanning platform integration | 10 stars · 7 forks | No one-command install · Source | |
| 2051 | 71.774 | rossshannon-openweathermapmcp · back-end | Integrates with OpenWeatherMap API to provide global weather forecasts and current conditions for location-specific planning and alerts. | 10 stars · 7 forks | No one-command install · Source | |
| 2051 | 71.774 | fabric-workspace-reader-mcpmcp · back-end | MCP server for exploring Microsoft Fabric and Power BI workspaces. It provides tools to list workspaces and get detailed contents of a workspace. | 10 stars · 7 forks | No one-command install · Source | |
| 2051 | 71.774 | alxspiker-windows-command-linemcp · back-end | This server creates a secure bridge between Claude and your computer's command-line functionality. | 10 stars · 7 forks | No one-command install · Source | |
| 2051 | 71.774 | rgbkrk-minecraft-rconmcp · back-end | Integrates with Minecraft servers via RCON to enable administration, world manipulation, and player management. | 10 stars · 7 forks | No one-command install · Source | |
| 2051 | 71.774 | jwaldor-api-connectmcp · back-end | Integrates any REST API by dynamically connecting to APIs using provided documentation and keys, enabling rapid prototyping of applications with… | 10 stars · 7 forks | No one-command install · Source | |
| 2059 | 71.746 | google-newsmcp · back-end | Search Google News for current and recent articles. No API key required. Data via SerpAPI; Smithery is not affiliated with Google. | 6,379 installs | No commit datelisted | No one-command install · Source |
| 2060 | 71.577 | amdbmcp · back-end | Turn your codebase into AI context — entirely on your machine. Single-binary MCP server with AST parsing, call graph, and local embeddings. | 26 stars · 1 fork | No one-command install · Source | |
| 2061 | 71.437 | runalyze-mcp-servermcp · back-end | Enables AI assistants to access and analyze health metrics from Runalyze, including HRV, sleep, resting heart rate, and activities, through the Model… | 9 stars · 7 forks | No one-command install · Source | |
| 2061 | 71.437 | sf-tennis-court-booking-via-cloudflare-mcp-servermcp · back-end | Automates tennis court bookings on San Francisco Recreation websites using browser automation, with tools to check availability, initiate booking with… | 9 stars · 7 forks | No one-command install · Source | |
| 2061 | 71.437 | kukapay-wallet-inspectormcp · back-end | Integrates with Dune Analytics' SIM API to analyze blockchain wallet balances, transaction history, and activity across EVM chains and Solana… | 9 stars · 7 forks | No one-command install · Source | |
| 2061 | 71.437 | freshrss-mcp-servermcp · back-end | Enables AI assistants to interact with FreshRSS feeds via the Fever API, allowing listing feeds, fetching unread items, marking items as read/unread… | 9 stars · 7 forks | No one-command install · Source | |
| 2061 | 71.437 | amplitude-mcp-servermcp · back-end | Enables AI assistants to query and segment event data from Amplitude Analytics via the MCP protocol. | 9 stars · 7 forks | No one-command install · Source | |
| 2061 | 71.437 | xbluecode-alpha-vantage-financial-datamcp · back-end | Integrates with Alpha Vantage API to provide stock quotes and historical data for financial analysis and market research tasks. | 9 stars · 7 forks | No one-command install · Source | |
| 2061 | 71.437 | garoth-dallemcp · back-end | Enables image generation capabilities using OpenAI's DALL-E API with support for creating, editing, and varying images through flexible configuration… | 9 stars · 7 forks | No one-command install · Source | |
| 2068 | 71.394 | samsung-health-mcpmcp · back-end | Read your Samsung Health CSV/ZIP exports — activity, sleep, heart, stress — locally. It is a local-first MCP server that keeps your tokens on your… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | keepa-adaptermcp · back-end | MCP server for Amazon product monitoring via the Keepa API, providing 18 tools for prices, BSR trends, buy box changes, variation families, sales… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | bauplan-mcp-servermcp · back-end | Enables AI assistants to interact with Bauplan lakehouse operations, including querying tables, schema inspection, branch management, and pipeline… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | mcp-printmcp · back-end | Provides comprehensive print production and color management tools (Pantone lookup, CMYK/RGB conversion, ink estimation, preflight checks, etc.) that… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | gh-x-t-e-r-zotero-neomcp · back-end | A Zotero plugin that embeds an MCP server, giving AI assistants read/write access to Zotero reference libraries via six unified tools. | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | checkra1neth-xbirdmcp · back-end | Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | pinchtab-mcp-wrappermcp · back-end | MCP server that exposes the Pinchtab browser API for token-efficient web scraping, change detection, and automated testing workflows. | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | rlm-mcp-server-2mcp · back-end | Enables any LLM to process arbitrarily long contexts through recursive decomposition, without requiring external LLM APIs. | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | opencode-personal-knowledgemcp · back-end | A personal knowledge MCP server with vector database for the Opencode ecosystem. It enables semantic search, tag organization, and session memory… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | israeli-land-authoritymcp · back-end | Integrates with Israeli Land Authority's public API to provide real estate developers, legal professionals, and government contractors with… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | django-firebase-mcpmcp · back-end | Enables AI agents to interact with Firebase services including Authentication, Firestore Database, and Cloud Storage through a standardized MCP… | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | maratsarbasov-flightsmcp · back-end | Provides flight search capabilities using the Aviasales Flight Search API | 15 stars · 3 forks | No one-command install · Source | |
| 2068 | 71.394 | apple-calendarsmcp · back-end | Provides a TypeScript-based server for reading, creating, updating, and deleting macOS calendar events through a local HTTP bridge, enabling seamless… | 15 stars · 3 forks | No one-command install · Source | |
| 2081 | 71.363 | cameronrye-gopher-mcpmcp · back-endalso listed as gopher-gemini-mcp-server | Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and… | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | consolespymcp · back-end | Captures browser console logs and makes them available in an IDE through a server, browser extension, and web interface for seamless integration into… | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | onlyflows-servicenow-mcpmcp · back-end | The most comprehensive ServiceNow MCP server. 17 tools for full CRUD, CMDB graph traversal, background scripts, ATF testing, and more. | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | whatsapp-mcp-server-2mcp · back-end | Connects WhatsApp group chats to Claude, enabling reading, searching, exporting, replying, and AI-powered intelligence processing of conversations. | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | grovemcp · back-end | Provides direct access to blockchain data across 100+ networks through Grove's public RPC infrastructure, enabling natural language queries and… | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | wow-api-mcpmcp · back-end | MCP server that exposes structured World of Warcraft API data (functions, deprecated replacements, enums, events, widget methods) to AI agents… | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | tosin2013-codebase-insightmcp · back-end | Provides deep code analysis capabilities for software repositories, enabling pattern detection, architecture understanding, and knowledge management… | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | monadical-zulipmcp · back-end | Integrates with Zulip workspaces to enable messaging, channel management, and conversation tracking through a flexible server that runs via npx or… | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | yii2-mcp-servermcp · back-end | Enables database schema inspection, Yii2 console command execution, and project management tools for Yii2 framework via Claude Code. | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | sfcc-mcp-servermcp · back-end | A Model Context Protocol server for interacting with Salesforce Commerce Cloud (SFCC) APIs. | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | mcp-brasil-apimcp · back-end | Enables LLMs to query Brazilian public data such as CEP, CNPJ, DDD, exchange rates, banks, and holidays via the Model Context Protocol. | 12 stars · 5 forks | No one-command install · Source | |
| 2081 | 71.363 | mcp-gsuite-enhancedmcp · back-end | Comprehensive MCP server for Google Workspace with complete Gmail API coverage (27 tools) and Google Calendar integration with automatic Google Meet… | 12 stars · 5 forks | No one-command install · Source | |
| 2094 | 71.333 | kiasumilesmcp · back-end | MCP server that recommends the best credit card for miles based on your card stack and the merchant, helping you maximize miles at checkout. | 18 stars · 2 forks | No one-command install · Source | |
| 2094 | 71.333 | this-needs-a-callmcp · back-end | Self-host a realtime voice-call companion for coding agents. Exposes an MCP endpoint that agents can poll as an alternate input stream. | 18 stars · 2 forks | No one-command install · Source | |
| 2094 | 71.333 | doctrinemcp · back-end | MCP server exposing 33 software engineering skills grounded in named primary standards, covering the development lifecycle from TDD and code review to… | 18 stars · 2 forks | No one-command install · Source | |
| 2094 | 71.333 | wearzdk-seedream-imagemcp · back-end | Seedream image generation API integration for AI-powered visual content creation | 18 stars · 2 forks | No one-command install · Source | |
| 2094 | 71.333 | andradehenrique-dokploymcp · back-end | Integrates with Dokploy platform API for creating, updating, duplicating, and removing deployment projects, enabling teams to automate deployment… | 18 stars · 2 forks | No one-command install · Source | |
| 2094 | 71.333 | iamwavecut-thinkmcp · back-end | Go-based server that provides LLMs with tools to record, retrieve, and analyze their reasoning processes during complex problem-solving tasks… | 18 stars · 2 forks | No one-command install · Source | |
| 2100 | 71.294 | louistrue-ifcxmcp · back-end | MCP server for creating and editing IFC5/IFCX building information models through natural language. | 25 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.