Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 96.0736 | wong2-mcp-climcp · back-end | CLI tool for testing MCP servers | 443 stars · 41 forks | No one-command install · Source | |
| 602 | 96.0694 | graphlitmcp · search | Integrates with the Graphlit platform to enable natural language processing tasks and data retrieval from the Graphlit ecosystem. | 379 stars · 53 forks | No one-command install · Source | |
| 603 | 96.0683 | onchainos-mcp-servermcp · back-end | Enables on-chain operations including token search, market data, wallet management, swap execution, and DApp interactions across 20+ blockchains. | 328 stars · 68 forks | No one-command install · Source | |
| 604 | 96.0572 | ai-team-osmcp · ai-agents | Turns Claude Code into a self-driving AI company with autonomous CEO, agent teams, and self-improvement capabilities. | 353 stars · 57 forks | No one-command install · Source | |
| 605 | 96.0454 | apollographql-graphqlmcp · back-end | Enables AI agents to interact with GraphQL APIs by exposing operations as tools, supporting both local schema files and Apollo GraphOS integration… | 308 stars · 74 forks | No one-command install · Source | |
| 606 | 96.0408 | ai-dashboad-flutter-skillmcp · other | AI E2E testing bridge for apps across 8 platforms with 40+ tools. | 363 stars · 54 forks | No one-command install · Source | |
| 607 | 96.0283 | f2c-figma-to-codemcp · front-end | Bridges Figma design files to code generation, enabling direct conversion of designs into HTML, CSS, and other assets with customizable output paths… | 411 stars · 43 forks | No one-command install · Source | |
| 608 | 96.0260 | quackbackio-quackbackmcp · ai-agents | Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on… | 293 stars · 96 forks | No one-command install · Source | |
| 609 | 96.0249 | blockbench-mcpmcp · ai-agents | Enables AI agents to create and edit 3D models in Blockbench via the Model Context Protocol. | 386 stars · 47 forks | No one-command install · Source | |
| 610 | 96.0219 | telememmcp · ai-agents | Long-term and multimodal memory for AI agents. Store facts and conversations with add_memory, recall them with search_memories — 8 tools over… | 486 stars · 35 forks | No one-command install · Source | |
| 611 | 96.0215 | wegotdocs-open-mcpmcp · back-end | Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org | 367 stars · 52 forks | No one-command install · Source | |
| 612 | 96.0099 | okf-knowledge-agent-mcp-servermcp · ai-agents | An LLM-managed knowledge base following the Open Knowledge Format (OKF) v0.1 spec. Provides MCP tools: kb_query, kb_add, kb_update, kb_status over… | 306 stars · 71 forks | No one-command install · Source | |
| 613 | 96.0087 | bcefghj-smart-csmcp · ai-agents | Enterprise multi-agent customer service system using MCP for standardized tool interfaces across order queries, ticket management, and knowledge base… | 388 stars · 46 forks | No one-command install · Source | |
| 614 | 96.0074 | jerhadf-linear-mcp-servermcp · back-end | Track and manage issues via Linear's project management API. | 348 stars · 56 forks · 2 mentions | No one-command install · Source | |
| 615 | 96.0043 | chaindead-telegrammcp · observability | Bridges AI with Telegram to enable monitoring, organizing, and responding to messages through account access, dialog management, and conversation… | 345 stars · 57 forks | No one-command install · Source | |
| 616 | 96.0032 | pageindexmcp · search | Reasoning-based RAG system for analyzing long PDF documents | 383 stars · 47 forks | No one-command install · Source | |
| 617 | 96.0022 | apple-developer-documentationmcp · search | Provides seamless access to Apple Developer Documentation with smart search capabilities and wildcard pattern support for iOS, macOS, SwiftUI, and… | 632 stars · 28 forks | No one-command install · Source | |
| 618 | 96.0011 | dmontgomery40-deepseekmcp · comms | Integrates DeepSeek's language models, enabling AI-powered chat completions with customizable parameters for tasks like writing assistance and code… | 350 stars · 55 forks | No one-command install · Source | |
| 619 | 95.9957 | claudexormcp · auth | MCP control plane for Claude Code, Codex, Cursor, and OpenCode. Supports opt-in quota-aware rotation across multiple native Claude Code or Codex… | 427 stars · 40 forks | No one-command install · Source | |
| 620 | 95.9887 | neuledge-contextmcp · search | Local-first documentation retrieval for coding agents with a community-driven registry of pre-built packages for popular libraries. | 388 stars · 45 forks | No one-command install · Source | |
| 621 | 95.9882 | formulahendry-spec-driven-developmentmcp · front-end | Provides three sequential prompts that guide software development from high-level requirements through EARS format documentation and design… | 437 stars · 39 forks | No one-command install · Source | |
| 622 | 95.9841 | open-accountantsmcp · other | AI tax computation skills for financial transaction classification and tax documentation across 134 countries. | 358 stars · 51 forks | No one-command install · Source | |
| 623 | 95.9758 | juspay-neurolinkmcp · ai-agents | Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration… | 129 stars · 125 forks | No one-command install · Source | |
| 624 | 95.9581 | alfanousmcp · search | Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support. | 288 stars · 89 forks | No one-command install · Source | |
| 625 | 95.9515 | joshuarileydev-app-store-connectmcp · other | Manage iOS app distribution and testing workflows. | 331 stars · 58 forks | No one-command install · Source | |
| 626 | 95.9497 | duriantaco-skylosmcp · ai-agents | Privacy-first SAST tool for Python, TypeScript, and Go that detects dead code, security vulnerabilities, and code quality issues with hybrid AST and… | 546 stars · 30 forks | No one-command install · Source | |
| 627 | 95.9481 | spences10-omnisearchmcp · search | Unifies search and content processing by dynamically selecting optimal providers like Tavily, Brave, and Perplexity to enable flexible information… | 347 stars · 53 forks | No one-command install · Source | |
| 628 | 95.9353 | mzxrai-web-researchmcp · search | Research topics using Google search and web scraping. | 298 stars · 72 forks | No one-command install · Source | |
| 629 | 95.9315 | fortress-mcp-servermcp · back-end | Provides 29 stealth-browsing tools for AI agents, enabling undetected web automation and scraping through a patched Chromium engine. | 477 stars · 33 forks | No one-command install · Source | |
| 630 | 95.9291 | automation-mcpmcp · front-end | Enables AI assistants to automate macOS desktop tasks including mouse control, keyboard input, screenshots, window management, and UI interaction. | 414 stars · 39 forks | No one-command install · Source | |
| 631 | 95.9287 | chemiguel23-memorymeshmcp · ai-agents | Store and query structured data in local knowledge graphs. | 353 stars · 49 forks | No one-command install · Source | |
| 632 | 95.9262 | open-skillsmcp · devops | Enables running Claude Skills locally on your Mac with sandboxed execution, supporting document processing and integration with MCP-compatible AI… | 449 stars · 36 forks | No one-command install · Source | |
| 633 | 95.9219 | superpowers-chromemcp · browser | Enables direct browser control via Chrome DevTools Protocol, supporting navigation, interaction, content extraction, and screenshots through a single… | 347 stars · 51 forks | No one-command install · Source | |
| 634 | 95.9196 | maamcpmcp · other | 基于 MaaFramework 的 MCP 服务器，为 AI 助手提供 Android 设备和 Windows 桌面自动化能力。 | 381 stars · 44 forks | No one-command install · Source | |
| 635 | 95.9083 | cr7258-elasticsearchmcp · devops | Enables natural language interaction with Elasticsearch clusters for querying, indexing, and management operations via Docker-deployed infrastructure. | 303 stars · 64 forks | No one-command install · Source | |
| 636 | 95.9009 | jlcases-paelladocmcp · other | Generates structured documentation for software projects through code analysis, template management, and specialized commands for consistent… | 337 stars · 54 forks | No one-command install · Source | |
| 637 | 95.8759 | livecontextmcp · back-end | LiveContext is a self-hosted AI automation platform that exposes its whole surface over MCP: build and run workflows, manage agents and skills, read… | 380 stars · 42 forks | No one-command install · Source | |
| 638 | 95.8726 | disler-aidermcp · back-end | Aider MCP Server offloads AI coding tasks to Aider's specialized implementation, reducing costs and enhancing development efficiency through natural… | 307 stars · 60 forks | No one-command install · Source | |
| 639 | 95.8631 | v-3-discordmcp · back-end | Integrates with the Discord API to enable direct interaction with channels, supporting automated messaging and conversation management within servers. | 227 stars · 97 forks | No one-command install · Source | |
| 640 | 95.8600 | ankimcp-ankimcp · other | Comprehensive Anki flashcard integration with card review, note management, deck operations, and media handling | 461 stars · 33 forks | No one-command install · Source | |
| 641 | 95.8532 | h1-brainmcp · database | Connects AI assistants to HackerOne to pull bug bounty history, program scopes, and report details into a local SQLite database, exposing tools for… | 351 stars · 46 forks | No one-command install · Source | |
| 642 | 95.8504 | voska-home-assistantmcp · back-end | Integrates with Home Assistant to enable natural language control of smart home devices, querying device states, troubleshooting automations, and… | 338 stars · 50 forks | No one-command install · Source | |
| 643 | 95.8479 | gh-alisaitteke-photoshopmcp · other | Automate Adobe Photoshop operations including layer management, filters, and image manipulation. | 375 stars · 42 forks | No one-command install · Source | |
| 644 | 95.8475 | hey-jian-wei-jianyingmcp · front-end | Integrates with JianYing desktop video editor using UI automation to enable draft management, media handling, track operations, and export… | 295 stars · 67 forks | No one-command install · Source | |
| 645 | 95.8391 | matanyemini-bitbucketmcp · back-end | Integrates with Bitbucket Cloud and Server APIs for repository and pull request management | 165 stars · 105 forks | No one-command install · Source | |
| 646 | 95.8314 | blockrunai-blockrun-mcpmcp · payments | Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base. | 393 stars · 38 forks | No one-command install · Source | |
| 647 | 95.8287 | sunriseapps-imagesorcerymcp · other | Provides powerful image manipulation capabilities including resizing, cropping, object detection, OCR text extraction, and finding objects based on… | 329 stars · 51 forks | No one-command install · Source | |
| 648 | 95.8246 | canvrno-proxmoxmcp · back-end | Integrates with Proxmox virtualization environments to enable monitoring and management of virtual machines, containers, storage pools, and cluster… | 288 stars · 69 forks | No one-command install · Source | |
| 649 | 95.8204 | mcp-server-for-revit-pythonmcp · back-end | Enables Large Language Models to access and manipulate Autodesk Revit models through a pyRevit-based bridge and the Model Context Protocol. | 175 stars · 102 forks | No one-command install · Source | |
| 650 | 95.8193 | cheffromspace-windows-remote-controlmcp · other | Enables remote automation of Windows systems for controlling mouse, keyboard, and screen capture via nut.js. | 330 stars · 50 forks | No one-command install · Source | |
| 651 | 95.8140 | marmotmcp · search | Open-source data catalog with asset search, lineage exploration, and ownership tracking. | 607 stars · 26 forks | No one-command install · Source | |
| 652 | 95.8082 | nim-langservermcp · back-end | Official Nim language server with MCP support for symbol navigation, diagnostics, and type resolution in Nim projects. | 314 stars · 53 forks | No one-command install · Source | |
| 653 | 95.8033 | hotricenoodles-crosslinkmcp · ai-agents | Open-source LLM proxy gateway with integrated MCP gateway, supporting multi-provider routing, load balancing, rate limiting, caching, and HTTP/SSE… | 453 stars · 32 forks | No one-command install · Source | |
| 654 | 95.8022 | barckley75-davinci-resolvemcp · other | Control DaVinci Resolve Studio via natural language with 48 tools covering timelines, color grading, AI features, and rendering. | 346 stars · 45 forks | No one-command install · Source | |
| 655 | 95.8008 | inditextech-teamsmcp · auth | Integrates with Microsoft Teams to enable reading messages, creating threads, replying to messages, and mentioning team members through Azure bot… | 394 stars · 37 forks | No one-command install · Source | |
| 656 | 95.7906 | ivo-toby-openapimcp · back-end | Integrates with OpenAPI specifications to expose REST API endpoints as MCP resources, enabling dynamic discovery and utilization of many web services. | 297 stars · 61 forks | No one-command install · Source | |
| 657 | 95.7892 | 1c-mcp-toolkitmcp · back-end | Integrates AI agents with 1C:Enterprise databases via MCP and REST API, supporting a built-in HTTP server (no Python required) or a Python proxy mode. | 279 stars · 72 forks | No one-command install · Source | |
| 658 | 95.7863 | intellectronica-skillzmcp · devops | Executes local Anthropic-style skills through directory-based discovery where each skill contains YAML metadata and Markdown instructions, enabling… | 399 stars · 36 forks | No one-command install · Source | |
| 659 | 95.7775 | renderdoc-jiabolimcp · other | GPU frame capture analysis and graphics pipeline debugging using RenderDoc, supporting D3D11, D3D12, OpenGL, and Vulkan captures on Windows. | 329 stars · 48 forks | No one-command install · Source | |
| 660 | 95.7763 | carterlasalle-mac-messagesmcp · database | Bridges Claude Desktop with macOS Messages app, enabling reading and sending iMessages through direct database access with contact lookup and group… | 322 stars · 49 forks | No one-command install · Source | |
| 661 | 95.7756 | tidewave-railsmcp · ai-agents | Better agentic Rails development, runtime-level tools for your agent to talk to your running app. | 474 stars · 30 forks | No one-command install · Source | |
| 662 | 95.7601 | symbol-delta-ledgermcp · ai-agents | Enables AI coding agents to efficiently query code context via a symbol graph, reducing token usage by up to 20x. | 469 stars · 30 forks | No one-command install · Source | |
| 663 | 95.7595 | yeuxuan-ace-codebase-indexermcp · search | Codebase indexing and semantic search with file traversal, gitignore support, and real-time monitoring | 360 stars · 40 forks | No one-command install · Source | |
| 664 | 95.7590 | conechoai-nano-bananamcp · ai-agents | Integrates with Google's Gemini 2.5 Flash to generate and edit images from text prompts, supporting iterative workflows with reference images and… | 228 stars · 93 forks | No one-command install · Source | |
| 665 | 95.7565 | mapboxmcp · search | Geospatial intelligence with geocoding, POI search, routing, and isochrones | 353 stars · 41 forks | No one-command install · Source | |
| 666 | 95.7550 | nkarasiak-qgismcp · other | Connects to QGIS for managing layers, editing features, running processing algorithms, rendering maps, and controlling projects through 50 specialized… | 273 stars · 71 forks | No one-command install · Source | |
| 667 | 95.7513 | ergut-logseqmcp · back-end | Integrates with LogSeq API to enable automated note-taking, content searching, and knowledge management tasks. | 324 stars · 47 forks | No one-command install · Source | |
| 668 | 95.7487 | linear-mcpmcp · ai-agents | Enables AI agents to manage Linear issues, projects, teams, and more via the Model Context Protocol. | 10 forks · passed install test | No one-command install · Source | |
| 669 | 95.7465 | linux-adminmcp · other | Performs read-only Linux system administration, diagnostics, and troubleshooting on RHEL-based systems via SSH. | 291 stars · 62 forks | No one-command install · Source | |
| 670 | 95.7450 | netbox-mcp-servermcp · ai-agents | Read-only MCP server for NetBox that enables LLMs to query NetBox objects (devices, IPAM, etc.) and change logs through natural language, with field… | 221 stars · 93 forks | No one-command install · Source | |
| 671 | 95.7421 | newtype-01-obsidianmcp · search | Bridges Claude with Obsidian note-taking application, enabling direct interaction with markdown notes through tools for listing, reading, creating… | 312 stars · 49 forks | No one-command install · Source | |
| 672 | 95.7368 | ue-mcpmcp · other | Gives AI assistants deep read/write access to the Unreal Editor through 21 category tools covering 525+ actions, plus a YAML flow engine for… | 300 stars · 55 forks | No one-command install · Source | |
| 672 | 95.7368 | nckgnd-tmuxmcp · other | Interact with and view tmux session content. | 300 stars · 55 forks | No one-command install · Source | |
| 674 | 95.7346 | mcp-server-macos-usemcp · back-end | Enables controlling macOS applications via accessibility APIs, supporting actions like clicking, typing, and keyboard input through MCP commands. | 355 stars · 40 forks | No one-command install · Source | |
| 675 | 95.7332 | mamertofabian-mcp-everything-searchmcp · search | Fast Windows file search using Everything SDK | 364 stars · 39 forks | No one-command install · Source | |
| 676 | 95.7330 | mcp-documentation-servermcp · back-end | Local-first document management and semantic search for AI coding agents, with a built-in web dashboard and REST API. | 342 stars · 43 forks | No one-command install · Source | |
| 677 | 95.7299 | docker-hub-mcpmcp · back-end | Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images | 162 stars · 101 forks | No one-command install · Source | |
| 678 | 95.7265 | codex-storyboardmcp · front-end | MCP server for managing video storyboard tasks, enabling Codex to automatically generate and populate images/videos based on shot descriptions and… | 318 stars · 47 forks | No one-command install · Source | |
| 679 | 95.7226 | dawncr0w-affinemcp · back-end | Integrates with AFFiNE workspaces through GraphQL and WebSocket connections to enable document operations, real-time collaboration, version control… | 269 stars · 70 forks | No one-command install · Source | |
| 680 | 95.7115 | supabase-mcpmcp · database | An MCP server enabling AI assistants to perform CRUD operations on a Supabase database via a standardized interface. | 194 stars · 95 forks · 1 mention | No one-command install · Source | |
| 681 | 95.6989 | opensearch-mcp-server-pymcp · search | MCP server for OpenSearch that enables AI assistants to interact with OpenSearch clusters through a standardized interface for search, index… | 147 stars · 103 forks | No one-command install · Source | |
| 682 | 95.6974 | recursechat-apple-shortcuts-macosmcp · other | Control Apple Shortcuts automations on macOS. | 344 stars · 41 forks | No one-command install · Source | |
| 683 | 95.6957 | gh-smart-mcp-proxy-mcpproxymcp · other | Smart proxy with BM25 tool discovery, quarantine security, and token savings. | 330 stars · 44 forks | No one-command install · Source | |
| 684 | 95.6814 | hobson-stock-analyzermcp · back-end | Integrates with Tiingo API to perform technical analysis on stocks, providing key indicators for trading decisions. | 273 stars · 65 forks | No one-command install · Source | |
| 685 | 95.6701 | mcp-server-playwrightmcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages, take… | 299 stars · 51 forks | No one-command install · Source | |
| 686 | 95.6613 | mpeirone-zabbix-mcp-servermcp · back-end | Zabbix integration for hosts, items, triggers, templates, problems, data and more. | 251 stars · 78 forks | No one-command install · Source | |
| 687 | 95.6574 | jsonallen-perplexitymcp · search | Integrates with Perplexity AI API to enable web search capabilities for retrieving up-to-date information across domains. | 308 stars · 46 forks | No one-command install · Source | |
| 688 | 95.6509 | ast-grepmcp · search | Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis… | 468 stars · 28 forks | No one-command install · Source | |
| 689 | 95.6480 | daily-news-mcp-servermcp · back-end | Enables AI assistants to fetch news categories and hot news/tweets across various topics like crypto, DeFi, and AI. | 350 stars · 38 forks | No one-command install · Source | |
| 689 | 95.6480 | benjaminr-chrome-devtoolsmcp · browser | Connects to Chrome's remote debugging interface via WebSocket to enable browser automation, network monitoring, DOM inspection, JavaScript execution… | 307 stars · 46 forks | No one-command install · Source | |
| 691 | 95.6379 | atomic-mail-agenticmcp · auth | Read and write email through the Atomic Mail from an AI agent. Handles proof-of-work authentication and JMAP so the agent thinks in JMAP method calls… | 264 stars · 66 forks | No one-command install · Source | |
| 692 | 95.6320 | gojue-molingmcp · back-end | Enables AI to interact with local system resources through a secure, configurable server that provides browser automation, file operations, and… | 338 stars · 40 forks | No one-command install · Source | |
| 693 | 95.6285 | jkf87-hwpmcp · back-end | Enables direct creation, editing, and formatting of Korean documents in Hangul Word Processor (HWP) format through Python or Node.js interfaces that… | 266 stars · 64 forks | No one-command install · Source | |
| 694 | 95.6156 | fradser-mas-sequential-thinkingmcp · ai-agents | Orchestrates a team of specialized agents working in parallel to break down complex problems through structured thinking steps, enabling… | 305 stars · 45 forks | No one-command install · Source | |
| 695 | 95.6148 | adhikasp-mcp-git-ingestmcp · github-vcs | Fetch and analyze git repository structures and contents. | 312 stars · 43 forks | No one-command install · Source | |
| 696 | 95.6140 | biboyqg-wechatmcp · back-end | Integrates with WeChat on macOS through accessibility APIs to enable automated message reading, sending, and contact management for customer service… | 247 stars · 76 forks | No one-command install · Source | |
| 697 | 95.6064 | kevinwatt-yt-dlpmcp · other | Integrates with YouTube using yt-dlp to enable downloading of videos and subtitles for content analysis and processing tasks. | 277 stars · 58 forks | No one-command install · Source | |
| 698 | 95.6053 | dashclawmcp · ai-agents | Governance runtime for AI agents: a guard tool evaluates risky actions against policy before they execute (block / warn / require human approval)… | 296 stars · 49 forks | No one-command install · Source | |
| 699 | 95.6018 | rudra-ravi-wikipediamcp · search | Provides a bridge to Wikipedia's knowledge base, enabling search, retrieval, and analysis of articles through the Wikipedia API for research and… | 291 stars · 52 forks | No one-command install · Source | |
| 700 | 95.6016 | crowdstrike-falconmcp · auth | Connect with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors… | 243 stars · 80 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.