Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | 87.7881 | llmquant-datamcp · ai-agents | Access financial data including wiki articles, research papers, crypto and equity prices, macro indicators, and SEC filings via the LLMQuant platform. | 72 stars · 9 forks | No one-command install · Source | |
| 2401 | 87.7881 | mcp-openmemorymcp · database | Enables Claude to remember conversations and learn over time by storing and recalling messages, memory abstracts, and recent history using a local… | 72 stars · 9 forks | No one-command install · Source | |
| 2403 | 87.7849 | panthermcp · observability | Integrates with Panther Labs' cybersecurity platform to enable security alert triage, data lake querying, detection rule management, and log source… | 47 stars · 21 forks | No one-command install · Source | |
| 2403 | 87.7849 | kukapay-crypto-sentiment-santimentmcp · observability | Delivers cryptocurrency sentiment analysis by leveraging Santiment's social media and news data, enabling traders to retrieve sentiment metrics… | 47 stars · 21 forks | No one-command install · Source | |
| 2405 | 87.7722 | tandemmcp · observability | Integrates with Tendem's AI + Human Agent platform to create, monitor, and manage tasks through their complete lifecycle, enabling delegation of work… | 102 stars · 6 forks | No one-command install · Source | |
| 2406 | 87.7657 | bunkerlab-net-mempalacemcp · ai-agents | Local-first memory palace for AI assistants with structured memories, knowledge graphs, and diary entries. | 61 stars · 12 forks | No one-command install · Source | |
| 2406 | 87.7657 | howardpen9-kimi-codemcp · other | Delegates bulk codebase analysis to Kimi K2.5's 256K context window, enabling architecture reviews, security audits, dependency mapping, and… | 61 stars · 12 forks | No one-command install · Source | |
| 2408 | 87.7628 | flomomcp · comms | Enables direct note-taking in Flomo through a simple markdown-to-webhook tool that captures thoughts, ideas, and research findings without manual… | 57 stars · 14 forks | No one-command install · Source | |
| 2409 | 87.7578 | temporal-mcp-servermcp · back-end | Enables AI assistants to manage Temporal workflows, schedules, and workflow executions through a standardized interface. | 55 stars · 15 forks | No one-command install · Source | |
| 2409 | 87.7578 | nihalxkumar-arch-mcpmcp · ai-agents | Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and… | 55 stars · 15 forks | No one-command install · Source | |
| 2409 | 87.7578 | williamcloudqi-matlabmcp · other | Integrates with MATLAB to execute code, generate scripts from natural language, and access documentation, enabling complex mathematical operations and… | 55 stars · 15 forks | No one-command install · Source | |
| 2412 | 87.7457 | steel-puppeteermcp · browser | Integrates Puppeteer with Steel SDK for browser automation, enabling complex web interactions and data extraction. | 52 stars · 17 forks | No one-command install · Source | |
| 2412 | 87.7457 | ifmelate-n8n-workflow-buildermcp · auth | Integrates with n8n workflow automation platform to enable natural language workflow creation, management, and deployment with encrypted credential… | 52 stars · 17 forks | No one-command install · Source | |
| 2414 | 87.7413 | jsonresume-enhancermcp · back-end | Enhances JSON Resumes with GitHub project information by analyzing codebases, fetching existing resumes, and intelligently updating profiles with… | 63 stars · 11 forks | No one-command install · Source | |
| 2414 | 87.7413 | rembermcp · other | Create flashcards and study/remember anything you care about with spaced repetition reviews on Rember. | 63 stars · 11 forks | No one-command install · Source | |
| 2416 | 87.7312 | talhaorak-taigamcp · other | Integrates with Taiga project management platform to enable direct control over projects, epics, user stories, tasks and issues without context… | 38 stars · 22 forks | No one-command install · Source | |
| 2417 | 87.7185 | impecablemee-gtm-pipelinemcp · back-end | MCP server for B2B go-to-market pipeline management with 45+ tools covering lead generation, Apollo, email campaigns, LinkedIn automation, and CRM. | 66 stars · 10 forks | No one-command install · Source | |
| 2417 | 87.7185 | cornmcpmcp · ai-agents | Enables AI coding agents to perform surgical code analysis, semantic memory, and quality enforcement via 18 specialized MCP tools, with a real-time… | 66 stars · 10 forks | No one-command install · Source | |
| 2417 | 87.7185 | lsd-so-lsdmcp · database | Enables querqying and analyzing web content using LSD SQL, a DSL for extracting structured data from websites in real-time. | 66 stars · 10 forks | No one-command install · Source | |
| 2420 | 87.7142 | beyondworks-ui-friendmcp · front-end | Provides live UI preview with hot reload, element inspection, responsive viewport switching, and multi-framework export. | 53 stars · 16 forks | No one-command install · Source | |
| 2420 | 87.7142 | phuc-nt-atlassianmcp · other | Integrates with Atlassian's Jira and Confluence to enable natural language interaction with project management tools, allowing users to read resources… | 53 stars · 16 forks | No one-command install · Source | |
| 2422 | 87.7064 | wyre-technology-ninjaonemcp · other | Connects AI assistants to NinjaOne device management with tools for managing devices, organizations, alerts, and service tickets. | 24 stars · 25 forks | No one-command install · Source | |
| 2423 | 87.6963 | discord-py-self-mcpmcp · back-end | Comprehensive Discord selfbot MCP server enabling AI assistants to manage messages, channels, voice, friends, threads, and more using a user token. | 58 stars · 13 forks | No one-command install · Source | |
| 2423 | 87.6963 | findata-mcp-servermcp · back-end | Provides professional financial data access for LLMs via MCP, supporting providers like Tushare, Wind, and DataYes. | 58 stars · 13 forks | No one-command install · Source | |
| 2425 | 87.6946 | gh-lofifren-picocalcmcp · other | Connect AI assistants to PicoCalc MicroPython hardware over USB. | 77 stars · 8 forks | No one-command install · Source | |
| 2425 | 87.6946 | roadmap-skillmcp · ai-agents | Enables AI agents and humans to collaboratively plan and manage tasks with a shared kanban and dependency graph, all stored locally. | 77 stars · 8 forks | No one-command install · Source | |
| 2427 | 87.6930 | imprvhub-spotifymcp · back-end | Provides a bridge to the Spotify API for controlling music playback, managing playlists, and getting personalized recommendations without leaving your… | 50 stars · 19 forks | No one-command install · Source | |
| 2427 | 87.6930 | adhikasp-youtube-transcriptmcp · other | Fetch and analyze YouTube video transcripts. | 50 stars · 19 forks | No one-command install · Source | |
| 2429 | 87.6917 | devshero-search-scrapemcp · browser | Combines SearXNG federated search with Rust-native content extraction to provide privacy-focused web search and intelligent scraping across multiple… | 71 stars · 9 forks | No one-command install · Source | |
| 2429 | 87.6917 | andeya-ide-relaymcp · ai-agents | Provides a native desktop feedback window for pausing AI agent requests and collecting human input. | 71 stars · 9 forks | No one-command install · Source | |
| 2431 | 87.6892 | jakobwennberg-fortnoxmcp · payments | Integrates with the Fortnox Swedish accounting system for managing invoices, customers, suppliers, orders, accounts, vouchers, and business… | 37 stars · 22 forks | No one-command install · Source | |
| 2432 | 87.6792 | jasperket-clankimcp · other | Integrates with Anki flashcards to provide card creation and deck management capabilities. | 44 stars · 21 forks | No one-command install · Source | |
| 2433 | 87.6726 | bintocher-supersetmcp · database | Comprehensive Apache Superset integration with 128+ tools for dashboards, charts, datasets, SQL Lab, security management, and access control… | 56 stars · 14 forks | No one-command install · Source | |
| 2433 | 87.6726 | blender-ai-mcpmcp · back-end | Enables AI assistants to control Blender 3D modeling software through a stable, goal-oriented tool API for safer and more reliable 3D scene… | 56 stars · 14 forks | No one-command install · Source | |
| 2435 | 87.6612 | origin-mcpmcp · other | Enables AI assistants to control Origin/OriginPro on Windows, including data import, worksheet editing, graphing, analysis, and figure export. | 85 stars · 7 forks | No one-command install · Source | |
| 2436 | 87.6552 | alec2435-python-localmcp · back-end | Provides an interactive Python REPL environment for executing code within conversations, maintaining separate state for each session and supporting… | 54 stars · 15 forks | No one-command install · Source | |
| 2437 | 87.6508 | bitbucketmcp · back-end | Integrates with Bitbucket Cloud and Server APIs to manage pull request workflows including creation, updates, merging, branch management, code review… | 27 stars · 24 forks | No one-command install · Source | |
| 2438 | 87.6480 | brianellin-bskymcp · back-end | Bridges Claude with the Bluesky social network, enabling timeline browsing, post creation, content searching, and follow management through… | 49 stars · 20 forks | No one-command install · Source | |
| 2439 | 87.6457 | glenngillen-mcpmcp-servermcp · back-end | A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow. | 36 stars · 22 forks | No one-command install · Source | |
| 2440 | 87.6294 | codescenemcp · other | Code Health analysis and technical debt management | 62 stars · 11 forks | No one-command install · Source | |
| 2441 | 87.6261 | ms-365-21v-mcp-servermcp · auth | Enables MCP-enabled AI clients to access Microsoft 365 operated by 21Vianet (China) through Microsoft Graph, supporting email, calendar, OneDrive… | 99 stars · 6 forks | No one-command install · Source | |
| 2442 | 87.6147 | alibabacloud-dmsmcp · back-end | Integrates with Alibaba Cloud's Data Management Service (DMS) API to provide unified metadata access and cross-engine data querying across diverse… | 52 stars · 16 forks | No one-command install · Source | |
| 2443 | 87.6114 | hitkeepmcp · back-end | Read-only MCP server for aggregate HitKeep analytics and official documentation, including traffic, events, goals, funnels, ecommerce, Search Console… | 84 stars · 7 forks | No one-command install · Source | |
| 2443 | 87.6114 | nautexmcp · ai-agents | Integrates Nautex AI's specification and planning tool with coding agents to manage requirements, tasks, and code generation in small, testable steps. | 84 stars · 7 forks | No one-command install · Source | |
| 2445 | 87.6016 | pypsa-mcpmcp · back-end | PyPSA MCP is a Model Context Protocol (MCP) server for creating, analyzing, and optimizing energy system models using PyPSA (Python for Power System… | 70 stars · 9 forks | No one-command install · Source | |
| 2445 | 87.6016 | chriscarrollsmith-taskqueuemcp · ai-agents | Structured task management system that breaks down complex projects into manageable tasks with progress tracking, user approval checkpoints, and… | 70 stars · 9 forks | No one-command install · Source | |
| 2447 | 87.5996 | shinzo-labs-coinmarketcapmcp · back-end | Integrates with CoinMarketCap API to provide tiered access to cryptocurrency market data, exchange information, and blockchain metrics for financial… | 51 stars · 17 forks | No one-command install · Source | |
| 2448 | 87.5907 | crazyrabbitltc-etherscan-toolsmcp · back-end | Integrates with Etherscan's API to provide Ethereum blockchain data tools for balance checking, transaction tracking, and smart contract analysis. | 30 stars · 23 forks | No one-command install · Source | |
| 2449 | 87.5843 | agentloopmcp · ai-agents | MCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across… | 57 stars · 13 forks | No one-command install · Source | |
| 2450 | 87.5782 | worldnine-scrapboxmcp · comms | Integrates with Scrapbox to enable reading and writing pages for knowledge management, collaborative note-taking, and chatbot applications. | 50 stars · 18 forks | No one-command install · Source | |
| 2451 | 87.5704 | datastax-astra-dbmcp · search | Integrates with Astra DB, enabling cloud-native database operations for scalable data storage and retrieval in AI applications. | 41 stars · 21 forks | No one-command install · Source | |
| 2452 | 87.5672 | jasondsmith72-connectwise-manage-apimcp · database | Bridges Claude with the ConnectWise Manage API through a SQLite database built from API definitions, enabling natural language search, categorized… | 18 stars · 27 forks | No one-command install · Source | |
| 2453 | 87.5670 | mcp-googlemcp · auth | Exposes 25 tools for Claude Code across Gmail, Calendar, Drive, Docs, Sheets, and Slides. Supports multi-account, local-first, encrypted OAuth tokens. | 98 stars · 6 forks | No one-command install · Source | |
| 2454 | 87.5668 | nim444-android-uiautomator2mcp · front-end | Provides a bridge between Android devices and automation tools for controlling apps, interacting with UI elements, and capturing screenshots through… | 59 stars · 12 forks | No one-command install · Source | |
| 2454 | 87.5668 | mono-banking-mcp-servermcp · back-end | Enables AI assistants to perform Nigerian banking operations including account management, payments, and identity verification through the Mono Open… | 59 stars · 12 forks | No one-command install · Source | |
| 2456 | 87.5619 | google-apps-scriptmcp · auth | Integrates with Google Apps Script API through 17 specialized tools for project management, deployment operations, content updates, version control… | 53 stars · 15 forks | No one-command install · Source | |
| 2457 | 87.5609 | figma-context-mcp-cachedmcp · front-end | Enables interaction with Figma design files with local caching to reduce API requests and rate limits, allowing faster and more reliable retrieval of… | 75 stars · 8 forks | No one-command install · Source | |
| 2458 | 87.5570 | gerrit-mcp-server-2mcp · back-end | Enables interaction with Gerrit code review system via REST API, allowing language models to query changes, retrieve details, and manage reviews. | 20 stars · 26 forks | No one-command install · Source | |
| 2459 | 87.5408 | crazyrabbitltc-code-reviewmcp · ai-agents | Enables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code for security, performance… | 34 stars · 22 forks | No one-command install · Source | |
| 2460 | 87.5407 | veyraxmcp · back-end | Integrates with Veyrax's API to enable access to specialized AI capabilities and data services, utilizing TypeScript and Node.js for seamless… | 49 stars · 19 forks | No one-command install · Source | |
| 2461 | 87.5399 | hexismcp · back-end | A git-backed MCP server that centrally manages AI agent skills, tools, and knowledge with role-based access, change requests, and a remote OAuth 2.1… | 83 stars · 7 forks | No one-command install · Source | |
| 2462 | 87.5382 | archhub-mcpmcp · other | Enables natural language access to 11 Korean building data tools including building registers, permits, comprehensive profiles with zoning, floor… | 64 stars · 10 forks | No one-command install · Source | |
| 2462 | 87.5382 | shotgrid-mcp-servermcp · back-end | Enables AI assistants to interact with Autodesk ShotGrid (Flow Production Tracking) for production tracking workflows. Provides 40+ tools for CRUD… | 64 stars · 10 forks | No one-command install · Source | |
| 2462 | 87.5382 | aitytech-memorymcp · database | Provides persistent memory capabilities for coding assistants by automatically capturing tool usage, decisions, and patterns across sessions in a… | 64 stars · 10 forks | No one-command install · Source | |
| 2462 | 87.5382 | iron-manus-mcpmcp · ai-agents | Enables AI workflow orchestration with an 8-phase process, task delegation via Todos, and role-based agent specialization for complex multi-step… | 64 stars · 10 forks | No one-command install · Source | |
| 2462 | 87.5382 | nexgene-civic-oncologymcp · back-end | Connects to the CIViC GraphQL API for precision oncology research, enabling flexible searches across diseases, therapies, molecular profiles, and… | 64 stars · 10 forks | No one-command install · Source | |
| 2467 | 87.5297 | monsterxx03-gospymcp · ai-agents | Inspects and analyzes running Go processes by directly reading memory on Linux and macOS systems, providing deep visibility into goroutine states… | 97 stars · 6 forks | No one-command install · Source | |
| 2468 | 87.4832 | ankimcpmcp · back-end | Anki addon that exposes your flashcard collection to AI assistants via a local MCP server. | 74 stars · 8 forks | No one-command install · Source | |
| 2469 | 87.4826 | apache-iotdbmcp · database | Connects to Apache IoTDB time-series databases for executing queries, listing tables, and describing schemas through a secure Python-based interface. | 39 stars · 21 forks | No one-command install · Source | |
| 2470 | 87.4704 | minimax-search-mcp-servermcp · ai-agents | MCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM. | 58 stars · 12 forks | No one-command install · Source | |
| 2471 | 87.4624 | microsoft-mcp-server-for-enterprisemcp · back-end | Enables AI agents to query Microsoft Entra data using natural language, converting requests into Microsoft Graph API calls for read-only enterprise IT… | 52 stars · 15 forks | No one-command install · Source | |
| 2471 | 87.4624 | raveenb-fal-mcp-servermcp · back-end | Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop | 52 stars · 15 forks | No one-command install · Source | |
| 2471 | 87.4624 | infatoshi-xmcp · back-end | Full X API access for posting, searching, reading, engagement, media upload, and analytics. | 52 stars · 15 forks | No one-command install · Source | |
| 2471 | 87.4624 | alejandroballesteros-document-operationsmcp · other | Enables document operations on Microsoft Word, Excel, and PDF files through FastMCP and Python tools for creating, editing, converting, and… | 52 stars · 15 forks | No one-command install · Source | |
| 2471 | 87.4624 | dynamo-mcpmcp · other | Exposes cookiecutter templates through MCP, enabling discovery, registration, management, and project generation from templates. | 52 stars · 15 forks | No one-command install · Source | |
| 2471 | 87.4624 | based-h-10-deepseek-reasonermcp · other | Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, research assistance, and decision support capabilities. | 52 stars · 15 forks | No one-command install · Source | |
| 2477 | 87.4617 | token-enhancermcp · ai-agents | A local MCP proxy that strips web pages to clean text, reducing token usage for AI agents by up to 99.6%. | 68 stars · 9 forks | No one-command install · Source | |
| 2477 | 87.4617 | allenporter-home-assistantmcp · other | Interact with Home Assistant for querying and controlling smart home devices. | 68 stars · 9 forks | No one-command install · Source | |
| 2479 | 87.4505 | arpitbatra123-googletasksmcp · back-end | Integrates with Google Tasks API to enable direct task management, including creating, updating, organizing, and completing tasks through… | 48 stars · 19 forks | No one-command install · Source | |
| 2480 | 87.4467 | visual-ui-debug-agent-mcpmcp · browser | An MCP server that enables AI agents to autonomously test, debug, and analyze web interfaces visually using Playwright, with 30 tools for screenshots… | 81 stars · 7 forks | No one-command install · Source | |
| 2481 | 87.4418 | jsdelivr-globalpingmcp · devops | Provides global network diagnostics through Cloudflare Workers, enabling engineers to run tests like ping, traceroute, and HTTP requests from… | 63 stars · 10 forks | No one-command install · Source | |
| 2482 | 87.4367 | last9-observabilitymcp · observability | Integrates with Last9's observability platform to enable exception retrieval and service dependency analysis for efficient troubleshooting within… | 60 stars · 11 forks | No one-command install · Source | |
| 2482 | 87.4367 | recraft-aimcp · back-end | Integrates with Recraft's image generation API to create and edit raster and vector images, apply custom styles, manipulate backgrounds, upscale… | 60 stars · 11 forks | No one-command install · Source | |
| 2482 | 87.4367 | wenxiaowendy-whereaboutsmcp · ai-agents | Provides spatial location awareness to AI agents by processing GPS and battery data from iOS Shortcuts into stays and movements. | 60 stars · 11 forks | No one-command install · Source | |
| 2482 | 87.4367 | snowfort-choreographmcp · browser | Automates web browsers and Electron desktop applications using Playwright with support for Chromium, Firefox, and WebKit, enabling clicking, typing… | 60 stars · 11 forks | No one-command install · Source | |
| 2482 | 87.4367 | kunallunia-twitter-mcpmcp · back-end | All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging… | 60 stars · 11 forks | No one-command install · Source | |
| 2487 | 87.4259 | rapiercraft-perplexity-cometmcp · search | Bridges Claude Code with Perplexity's Comet browser for autonomous web browsing and research tasks, enabling delegation of web browsing, data… | 49 stars · 18 forks | No one-command install · Source | |
| 2488 | 87.4156 | qpd-v-telegram-communicatormcp · comms | Enables real-time communication with Telegram users via bots, supporting asynchronous messaging and secure chat interactions. | 47 stars · 20 forks | No one-command install · Source | |
| 2489 | 87.4009 | openrouter-deep-researchmcp · ai-agents | Orchestrates multi-agent research by breaking complex queries into specialized sub-questions, distributing them across different models, and… | 55 stars · 13 forks | No one-command install · Source | |
| 2489 | 87.4009 | garoth-wolframalpha-llmmcp · back-end | Integrates with WolframAlpha's LLM API to enable complex mathematical and scientific queries, offering tools for asking questions and getting… | 55 stars · 13 forks | No one-command install · Source | |
| 2491 | 87.3835 | paystack-mcp-servermcp · back-end | Enables AI assistants to interact with the full range of Paystack APIs, allowing operations like transaction management, customer creation, and… | 53 stars · 14 forks | No one-command install · Source | |
| 2491 | 87.3835 | mcp-server-chart-miniomcp · back-end | 基于 NestJS 的图表生成服务，集成 MinIO 对象存储，支持 22+ 种图表类型的服务器端渲染。 | 53 stars · 14 forks | No one-command install · Source | |
| 2493 | 87.3729 | jayarrowz-osrs-wikimcp · search | Provides tools for accessing Old School RuneScape game data through wiki searches and structured file queries with pagination support | 31 stars · 22 forks | No one-command install · Source | |
| 2494 | 87.3585 | srclight-srclightmcp · database | Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid… | 57 stars · 12 forks | No one-command install · Source | |
| 2494 | 87.3585 | guillochon-mlb-statsmcp · observability | Integrates with MLB Stats API and pybaseball to provide real-time baseball statistics, game schedules, player data including sabermetrics, team… | 57 stars · 12 forks | No one-command install · Source | |
| 2494 | 87.3585 | dcatfly-wechat-channelmcp · comms | Bidirectional messaging between WeChat and Claude Code via Channel plugin. | 57 stars · 12 forks | No one-command install · Source | |
| 2497 | 87.3464 | okfymcp · search | Enables AI agents to search, read, and traverse documentation bundles in Open Knowledge Format via MCP tools. | 72 stars · 8 forks | No one-command install · Source | |
| 2497 | 87.3464 | yepcode-secure-executionmcp · ai-agents | Enables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run… | 45 stars · 20 forks | No one-command install · Source | |
| 2497 | 87.3464 | django-mcpmcp · back-end | Integrates MCP tool hosting into Django applications, enabling easy definition and serving of MCP tools, resources, and prompts via ASGI with support… | 72 stars · 8 forks | No one-command install · Source | |
| 2500 | 87.3404 | n24q02m-code-review-graphmcp · database | Knowledge graph for token-efficient code reviews with fixed search, configurable embeddings, and qualified call resolution. | 66 stars · 9 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.