Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 86.3389 | evolution-whatsapp-apimcp · back-end | Connects AI systems to WhatsApp through the Evolution API, enabling message management, media sharing, and contact operations for automated customer… | 32 stars · 19 forks | No one-command install · Source | |
| 802 | 86.3245 | gramps-webmcp · back-end | Integrates with Gramps Web API to provide genealogy research and management through 24 specialized tools for family tree exploration, relationship… | 43 stars · 16 forks | No one-command install · Source | |
| 803 | 86.3160 | hieuttmmo-entraidmcp · back-end | Provides direct access to Microsoft Entra ID resources through the Graph API, enabling IT administrators to manage users, groups, applications, and… | 41 stars · 18 forks | No one-command install · Source | |
| 804 | 86.2956 | django-ai-boostmcp · back-end | A Model Context Protocol (MCP) server for developing Django applications. It exposes Django project information through MCP tools, enabling AI… | 111 stars · 4 forks | No one-command install · Source | |
| 805 | 86.2724 | reaper-mcpmcp · back-endalso listed as twelvetake-studios-reaper-mcp | A comprehensive MCP server that enables AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production… | 46 stars · 13 forks | No one-command install · Source | |
| 807 | 86.2679 | ozon-mcp-servermcp · back-end | MCP server for Ozon marketplace that enables AI assistants to search products, get detailed information, prices, and delivery info from Ozon.ru. | 55 stars · 9 forks | No one-command install · Source | |
| 808 | 86.2677 | patsnap-mcpmcp · back-end | PatSnap hosted MCP servers for patent, pharmaceutical, life sciences, scientific literature, and R&D innovation intelligence. | 110 stars · 4 forks | No one-command install · Source | |
| 809 | 86.2629 | cn-financial-mcpmcp · back-end | Provides access to Chinese mainland financial data including A-stock quotes, financial statements, industry analysis, and macroeconomics through 42… | 40 stars · 18 forks | No one-command install · Source | |
| 810 | 86.2231 | unofficial-anylist-mcp-servermcp · back-end | MCP server that integrates with AnyList for managing shopping lists, recipes, and meal planning via natural language. | 30 stars · 19 forks | No one-command install · Source | |
| 811 | 86.2064 | coinpaprika-dexpaprikamcp · back-end | Provides real-time cryptocurrency market data across multiple blockchain networks, including DEX listings, liquidity pools, token details, and price… | 42 stars · 16 forks | No one-command install · Source | |
| 812 | 86.2045 | grey-iris-easy-notionmcp · back-end | Markdown-first Notion integration with 92% fewer tokens than the official Notion MCP server. | 51 stars · 10 forks | No one-command install · Source | |
| 812 | 86.2045 | davinci-resolve-mcp-servermcp · back-end | Exposes 20 tools for project, media, render, and timeline control in DaVinci Resolve 18+ via stdio MCP, enabling AI agents to operate the software… | 51 stars · 10 forks | No one-command install · Source | |
| 814 | 86.1896 | tree-sitter-analyzermcp · back-end | An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MCP tools, and TOON-compressed output, enabling token-efficient code… | 47 stars · 12 forks | No one-command install · Source | |
| 814 | 86.1896 | activedirectorymcpmcp · back-end | A comprehensive MCP server for managing Active Directory environments through LDAP, enabling user, group, computer, and OU management, as well as… | 47 stars · 12 forks | No one-command install · Source | |
| 816 | 86.1723 | doggybee-leetcodemcp · back-end | Provides structured access to LeetCode's problem database, user profiles, and contest information through GraphQL queries for exploring challenges… | 43 stars · 15 forks | No one-command install · Source | |
| 817 | 86.1710 | sap-datasphere-mcp-servermcp · back-end | Production-ready MCP server that enables AI assistants to seamlessly interact with SAP Datasphere environments for real tenant data discovery… | 44 stars · 14 forks | No one-command install · Source | |
| 817 | 86.1710 | wwiens-traktmcp · back-end | Bridge to the Trakt.tv API, allowing LLMs to access real-time entertainment data and personal Trakt viewing history. | 44 stars · 14 forks | No one-command install · Source | |
| 819 | 86.1653 | kanren3-windbgmcp · back-end | Exposes WinDbg debugging sessions as an MCP server for command execution, documentation lookup, and target interruption. | 54 stars · 9 forks | No one-command install · Source | |
| 820 | 86.1524 | garoth-sendgridmcp · back-end | Integrates with SendGrid's Marketing API to enable email campaign management, contact list operations, and analytics for automated marketing… | 29 stars · 19 forks | No one-command install · Source | |
| 821 | 86.1387 | lificmcp · back-end | Self-hosted issue tracker built for agent-driven development. One binary, SQLite storage, MCP-native, with a web UI, REST API, and CLI for the humans. | 45 stars · 13 forks | No one-command install · Source | |
| 821 | 86.1387 | kablewy-salesforcemcp · back-end | Integrates with Salesforce's REST API to enable querying, metadata retrieval, and CRUD operations on Salesforce data for tasks like customer analysis… | 45 stars · 13 forks | No one-command install · Source | |
| 823 | 86.1370 | louiewoof2026-skoolmcp · back-endalso listed as skool-mcp-server | Integrates with Skool.com community platforms for managing posts, members, courses, and notifications via reverse-engineered APIs. | 37 stars · 18 forks | No one-command install · Source | |
| 825 | 86.1245 | nutrient-dwsmcp · back-end | Integrates with Nutrient Document Web Services API to provide PDF manipulation, digital signing, and document processing capabilities across multiple… | 71 stars · 6 forks | No one-command install · Source | |
| 826 | 86.1216 | paragon-mcp-servermcp · back-end | Enables AI agents to access prebuilt actions for 130+ SaaS integrations via Paragon's ActionKit, with automatic OAuth and API key flows. | 48 stars · 11 forks | No one-command install · Source | |
| 827 | 86.0720 | girste-mcp-cybersec-watchdogmcp · back-end | Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with… | 53 stars · 9 forks | No one-command install · Source | |
| 828 | 86.0665 | bintocher-qlik-sensemcp · back-end | Integrates with Qlik Sense Enterprise through Repository and Engine APIs to enable querying data models, managing applications and users, extracting… | 41 stars · 16 forks | No one-command install · Source | |
| 828 | 86.0665 | bitrisemcp · back-end | Provides a bridge to the Bitrise CI/CD platform API, enabling mobile app development workflow management including builds, artifacts, and releases for… | 41 stars · 16 forks | No one-command install · Source | |
| 830 | 86.0465 | zeromicro-go-zeromcp · back-end | Integrates with the go-zero microservice framework to provide API and RPC service creation, code generation from specifications, database model… | 46 stars · 12 forks | No one-command install · Source | |
| 830 | 86.0465 | movibe-memory-bankmcp · back-end | TypeScript-based server for tracking project context across sessions, enabling persistent knowledge sharing through modular, markdown-based memory… | 46 stars · 12 forks | No one-command install · Source | |
| 832 | 86.0437 | proompteng-biligmcp · back-end | Headless WorkPaper MCP server for spreadsheet formulas, workbook edits, JSON persistence, and verified readback from TypeScript services. | 35 stars · 18 forks | No one-command install · Source | |
| 833 | 86.0275 | obsidian-vault-mcpmcp · back-end | An MCP server that integrates Zotero and MinerU pipelines to import and manage academic literature in an Obsidian vault, enabling automated note… | 80 stars · 5 forks | No one-command install · Source | |
| 834 | 86.0096 | esx-security-auditmcp · back-end | Integrates with npm-audit-report and npm-registry-fetch to analyze and report potential vulnerabilities in Node.js project dependencies, offering… | 57 stars · 8 forks | No one-command install · Source | |
| 834 | 86.0096 | aantti-netbirdmcp · back-end | Integrates with Netbird's API to enable virtual private network management including peer listing, group configuration, and access policy control | 57 stars · 8 forks | No one-command install · Source | |
| 836 | 85.9985 | klingmcp · back-end | Integrates with Kling AI's video and image generation APIs to create high-quality videos from text prompts, convert images to videos, apply special… | 40 stars · 17 forks | No one-command install · Source | |
| 837 | 85.9938 | clangd-mcp-servermcp · back-end | Provides C++ code intelligence tools for AI agents via the Model Context Protocol, enabling symbol navigation, type information, and diagnostics. | 43 stars · 14 forks | No one-command install · Source | |
| 838 | 85.9926 | mcp-api-gatewaymcp · back-end | A universal MCP server that integrates any API with Claude Desktop by pointing it at a Swagger/OpenAPI spec, automatically generating tools for… | 44 stars · 13 forks | No one-command install · Source | |
| 839 | 85.9600 | brockreece-whimsicalmcp · back-end | Integrates with Whimsical's API to generate diagrams from Mermaid markup, returning both diagram URLs and base64 encoded images for iterative… | 47 stars · 11 forks | No one-command install · Source | |
| 840 | 85.9417 | bcharleson-instantlymcp · back-end | Integrates with Instantly API v2 to enable email campaign management, lead tracking, and account health monitoring for automated outreach workflows. | 26 stars · 19 forks | No one-command install · Source | |
| 841 | 85.9123 | code-yeongyu-perplexity-advancedmcp · back-end | Command-line interface for interacting with Perplexity and OpenRouter APIs, supporting both simple queries and complex file attachments with easy… | 49 stars · 10 forks | No one-command install · Source | |
| 842 | 85.8757 | nsxdavid-clickupmcp · back-end | Integrates with ClickUp API to enable workspace, task, document, and checklist management directly from conversations through Node.js-based tools and… | 42 stars · 14 forks | No one-command install · Source | |
| 843 | 85.8378 | davinci-resolvemcp · back-end | Enables Claude to directly interact with and control DaVinci Resolve through its Python API, providing tools for project management, timeline… | 77 stars · 5 forks | No one-command install · Source | |
| 844 | 85.8264 | cobalt-strike-mcp-servermcp · back-end | Bridges large language models with the Cobalt Strike C2 framework, enabling AI assistants to control adversary simulation workflows through natural… | 51 stars · 9 forks | No one-command install · Source | |
| 844 | 85.8264 | gongrzhe-image-generation-fluxmcp · back-end | Bridges Claude with the Replicate API to generate images using the Flux model directly within conversations through customizable parameters and… | 51 stars · 9 forks | No one-command install · Source | |
| 844 | 85.8264 | fr0gger-mcp-securitymcp · back-end | MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence… | 51 stars · 9 forks | No one-command install · Source | |
| 847 | 85.8262 | mcpwnermcp · back-end | Model Context Protocol server for security research automation, integrating multiple security testing tools into LLM-driven workflows for secret… | 55 stars · 8 forks | No one-command install · Source | |
| 848 | 85.8221 | kapillamba4-code-memorymcp · back-end | Local semantic code search with Git history that works offline without API keys. | 48 stars · 10 forks | No one-command install · Source | |
| 848 | 85.8221 | zillow-mcp-servermcp · back-end | Provides real-time access to Zillow real estate data, enabling property search, details, Zestimates, market trends, and mortgage calculations via… | 48 stars · 10 forks | No one-command install · Source | |
| 848 | 85.8221 | xxxbrian-rquestmcp · back-end | Enables LLMs to make advanced HTTP requests with realistic browser emulation, bypassing anti-bot measures while supporting all HTTP methods… | 48 stars · 10 forks | No one-command install · Source | |
| 851 | 85.8154 | shanejonas-openrpc-mcp-servermcp · back-end | Make standardized JSON-RPC calls via OpenRPC specification. | 43 stars · 13 forks | No one-command install · Source | |
| 852 | 85.7847 | seats-aero-mcp-servermcp · back-end | Enables natural language interaction with the seats.aero API for searching flight availability, routes, and bulk availability using your seats.aero… | 24 stars · 19 forks | No one-command install · Source | |
| 852 | 85.7847 | devilcoder01-weather-mcp-servermcp · back-end | Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions. | 24 stars · 19 forks | No one-command install · Source | |
| 854 | 85.7732 | linked-apimcp · back-end | Lets AI assistants control LinkedIn accounts and retrieve real-time data. | 66 stars · 6 forks | No one-command install · Source | |
| 855 | 85.7667 | zebbern-kalimcp · back-end | Provides access to Kali Linux penetration testing tools through a Flask API, enabling reconnaissance, web security testing, Active Directory attacks… | 44 stars · 12 forks | No one-command install · Source | |
| 855 | 85.7667 | cyberchef-api-mcp-servermcp · back-endalso listed as slouchd-cyberchef-api-mcp-server | Enables LLM clients to encode, decode, and transform data using CyberChef operations via an MCP server that interfaces with the CyberChef API. | 44 stars · 12 forks | No one-command install · Source | |
| 858 | 85.7358 | dailydaniel-logseqmcp · back-end | Integrates with LogSeq API to enable automated note-taking, knowledge graph analysis, and workflow automation for developers and knowledge workers. | 41 stars · 14 forks | No one-command install · Source | |
| 858 | 85.7358 | qonto-mcp-servermcp · back-end | Enables AI assistants to access Qonto financial data including organization info, account balances, transaction history, and business operations… | 41 stars · 14 forks | No one-command install · Source | |
| 858 | 85.7358 | petrbroz-autodesk-platform-servicesmcp · back-end | Provides secure access to Autodesk Platform Services API for architecture, engineering, and construction workflows, enabling interaction with… | 41 stars · 14 forks | No one-command install · Source | |
| 861 | 85.6973 | serverless-dna-powertools-docs-searchmcp · back-end | Enables AI to search and retrieve AWS Lambda Powertools documentation across multiple runtimes through a TypeScript server with efficient local search… | 42 stars · 13 forks | No one-command install · Source | |
| 862 | 85.6932 | docmost-mcp-servermcp · back-end | Enables AI agents to search, create, modify, and organize documentation pages and spaces in Docmost. | 29 stars · 18 forks | No one-command install · Source | |
| 863 | 85.6830 | hledger-mcp-servermcp · back-end | Provides AI assistants with direct access to HLedger accounting data and functionality, enabling natural language queries for balances, reports… | 65 stars · 6 forks | No one-command install · Source | |
| 863 | 85.6830 | sawa-zen-vrchat-mcpmcp · back-end | 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat. | 65 stars · 6 forks | No one-command install · Source | |
| 865 | 85.6605 | hannesj-graphql-schemamcp · back-end | Enables AI models to explore and understand GraphQL schemas through specialized tools for querying operations, looking up type definitions, pattern… | 47 stars · 10 forks | No one-command install · Source | |
| 866 | 85.6303 | cookjohn-teammcpmcp · back-end | MCP server for team collaboration, providing tools to manage shared tasks, notes, and communication within AI workflows. | 53 stars · 8 forks | No one-command install · Source | |
| 867 | 85.6264 | shaun888-fop-workflowmcp · back-end | Workflow management server for JD.com's FOP platform with PRD analysis and code generation. | 74 stars · 5 forks | No one-command install · Source | |
| 868 | 85.6209 | hileamlakb-primsmcp · back-end | A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment. | 28 stars · 18 forks | No one-command install · Source | |
| 869 | 85.5651 | end-conversation-mcp-server-zhmcp · back-end | A stateless MCP server that provides an end_conversation tool for AI to leave a timestamped visible record when it wants to signal a desire to end the… | 14 stars · 22 forks | No one-command install · Source | |
| 870 | 85.5371 | diy-tools-mcp-servermcp · back-end | Enables dynamic creation and execution of custom tools/functions in multiple programming languages at runtime, exposing them to MCP clients like… | 44 stars · 11 forks | No one-command install · Source | |
| 871 | 85.5368 | linkup-searchmcp · back-end | Integrates with Linkup Technologies' API to enable web searches for information gathering, fact-checking, and research tasks. | 40 stars · 14 forks | No one-command install · Source | |
| 872 | 85.5317 | rohanmuppa-brightspace-mcp-servermcp · back-end | MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works… | 38 stars · 16 forks | armory install rohanmuppa-brightspace-mcp-server --cli claude | |
| 872 | 85.5317 | api7-apisixmcp · back-end | Bridge LLMs with the APISIX Admin API to manage and analyze API gateway information. | 38 stars · 16 forks | No one-command install · Source | |
| 874 | 85.5175 | caiyun-weather-mcp-servermcp · back-end | Enables querying real-time, hourly, weekly, and historical weather data, as well as weather alerts, using the Caiyun Weather API. | 46 stars · 10 forks | No one-command install · Source | |
| 874 | 85.5175 | braden-olmstead-instagram-engagementmcp · back-end | Enables detailed Instagram interaction analysis by processing comments, user profiles, and post metrics to extract demographic insights and identify… | 46 stars · 10 forks | No one-command install · Source | |
| 876 | 85.4825 | https-eduardo-clockifymcp · back-end | Integrates with Clockify time tracking API to manage billable time entries, retrieve workspace information, list projects, and access user data… | 26 stars · 18 forks | No one-command install · Source | |
| 877 | 85.4714 | sequential-thinking-mcp-servermcp · back-end | A structured problem-solving MCP server that breaks down complex tasks into sequential steps, supports iterative refinement and branching, and helps… | 42 stars · 12 forks | No one-command install · Source | |
| 878 | 85.4440 | lastfm-mcpmcp · back-end | A Model Context Protocol (MCP) server for Last.fm. Gives AI assistants access to your listening history, music discovery, and detailed… | 48 stars · 9 forks | No one-command install · Source | |
| 878 | 85.4440 | nuwamcp · back-end | Experimental A2A server for Rooch Network | 48 stars · 9 forks | No one-command install · Source | |
| 878 | 85.4440 | ruan11223344-documentation-crawlermcp · back-end | Documentation crawler service that fetches and serves technical documentation from specified sources, enabling access to up-to-date information… | 48 stars · 9 forks | No one-command install · Source | |
| 881 | 85.4228 | hearthmcp · back-end | AI-native open-source 2D game engine whose MCP server exposes every editor operation to coding agents as typed commands, so an agent can build, run… | 56 stars · 7 forks | No one-command install · Source | |
| 882 | 85.4055 | mcp-perfex-crmmcp · back-end | High-performance MCP server for Perfex CRM that provides direct MySQL access for managing customers, invoices, leads, projects, and more, with 10-100x… | 32 stars · 17 forks | No one-command install · Source | |
| 883 | 85.3846 | kurtisvg-skillfulmcp · back-end | Go MCP middleware aggregating multiple downstream MCP servers into unified Skills for progressive tool disclosure. | 62 stars · 6 forks | No one-command install · Source | |
| 884 | 85.3838 | richard-weiss-google-csemcp · back-end | Integrates with Google Custom Search Engine API to enable web searches for fact-checking, research, and content generation with current data. | 45 stars · 10 forks | No one-command install · Source | |
| 884 | 85.3838 | pandas-mcp-servermcp · back-end | Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through the Model Context Protocol. | 45 stars · 10 forks | No one-command install · Source | |
| 884 | 85.3838 | ac3xx-mcp-servers-kagimcp · back-end | Kagi search API integration | 45 stars · 10 forks | No one-command install · Source | |
| 887 | 85.3795 | garymengcom-serpermcp · back-end | Enables AI to perform Google searches via the Serper API with support for location, language, and time period filters. | 38 stars · 15 forks | No one-command install · Source | |
| 888 | 85.3639 | desimpkins-lightragmcp · back-end | Connects to local LightRAG instances via HTTP API for document management, knowledge graph operations, hybrid querying, and pipeline monitoring… | 37 stars · 16 forks | No one-command install · Source | |
| 889 | 85.3584 | esignatures-esignaturesmcp · back-end | Integrates with the eSignatures.com API to simplify contract and document management, enabling creation, querying, and handling of digital contracts… | 40 stars · 13 forks | No one-command install · Source | |
| 890 | 85.3465 | figma-mcp-rustmcp · back-end | An MCP server that enables AI tools to read and write Figma designs via a plugin bridge, bypassing the Figma REST API and rate limits. | 31 stars · 17 forks | No one-command install · Source | |
| 891 | 85.3315 | mcp-openstack-opsmcp · back-end | A comprehensive MCP server providing OpenStack project management and monitoring capabilities with built-in safety controls and single-project scope. | 41 stars · 12 forks | No one-command install · Source | |
| 891 | 85.3315 | openstaadmcp · back-end | MCP server for Bentley STAAD.Pro structural analysis software via the OpenSTAAD API. | 41 stars · 12 forks | No one-command install · Source | |
| 891 | 85.3315 | appium-mcp-servermcp · back-end | Enables AI assistants to perform mobile device automation testing via Appium through the Model Context Protocol, supporting Android and iOS devices… | 41 stars · 12 forks | No one-command install · Source | |
| 891 | 85.3315 | nationalparksmcp · back-end | Provides real-time National Park Service data for searching parks by location or activities, retrieving detailed information, and accessing current… | 41 stars · 12 forks | No one-command install · Source | |
| 895 | 85.2913 | paulburgess1357-nvim-mcpmcp · back-end | MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP… | 61 stars · 6 forks | No one-command install · Source | |
| 896 | 85.2824 | ilyagulya-gradlemcp · back-end | Enables interaction with Gradle projects for retrieving metadata and executing tasks remotely via the Gradle Tooling API with stdio and SSE transport… | 47 stars · 9 forks | No one-command install · Source | |
| 897 | 85.2751 | gh-tiluckdave-houndmcp · back-end | Scans packages for vulnerabilities, checks licenses, inspects dependency trees, and detects typosquatting using free public APIs with zero… | 16 stars · 20 forks | No one-command install · Source | |
| 898 | 85.2448 | dceluis-taskermcp · back-end | Bridges Android's Tasker automation platform with conversational interfaces through HTTP API integration, enabling voice-controlled device automation… | 50 stars · 8 forks | No one-command install · Source | |
| 899 | 85.2418 | bb-fat-browser-use-rsmcp · back-end | Lightweight browser automation MCP server in Rust with zero dependencies. | 42 stars · 11 forks | No one-command install · Source | |
| 900 | 85.2377 | meshy-ai-mcp-servermcp · back-end | Wraps the Meshy AI API to enable generative 3D tools via Model Context Protocol, allowing creation of 3D models, textures, animations, and more from… | 44 stars · 10 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.