Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | 64.619 | gradusnikov-pubmed-searchmcp · back-end | Integrates with PubMed database via NCBI E-utilities API to search and retrieve academic papers, including titles, authors, journals, abstracts, and… | 6 stars · 5 forks | No one-command install · Source | |
| 2801 | 64.619 | ctvidic-stravamcp · back-end | Integrates with the Strava API to enable access to fitness tracking data and activity information for analyzing workout patterns and athletic… | 6 stars · 5 forks | No one-command install · Source | |
| 2801 | 64.619 | lark-mcp-servermcp · back-end | Enables AI models to send messages to Lark users and manage calendar events (list, create, add attendees) through the Model Context Protocol. | 6 stars · 5 forks | No one-command install · Source | |
| 2804 | 64.294 | avalanche-mcp-servermcp · back-end | Enables AI agents and IDEs to search official Avalanche documentation, query live C-Chain/P-Chain/X-Chain and Data API data, and follow guided… | 22 stars | No one-command install · Source | |
| 2804 | 64.294 | rudycanshootmcp · back-end | An MCP server that enables AI assistants to capture and view screenshots, supporting multiple AI tools and platforms. | 22 stars | No one-command install · Source | |
| 2806 | 64.217 | blockscout-mcp-servermcp · back-end | Provide AI agents and automation tools with contextual access to blockchain data including balances, tokens, NFTs, and contract metadata. Enable… | 5,138 installs | No commit datelisted | No one-command install · Source |
| 2807 | 64.192 | apk-security-guard-mcp-suitemcp · back-end | Integrates multiple Android APK security analysis tools into MCP standard APIs for automated static and dynamic analysis and vulnerability detection. | 11 forks | No one-command install · Source | |
| 2808 | 64.134 | codex-videomcp · back-end | MCP server for evidence-aware video research, providing tools to analyze local videos, inspect specific time windows, and analyze Bilibili videos with… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | mathlasmcp · back-end | Airtight math tools an AI uses over MCP — 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | aginxbrowsermcp · back-end | Server-side browser engine for agents. | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | proxmox-mcp-servermcp · back-end | Enables interaction with Proxmox VE for managing VMs, containers, storage, and cluster resources via natural language through the Model Context… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | astrea-aurummcp · back-end | MCP server for read-only queries and reports from the Astrea (Aurum) legal software. Enables retrieving case information by client, new cases per… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | astravue-mcp-servermcp · back-end | A cloud-based MCP server that enables AI tools to manage workspaces, projects, tasks, time tracking, and custom fields in Astravue through natural… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | mcplexmcp · back-end | Semantic tool-routing gateway for MCP servers that cuts 70-90% of context tokens, with RBAC, API-key auth, response caching, hot-reload config, and a… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | crmymcp · back-end | Provides AI agents with operational customer context, including typed revenue objects, persistent state, scoped tools, and human-in-the-loop handoffs… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | damai-mcpmcp · back-end | MCP server enabling AI to control Android devices via ADB for automated ticket grabbing from Damai, Maoyan, and Fliggy. | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | boar-blockchain-mcp-advancedmcp · back-endalso listed as boar-blockchain-mcp-advanced-2, boar-blockchain-mcp-basic | Free, keyless MCP server with 50 read-only blockchain tools for Bitcoin, Ethereum, and Mezo. No installation, no API key required - just add the URL… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | alxpark-propresentermcp · back-endalso listed as propresenter-mcp | Provides complete control over ProPresenter 7 presentations, covering 231 API endpoints across 27 functional groups including slides, audio, timers… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | inboxapi-climcp · back-end | Provides an AI agent with its own email address to send, receive, and manage emails via MCP. No email server setup required. | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | prediction-markets-mcp-servermcp · back-end | Unified access to prediction market data from Kalshi and Polymarket, enabling natural language queries for real-time odds, orderbooks, and trade… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | minecraft-mcpmcp · back-end | A set of MCP servers that allow AI assistants to control a Minecraft server and client, including running commands, managing plugins, taking… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | smartmcpmcp · back-end | Intelligent MCP proxy server that reduces context bloat by serving only the tools your AI actually needs through semantic search and a fixed two-tool… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | mermaid-live-mcpmcp · back-end | MCP server that generates Mermaid diagrams with live browser preview, supports real-time rendering and SVG/PNG export. | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | mrostamii-rancher-mcp-servermcp · back-end | /🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | robot-mcp-servermcp · back-end | A robot-control MCP server enabling LLMs to control Unitree robots and DJI Tello drones with mock and hardware backends, built-in routines, and… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | era5-mcp-servermcp · back-end | Enables natural language access to ERA5 climate data from the Copernicus Climate Data Store. Supports downloading monthly means and inspecting NetCDF… | 12 stars · 1 fork | No one-command install · Source | |
| 2808 | 64.134 | mcp-review-code-toolmcp · back-end | MCP server for code review using OpenRouter API. Supports local code review via MCP or web interface. | 12 stars · 1 fork | No one-command install · Source | |
| 2831 | 64.127 | 12306-ticket-search-servermcp · back-end | Provide a simple API interface to search and filter 12306 train tickets, including direct, transfer, and stopover queries. Enable large language… | 3,769 installs | No commit datelisted | No one-command install · Source |
| 2832 | 63.952 | node-red-mcpmcp · back-end | A Model Context Protocol server for Node-RED integration, enabling AI agents to manage flows, install modules, and monitor Node-RED instances via… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | zendesk-mcp-servermcp · back-end | Enables AI-powered ticket analysis and comprehensive Zendesk API integration via the Model Context Protocol, supporting both API token (CLI) and OAuth… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | t212-mcp-servermcp · back-end | Provides read-only access to Trading 212 accounts, enabling AI assistants to retrieve portfolio positions, account summaries, instrument data, and… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | s3-mcp-servermcp · back-end | This server enables interaction with Amazon S3 buckets for listing and retrieving objects, with efficient streaming for large files like PDFs, through… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | zephyr-scale-mcp-servermcp · back-end | An MCP server for Zephyr Scale test management supporting Jira Cloud and Data Center. It enables creating, reading, and managing test cases and test… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | gmail-mcp-multimcp · back-end | A Gmail MCP server with native multi-account support, enabling management of multiple Gmail accounts from a single server instance. | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | azure-samples-weathermcp · back-end | Integrates with the National Weather Service API to provide active weather alerts for US states and detailed forecasts for specific coordinates using… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | public-ai-mcp-servermcp · back-end | Enables AI assistants to access community-maintained information and real-time services like transit, parking, and crisis hotlines through wiki tools… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | buildium-mcp-servermcp · back-end | Enables interaction with Buildium property management software through natural language, supporting operations on associations, leases, rentals… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | psx-mcp-servermcp · back-end | Provides 12 tools to scrape and access Pakistan Stock Exchange market data, including current prices, historical data, intraday, sector search, and… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | crunchloop-teamtailormcp · back-end | Enables AI to interact with the Teamtailor recruitment platform for candidate discovery, filtering, and detailed information retrieval through… | 5 stars · 5 forks | No one-command install · Source | |
| 2832 | 63.952 | mqttx-sse-servermcp · back-end | Enables MQTT broker operations like connect, subscribe, and publish through MCP over SSE transport. | 5 stars · 5 forks | No one-command install · Source | |
| 2844 | 63.945 | malaysia-open-data-mcp-servermcp · back-end | This MCP server provides seamless access to Malaysia's government open data, including datasets, weather forecasts, and public transportation… | 5,119 installs | No commit datelisted | No one-command install · Source |
| 2845 | 63.942 | mcdk-mcp-tracymcp · back-end | An MCP server that captures and analyzes function-level profiling data from NetEase Minecraft Bedrock Edition mods via the native Tracy profiler… | 21 stars | No one-command install · Source | |
| 2846 | 63.896 | new-relic-mcp-servermcp · back-end | Enables natural language access to New Relic for monitoring, querying, and managing dashboards, entities, alerts, and deployments via the Model… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | sevallamcp · back-end | Full PaaS hosting API access for managing applications, databases, and deployments. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | jbrandtmse-iris-suitemcp · back-end | Suite of five specialized servers for InterSystems IRIS covering development, administration, interoperability, operations, and data analytics with 87… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | orderly-networkmcp · back-end | Provides documentation, SDK patterns, smart contract addresses, and API specifications for Orderly Network's omnichain perpetual futures trading… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | habitify-mcp-servermcp · back-end | Enables AI assistants to manage Habitify habits, journals, moods, and notes through the Habitify API, with tools for adding, deleting, and retrieving… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | cendoj-mcp-servermcp · back-end | Enables users to search Spanish judicial rulings and extract text from resolutions using natural language queries. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | tomba-io-mcp-servermcp · back-endalso listed as tomba-io-tomba-mcp-server | Integrates with the Tomba.io API to provide email discovery, verification, enrichment, phone lookup, and company research capabilities through… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | ethanqc-feishumcp · back-end | MCP server integrating with Feishu (Lark) for user management and collaboration workflows. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | secureframe-mcp-servermcp · back-end | Provides AI assistants with read-only access to Secureframe's compliance data, enabling querying of security controls, tests, users, vendors, and more… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | dropoutsanta-uni-gatewaymcp · back-endalso listed as uni-mcp-gateway | Unified gateway aggregating multiple MCP servers and API plugins behind a single authenticated endpoint. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | gregario-godot-forgemcp · back-end | Godot 4 development companion with test runner, API docs search, script analysis, scene parsing, and Godot 3-to-4 migration mapping. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | github-copilot-mcp-servermcp · back-end | Integrates GitHub Copilot CLI with MCP clients to offer various coding assistance tools including asking questions, explaining code, suggesting… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | mdbp-servermcp · back-end | Enables AI systems to securely query databases using structured intents (MDBP) with automatic schema discovery and policy enforcement. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | metacall-mcp-servermcp · back-end | Exposes MetaCall FaaS capabilities as MCP tools for deploying, invoking, and managing serverless functions. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | excalidraw-mcp-servermcp · back-end | Enables AI agents to create, modify, and share diagrams on a live Excalidraw canvas through MCP tools, supporting shapes, text, arrows, batch… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | siyuan-mcpmcp · back-end | MCP server for SiYuan Note, enabling AI tools to search, read, create, and organize notes with 66 tools. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | obsidian-mcp-extendedmcp · back-end | A comprehensive MCP server for Obsidian with 45 tools across hybrid filesystem-native and API-based architectures, enabling note management… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | swarmia-mcp-servermcp · back-end | Enables querying Swarmia's Export API for engineering metrics including pull request analytics, DORA metrics, investment balance, and effort reporting… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | matter-controller-mcpmcp · back-end | A powerful MCP server that enables AI assistants to discover, commission, and control Matter-compatible smart home devices through a standardized… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | texttoolkitmcp · back-end | A text transformation and formatting MCP server that provides common text manipulation functions such as case conversion, encoding/decoding… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | 3dspace-mcp-servermcp · back-end | Converts OpenAPI specifications into MCP tools to access 3DSpace Engineering Web Services APIs, enabling natural language interaction with 45+… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | freecad-mcp-servermcp · back-end | Enables AI assistants to perform 3D modeling and CAD operations in FreeCAD, including geometry creation, boolean operations, and document management. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | ramuzes-jena-sparqlmcp · back-end | Provides a bridge between AI agents and Apache Jena for executing SPARQL queries, performing updates, and accessing RDF data stored in Jena Fuseki… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | forge-mcp-servermcp · back-end | MCP server for managing Laravel Forge servers, sites, and deployments via the Forge API. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | hamibot-mcp-servermcp · back-end | Enables management and control of Hamibot devices and scripts, including device listing, script execution, and custom JavaScript code execution. | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | wordpress-gutenbergmcp · back-end | Enables WordPress site management and development through a TypeScript-powered REST API and WP-CLI toolkit for automating administrative tasks and… | 8 stars · 3 forks | No one-command install · Source | |
| 2846 | 63.896 | mcp-graphql-toolsmcp · back-end | Enables AI assistants to execute GraphQL queries and retrieve schema information from any GraphQL endpoint. | 8 stars · 3 forks | No one-command install · Source | |
| 2875 | 63.694 | vibecode-checkermcp · back-end | MCP server that enables AI coding tools to scan projects for security vulnerabilities, secret leaks, and compliance issues, generating Korean-language… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | sodax-buildersmcp · back-end | Live cross-network DeFi API data and SDK docs for 17+ blockchain networks. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | surisoft-capi-gatewaymcp · back-end | Apache Camel API gateway with REST-to-MCP bridging for LLM agent integration. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | refined-element-lightning-enablemcp · back-end | Enable AI agents to make Lightning Network payments, access L402 APIs, and manage Bitcoin wallets. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | gemini-research-mcp-servermcp · back-end | MCP server for AI-powered research using Gemini. Provides fast grounded web search, deep autonomous research, URL extraction, and session management. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | kaiordmcp · back-end | MCP server for workout-file conversion: convert, validate, and inspect FIT, TCX, ZWO, and Garmin Connect files, with round-trip-safe conversions… | 9 stars · 2 forks | armory install kaiord --cli claude | |
| 2875 | 63.694 | blankcut-kubernetes-claudemcp · back-end | Integrates Claude with Kubernetes, ArgoCD, and GitLab to analyze and troubleshoot GitOps workflows by collecting resource information, correlating… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | claude-pascal-mcp-servermcp · back-end | Enables Claude to compile, run, and interact with Pascal/Delphi desktop applications, including GUI automation, IDE observation, and Android device… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | hacienda-cr-mcp-servermcp · back-end | MCP server that enables AI assistants to issue electronic invoices (facturas electrónicas) in Costa Rica through the Hacienda API v4.4. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | vaultmcpmcp · back-end | An encrypted secret vault and MCP gateway that securely stores API keys and injects them into upstream MCP servers, so AI IDEs never see raw… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | hume-mcp-servermcp · back-end | Enables AI assistants to generate expressive speech using Hume AI's Octave Text-to-Speech, allowing for natural language-based audio synthesis and… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | solomonneas-maltegomcp · back-end | MCP server for authoring Maltego OSINT graphs with entity creation, link analysis, and threat intelligence integrations. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | google-maps-mcpmcp · back-end | A TypeScript MCP server that exposes Google Maps Platform APIs as tools for LLMs, providing real map data like directions, transit routes, place… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | vecgrepmcp · back-end | Semantic code search MCP server that reduces token usage by ~95% by returning top relevant code chunks instead of full files. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | elsevier-mcpmcp · back-end | MCP server for the Elsevier Developer APIs. Gives Claude Code access to Scopus, ScienceDirect, and other Elsevier academic databases. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | lgdimaggio-motor-current-signature-analysismcp · back-endalso listed as mcp-server-mcsa | MCP server for Motor Current Signature Analysis — fault detection in electric motors | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | ardupilot-mcp-server-sandboxmcp · back-end | Enables natural language control of ArduPilot drones via MAVLink, supporting arm, takeoff, mode changes, and mission uploads. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | grimmory-mcp-servermcp · back-end | Enables AI assistants to manage a Grimmory book library through 53 specialized tools for books, authors, shelves, reading progress, metadata, and… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | progressive-skills-mcpmcp · back-end | MCP server implementing progressive disclosure for skill instructions, loading skills on-demand for token efficiency. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | rednote-analyzer-mcpmcp · back-end | MCP server enabling AI assistants to search, analyze, and generate content for Xiaohongshu (RedNote), China's leading lifestyle social media platform. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | nerdearla-mcp-servermcp · back-end | Provides information about Nerdearla events, speakers, and sessions, enabling natural language queries about event data. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | mock-mcpmcp · back-end | Generates schema-compliant mock data from OpenAPI JSON Schema definitions using AI, enabling seamless testing without manual fixtures. | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | paper-scout-mcp-servermcp · back-end | Enables reviewing and managing AI research paper candidates from arXiv, Semantic Scholar, and Hugging Face Daily Papers, scored against personal… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | gm-maker-mcp-servermcp · back-end | Enables AI-assisted GameMaker project development in Cursor IDE, allowing users to create projects, add scripts, objects, and sprites using natural… | 9 stars · 2 forks | No one-command install · Source | |
| 2875 | 63.694 | openfga-modeling-mcp-servermcp · back-end | A specialized MCP server that provides expert-level OpenFGA authorization modeling guidance, enabling users to create and manage authorization models… | 9 stars · 2 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.