Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | 87.9299 | mxcpmcp · other | Enterprise-grade MCP framework for building production-ready AI tools with data quality, security, audit trails, and comprehensive testing. | 69 stars · 10 forks | No one-command install · Source | |
| 2702 | 87.9279 | escapeboy-agent-fleet-omcp · back-end | AI Agent Mission Control with 200+ MCP tools. Manage agents, experiments, workflows, crews, skills, and more via stdio + HTTP/SSE. Self-hosted… | 65 stars · 11 forks | No one-command install · Source | |
| 2702 | 87.9279 | scottcjn-iotamcp · other | Provides 20 tools for IOTA blockchain interaction including wallet management, Move smart contract development, and on-chain queries with… | 65 stars · 11 forks | No one-command install · Source | |
| 2702 | 87.9279 | mcp-supermercados-clmcp · search | Enables searching products, comparing prices, and building optimal shopping lists across major Chilean supermarkets, using your local machine to… | 65 stars · 11 forks | No one-command install · Source | |
| 2705 | 87.9249 | gh-ralfbecher-orionbelt-semantic-layermcp · back-end | API-first semantic layer compiling YAML models into dialect-specific SQL. | 74 stars · 9 forks | No one-command install · Source | |
| 2706 | 87.9100 | snyk-studio-mcpmcp · ai-agents | Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs. | 55 stars · 16 forks | No one-command install · Source | |
| 2706 | 87.9100 | msftnadavbh-azure-pricingmcp · back-end | Integrates with Microsoft Azure's retail pricing API to provide real-time price searching, regional comparisons, cost estimation, SKU discovery, and… | 55 stars · 16 forks | No one-command install · Source | |
| 2706 | 87.9100 | dazeb-markdown-downloadermcp · other | Downloads and processes Markdown content from URLs, enabling tasks like content aggregation, documentation management, and text analysis. | 55 stars · 16 forks | No one-command install · Source | |
| 2709 | 87.8934 | tonypan2-minesweepermcp · back-end | Enables Claude to play Minesweeper through a bridge that translates game actions into API calls and returns game states as images for visual… | 106 stars · 6 forks | No one-command install · Source | |
| 2710 | 87.8921 | csfd-api-mcp-servermcp · back-end | Enables LLMs to query movie details, search, creator info, user ratings, and reviews from the Czech-Slovak Film Database (CSFD.CZ) via the Model… | 60 stars · 13 forks | No one-command install · Source | |
| 2710 | 87.8921 | ifc-bonsai-mcpmcp · back-end | An MCP server that connects AI language models with the Bonsai Blender add-on to read, create, and edit IFC models through high-level tool calls. | 60 stars · 13 forks | No one-command install · Source | |
| 2712 | 87.8842 | rimsagemcp · search | Search and browse RimWorld source code, definitions, and C# symbols via MCP tools. | 80 stars · 8 forks | No one-command install · Source | |
| 2712 | 87.8842 | zillow-auto-mobilemcp · front-end | Enables mobile device automation through Android Debug Bridge and iOS Device Bridge for app testing, UI interaction, screenshot capture, and test code… | 80 stars · 8 forks | No one-command install · Source | |
| 2714 | 87.8747 | crawlbase-mcpmcp · back-end | A Model Context Protocol server that enables AI agents to fetch live web content with JavaScript rendering, proxy rotation, and anti-bot evasion. | 58 stars · 14 forks | No one-command install · Source | |
| 2715 | 87.8695 | legal-mcpmcp · database | Enables AI assistants to search and analyze German legal texts using vector embeddings and semantic search. | 90 stars · 7 forks | No one-command install · Source | |
| 2716 | 87.8642 | robertn702-sunsamamcp · back-end | Integrates Sunsama's task management and daily planning capabilities, enabling AI assistants to create, manage, and organize tasks through the Sunsama… | 52 stars · 18 forks | No one-command install · Source | |
| 2716 | 87.8642 | kukapay-crypto-feargreedmcp · back-end | Provides real-time and historical cryptocurrency market sentiment data through the Fear & Greed Index API for analyzing market psychology and… | 52 stars · 18 forks | No one-command install · Source | |
| 2718 | 87.8634 | iowarp-clio-adiosmcp · other | Scientific data analysis for ADIOS2 BP5 files with metadata extraction and variable inspection. | 26 stars · 25 forks | No one-command install · Source | |
| 2719 | 87.8592 | homeassistant-mcpmcp · other | Enables AI assistants to control Home Assistant devices and services through the Model Context Protocol. | 105 stars · 6 forks | No one-command install · Source | |
| 2720 | 87.8590 | jovanipink-browser-usemcp · browser | Integrates browser automation with natural language commands for web scraping, form filling, and visual interaction tasks. | 62 stars · 12 forks | No one-command install · Source | |
| 2720 | 87.8590 | mcp-codebase-indexmcp · search | A structural codebase indexer that exposes 18 tools via the Model Context Protocol for AI-assisted code navigation, enabling efficient querying of… | 62 stars · 12 forks | No one-command install · Source | |
| 2720 | 87.8590 | arindam200-devtomcp · search | Provides a bridge between Dev.to content and conversational interfaces, enabling article discovery, search, and publishing capabilities with… | 62 stars · 12 forks | No one-command install · Source | |
| 2723 | 87.8511 | justasmonkev-accessibility-scannermcp · browser | Integrates Axe Core with Playwright to perform automated web accessibility testing, enabling continuous integration, compliance auditing, and… | 56 stars · 15 forks | No one-command install · Source | |
| 2723 | 87.8511 | rtuin-mermaid-validatormcp · other | Validates and renders Mermaid diagrams as SVG images, providing detailed error messages for invalid syntax to enhance visualization capabilities… | 56 stars · 15 forks | No one-command install · Source | |
| 2723 | 87.8511 | haltakov-meme-generator-imgflipmcp · back-end | Enables meme generation through the ImgFlip API with a single tool that accepts template ID and text placeholder parameters for creating custom memes… | 56 stars · 15 forks | No one-command install · Source | |
| 2726 | 87.8479 | analyticace-binancemcp · observability | Integrates with Binance cryptocurrency exchange to provide real-time market data, account management, trading operations, and transaction history… | 49 stars · 21 forks | No one-command install · Source | |
| 2727 | 87.8398 | debugg-ai-e2e-testingmcp · back-end | Provides zero-configuration end-to-end testing for web applications by creating secure tunnels to local development servers and spawning testing… | 68 stars · 10 forks | No one-command install · Source | |
| 2727 | 87.8398 | bitwig-mcp-servermcp · ai-agents | An MCP server that enables AI-powered music production by allowing Claude to control Bitwig Studio, including transport, mixer, and device controls. | 68 stars · 10 forks | No one-command install · Source | |
| 2729 | 87.8377 | io-github-26zl-cybersec-toolkitmcp · github-vcs | Enables MCP-capable clients to query the tool registry, check install status, get tool recommendations for CTF or bug-bounty work, and run installed… | 64 stars · 11 forks | No one-command install · Source | |
| 2729 | 87.8377 | toonify-mcpmcp · observability | Context compression plugin for Claude Code that automatically trims large tool outputs like JSON, CSV, and stack traces to save context window space. | 64 stars · 11 forks | No one-command install · Source | |
| 2729 | 87.8377 | claude-thread-continuitymcp · back-end | Automatically saves and restores project state when Claude threads hit token limits, ensuring seamless conversation continuity and preventing project… | 64 stars · 11 forks | No one-command install · Source | |
| 2732 | 87.8253 | twolven-stockscreenmcp · other | Integrates with Yahoo Finance to provide advanced stock screening and analysis capabilities for technical, fundamental, and options-based trading… | 48 stars · 21 forks | No one-command install · Source | |
| 2732 | 87.8253 | davidfuchs-uptime-kumamcp · observabilityalso listed as mcp-uptime-kuma | Monitor uptime and performance metrics for websites and services | 48 stars · 21 forks | No one-command install · Source | |
| 2735 | 87.8151 | pjemcp · observability | Integrates with Brazil's PJE electronic court system to enable secure access to legal case data, document retrieval, and court process monitoring for… | 40 stars · 22 forks | No one-command install · Source | |
| 2735 | 87.8151 | lkm1developer-apollo-iomcp · back-end | Integrates with Apollo.io's API to enable access to sales intelligence data, including contact enrichment, company information, and job listings for… | 40 stars · 22 forks | No one-command install · Source | |
| 2737 | 87.8074 | groq-compound-mcp-servermcp · back-end | Enables interaction with Groq models, including compound models, through tools for asking questions with real-time information and code execution. | 54 stars · 16 forks | No one-command install · Source | |
| 2738 | 87.8003 | gh-es617-obsidian-syncmcp · other | Access Obsidian vaults via filesystem or CouchDB with Self-hosted LiveSync support. | 50 stars · 20 forks | No one-command install · Source | |
| 2739 | 87.7917 | code-graph-mcpmcp · back-end | MCP server for comprehensive code analysis, navigation, and quality assessment across 25+ programming languages. | 88 stars · 7 forks | No one-command install · Source | |
| 2740 | 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 | |
| 2740 | 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 | |
| 2742 | 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 | |
| 2742 | 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 | |
| 2744 | 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 | |
| 2745 | 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 | |
| 2745 | 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 | |
| 2747 | 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 | |
| 2748 | 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 | |
| 2748 | 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 | |
| 2748 | 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 | |
| 2751 | 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 | |
| 2751 | 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 | |
| 2753 | 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 | |
| 2753 | 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 | |
| 2755 | 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 | |
| 2756 | 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 | |
| 2756 | 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 | |
| 2756 | 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 | |
| 2759 | 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 | |
| 2759 | 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 | |
| 2761 | 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 | |
| 2762 | 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 | |
| 2762 | 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 | |
| 2764 | 87.6946 | gh-lofifren-picocalcmcp · other | Connect AI assistants to PicoCalc MicroPython hardware over USB. | 77 stars · 8 forks | No one-command install · Source | |
| 2764 | 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 | |
| 2766 | 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 | |
| 2766 | 87.6930 | adhikasp-youtube-transcriptmcp · other | Fetch and analyze YouTube video transcripts. | 50 stars · 19 forks | No one-command install · Source | |
| 2768 | 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 | |
| 2768 | 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 | |
| 2770 | 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 | |
| 2771 | 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 | |
| 2772 | 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 | |
| 2772 | 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 | |
| 2774 | 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 | |
| 2775 | 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 | |
| 2776 | 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 | |
| 2777 | 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 | |
| 2778 | 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 | |
| 2779 | 87.6294 | codescenemcp · other | Code Health analysis and technical debt management | 62 stars · 11 forks | No one-command install · Source | |
| 2780 | 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 | |
| 2781 | 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 | |
| 2782 | 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 | |
| 2782 | 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 | |
| 2784 | 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 | |
| 2784 | 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 | |
| 2786 | 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 | |
| 2787 | 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 | |
| 2788 | 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 | |
| 2789 | 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 | |
| 2790 | 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 | |
| 2791 | 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 | |
| 2792 | 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 | |
| 2793 | 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 | |
| 2793 | 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 | |
| 2795 | 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 | |
| 2796 | 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 | |
| 2797 | 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 | |
| 2798 | 87.5454 | vestauthidentity · auth | Use when an agent needs to authenticate as itself to services, without you hand-rolling keys and rotation. | 166 stars · 4 forks | No one-command install · Source | |
| 2799 | 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 | |
| 2800 | 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 |
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.