Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 86.0665 | github-actionsmcp · devops | Enables management of GitHub Actions workflows with tools for listing, viewing, triggering, canceling, and rerunning workflows, along with detailed… | 41 stars · 16 forks | No one-command install · Source | |
| 2804 | 86.0646 | io-github-unmateria-msaccess-databasemcp · database | Gives AI assistants full control over Microsoft Access databases, enabling creation and management of forms, VBA, tables, queries, and more through… | 50 stars · 10 forks | No one-command install · Source | |
| 2805 | 86.0541 | tynan-daly-python-replmcp · other | Provides a persistent Python execution environment for interactive code development, data analysis, and rapid prototyping. | 42 stars · 15 forks | No one-command install · Source | |
| 2805 | 86.0541 | aistormcp · other | Interact with MinIO AIStor object stores. | 42 stars · 15 forks | No one-command install · Source | |
| 2807 | 86.0465 | tuna1999-dnspymcp · ai-agents | Exposes dnSpy .NET decompilation and analysis capabilities to AI agents via 28 MCP tools. | 46 stars · 12 forks | No one-command install · Source | |
| 2807 | 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 | |
| 2807 | 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 | |
| 2810 | 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 | |
| 2810 | 86.0437 | starwind-uimcp · front-end | Bridges AI assistants with the Starwind UI component library, enabling package detection, project initialization, component installation, and… | 35 stars · 18 forks | No one-command install · Source | |
| 2812 | 86.0275 | brightbeamai-chap-coordinator-mcpmcp · ai-agents | Auditable records of human decisions over AI agent work. Approvals, edits, overrides, escalations. | 80 stars · 5 forks | No one-command install · Source | |
| 2812 | 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 | |
| 2812 | 86.0275 | procmon-mcpmcp · observability | An MCP server that provides AI assistants with real-time access to Windows internals including processes, kernel traces, event logs, services… | 80 stars · 5 forks | No one-command install · Source | |
| 2815 | 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 | |
| 2815 | 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 | |
| 2817 | 85.9985 | pazuzu1w-ubuntu-system-controlmcp · observability | Provides secure Ubuntu system control with safe file operations, command execution, and system information gathering through configurable security… | 40 stars · 17 forks | No one-command install · Source | |
| 2817 | 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 | |
| 2819 | 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 | |
| 2820 | 85.9926 | chatspatialmcp · comms | Enables natural language-driven spatial transcriptomics analysis with support for multiple analytical methods and platforms. | 44 stars · 13 forks | No one-command install · Source | |
| 2820 | 85.9926 | procreations-official-second-opinionmcp · ai-agents | Enables getting second opinions from multiple AI models across OpenAI, Google Gemini, xAI Grok, and Anthropic Claude platforms with conversation… | 44 stars · 13 forks | No one-command install · Source | |
| 2820 | 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 | |
| 2820 | 85.9926 | blazickjp-web-browsermcp · browser | Integrates web browsing capabilities for realtime data retrieval, content extraction, and task automation using popular Python libraries. | 44 stars · 13 forks | No one-command install · Source | |
| 2820 | 85.9926 | atharvagupta2003-stripemcp · payments | Integrates with Stripe's payment processing API to enable transaction processing, customer management, and subscription handling for financial… | 44 stars · 13 forks | No one-command install · Source | |
| 2825 | 85.9885 | rampmcp · database | Provides a bridge to Ramp's Developer API, enabling financial data analysis through an ephemeral SQLite database that loads corporate transactions… | 34 stars · 18 forks | No one-command install · Source | |
| 2826 | 85.9846 | wandbmcp · observability | Integrates with Weights & Biases machine learning platform for querying Weave traces and evaluations, retrieving experiment data, creating reports… | 69 stars · 6 forks | No one-command install · Source | |
| 2827 | 85.9726 | srijanshukla18-xraymcp · other | Progressive code intelligence and navigation capabilities for AI assistants through structural code analysis using ast-grep | 52 stars · 9 forks | No one-command install · Source | |
| 2827 | 85.9726 | henilcalagiya-apple-notesmcp · other | Full CRUD operations for Apple Notes using AppleScript automation | 52 stars · 9 forks | No one-command install · Source | |
| 2829 | 85.9600 | ravenwits-arangodbmcp · other | Integrates with ArangoDB to enable querying, insertion, updating, and deletion of documents using parameterized AQL queries for flexible data… | 47 stars · 11 forks | No one-command install · Source | |
| 2829 | 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 | |
| 2829 | 85.9600 | xinkuang-china-stockmcp · other | Integrates with Chinese stock markets through akshare library to provide real-time quotes, historical prices, financial statements, and market… | 47 stars · 11 forks | No one-command install · Source | |
| 2829 | 85.9600 | augmented-nature-pubchemmcp · database | Integrates with PubChem chemical database to provide compound search, structure analysis, property calculation, bioassay data, safety information, and… | 47 stars · 11 forks | No one-command install · Source | |
| 2829 | 85.9600 | rust-docsmcp · search | Fetches and returns Rust crate documentation from docs.rs, providing essential context for working with Rust code. | 47 stars · 11 forks | No one-command install · Source | |
| 2829 | 85.9600 | trafflux-pdf-readermcp · search | Integrates with PyPDF2 to enable efficient text extraction and information retrieval from PDF documents for various applications. | 47 stars · 11 forks | No one-command install · Source | |
| 2835 | 85.9417 | aivenmcp · database | Provides direct access to Aiven's cloud database and messaging services, enabling management of PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch… | 26 stars · 19 forks | No one-command install · Source | |
| 2835 | 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 | |
| 2835 | 85.9417 | deciduus-google-calendarmcp · other | Integrates with Google Calendar to enable direct calendar management, event operations, and advanced scheduling features like free/busy queries and… | 26 stars · 19 forks | No one-command install · Source | |
| 2838 | 85.9404 | logclawmcp · observability | AI-powered log intelligence with real-time anomaly detection and incident ticketing. | 79 stars · 5 forks | No one-command install · Source | |
| 2839 | 85.9202 | nakaokarei-swift-autoguimcp · other | Enables precise control of macOS through mouse movements, clicks, and scrolling via SwiftAutoGUI, allowing direct manipulation of the macOS interface… | 61 stars · 7 forks | No one-command install · Source | |
| 2839 | 85.9202 | servicegraphmcp · search | Searchable directory of 100,000+ US professional-services firms. | 61 stars · 7 forks | No one-command install · Source | |
| 2839 | 85.9202 | kollektiv-document-managementmcp · auth | Enables AI to search and analyze user-uploaded documents through Kollektiv's document management system with secure OAuth authentication and natural… | 61 stars · 7 forks | No one-command install · Source | |
| 2842 | 85.9194 | inkdropapp-inkdropmcp · search | Integrates with Inkdrop's note-taking application to enable searching, reading, creating, and updating Markdown notes directly within conversations… | 56 stars · 8 forks | No one-command install · Source | |
| 2843 | 85.9142 | dollhousemcp · github-vcs | Enables dynamic persona management from markdown files with local creation, GitHub marketplace integration, and behavioral switching capabilities for… | 41 stars · 15 forks | No one-command install · Source | |
| 2843 | 85.9142 | lishenxydlgzs-aws-athenamcp · database | Integrates with AWS SDK to execute SQL queries against Athena databases, enabling large-scale data analysis and business intelligence for AWS data… | 41 stars · 15 forks | No one-command install · Source | |
| 2843 | 85.9142 | privetin-chromamcp · search | Integrates ChromaDB vector database capabilities for efficient semantic document search, storage, and retrieval in natural language processing and… | 41 stars · 15 forks | No one-command install · Source | |
| 2846 | 85.9133 | gh-mrmike-android-source-explorermcp · other | Explore AOSP framework internals and Jetpack library source code with on-demand access to actual Android source files. | 100 stars · 4 forks | No one-command install · Source | |
| 2847 | 85.9129 | szeider-dblpmcp · database | Integrates with the DBLP computer science bibliography database to enable searching publications, processing citations, generating BibTeX entries, and… | 45 stars · 12 forks | No one-command install · Source | |
| 2847 | 85.9129 | joern-code-analysismcp · other | Integrates with Joern's code analysis capabilities to enable static code analysis, vulnerability identification, and code structure understanding… | 45 stars · 12 forks | No one-command install · Source | |
| 2849 | 85.9123 | phialsbasement-nmap-scannermcp · other | Integrates NMAP to enable network scanning, security assessments, and automated penetration testing on Windows systems. | 49 stars · 10 forks | No one-command install · Source | |
| 2849 | 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 | |
| 2851 | 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 | |
| 2852 | 85.8675 | kunihiro-google-patentsmcp · search | Search Google Patents using the SerpAPI. | 40 stars · 16 forks | No one-command install · Source | |
| 2853 | 85.8462 | falkordb-graphmcp · database | Enables natural language querying of graph databases by translating requests into FalkorDB queries for analyzing relationships in knowledge graphs… | 39 stars · 17 forks | No one-command install · Source | |
| 2854 | 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 | |
| 2855 | 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 | |
| 2855 | 85.8264 | mac-developer-bridgemcp · ai-agents | Local macOS MCP bridge that gives ChatGPT shell, unrestricted filesystem access, real PTY sessions, background jobs, and read-only stored Codex… | 51 stars · 9 forks | No one-command install · Source | |
| 2855 | 85.8264 | priyankark-a11ymcp · ai-agents | Perform accessibility audits on webpages using axe-core. Use the results in an agentic loop with your favorite AI assistants (Cline/Cursor/GH Copilot)… | 51 stars · 9 forks | No one-command install · Source | |
| 2855 | 85.8264 | illegal-instruction-co-processhackermcp · ai-agents | Windows runtime process analysis and memory inspection with plugin-based architecture for process enumeration, memory operations, and thread control. | 51 stars · 9 forks | No one-command install · Source | |
| 2855 | 85.8264 | opensvm-zigmcp · other | Integrates with Zig tooling to provide code optimization, analysis, and generation capabilities for efficient Zig development. | 51 stars · 9 forks | No one-command install · Source | |
| 2855 | 85.8264 | narasimhaponnada-mermaid-mcpmcp · front-end | AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture… | 51 stars · 9 forks | No one-command install · Source | |
| 2855 | 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 | |
| 2855 | 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 | |
| 2863 | 85.8262 | roam-mcpmcp · ai-agents | MCP server for Roam Research that enables AI assistants like Claude and Cursor to read, write, search, and query your Roam graph with full write… | 55 stars · 8 forks | No one-command install · Source | |
| 2863 | 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 | |
| 2865 | 85.8221 | google-flow-browser-mcpmcp · browser | Controls Google Flow for image and video generation from an AI agent. Enables generating images with models like Imagen 4, creating videos, managing… | 48 stars · 10 forks | No one-command install · Source | |
| 2865 | 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 | |
| 2865 | 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 | |
| 2865 | 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 | |
| 2869 | 85.8207 | depwiremcp · other | Builds compiler-accurate dependency graphs at the symbol level, enabling impact analysis, architecture health scoring, dead code detection, security… | 60 stars · 7 forks | No one-command install · Source | |
| 2869 | 85.8207 | personalizationmcpmcp · other | Enables AI assistants to access and interact with personal data from platforms like Steam, YouTube, Bilibili, Spotify, and Reddit for personalized… | 60 stars · 7 forks | No one-command install · Source | |
| 2871 | 85.8206 | epaproditus-google-workspacemcp · comms | Integrates with Gmail and Google Calendar APIs to enable email and calendar management tasks like listing, searching, and modifying emails, as well as… | 31 stars · 18 forks | No one-command install · Source | |
| 2872 | 85.8154 | gh-wizarck-paperclipmcp · ai-agents | Manage Paperclip AI agent orchestration platform resources — issues, agents, goals, approvals, and costs — through natural language. | 43 stars · 13 forks | No one-command install · Source | |
| 2872 | 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 | |
| 2872 | 85.8154 | ichigo3766-stable-diffusionmcp · database | Integrates with Stable Diffusion WebUI to provide text-to-image generation with extensive parameter control and metadata embedding | 43 stars · 13 forks | No one-command install · Source | |
| 2872 | 85.8154 | jonaolden-pbixraymcp · other | Provides a bridge to analyze Power BI (.pbix) files through a Python-based interface, enabling data model exploration, language querying, and… | 43 stars · 13 forks | No one-command install · Source | |
| 2876 | 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 | |
| 2876 | 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 | |
| 2878 | 85.7788 | raxolmcp · front-end | Drive Elixir terminal UIs headlessly from an agent: start a TUI session, send keystrokes, take structured screenshots, and read TEA model state as MCP… | 76 stars · 5 forks | No one-command install · Source | |
| 2879 | 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 | |
| 2879 | 85.7732 | jane-xiaoer-skill-vision-controlmcp · other | Provides safe version management for MCP skills with automatic update detection and three-way merging. | 66 stars · 6 forks | No one-command install · Source | |
| 2881 | 85.7667 | zebbern-kalimcp · back-endalso listed as zebbern-kali-mcp | 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 | |
| 2881 | 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 | |
| 2885 | 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 | |
| 2885 | 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 | |
| 2885 | 85.7358 | jemgold-capacitiesmcp · search | Integrates with Capacities knowledge management platform to search content across knowledge bases, save weblinks with metadata, add content to daily… | 41 stars · 14 forks | No one-command install · Source | |
| 2885 | 85.7358 | imprvhub-mcp-browser-agentmcp · ai-agents | A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. | 41 stars · 14 forks | No one-command install · Source | |
| 2885 | 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 | |
| 2885 | 85.7358 | searxng-crawl4ai-mcp-servermcp · search | Provides fast, self-hosted web search and reliable web scraping using SearXNG and Crawl4AI, integrated as MCP tools for Claude Code. | 41 stars · 14 forks | No one-command install · Source | |
| 2885 | 85.7358 | ai-fe-difymcp · other | Integrates Dify capabilities, enabling text generation and other AI services. | 41 stars · 14 forks | No one-command install · Source | |
| 2892 | 85.7236 | pwilkin-searxng-publicmcp · search | Queries public SearXNG instances to extract structured search results with time-range filtering and fallback mechanisms for reliable web search… | 54 stars · 8 forks | No one-command install · Source | |
| 2892 | 85.7236 | powerpointmcp · other | Enables creation and editing of PowerPoint presentations with tools for slides, content, tables, charts and AI-generated images via Stable Diffusion | 54 stars · 8 forks | No one-command install · Source | |
| 2894 | 85.7153 | kelvin6365-planemcp · other | Integrates with Plane.so project management platform, enabling listing projects, creating and updating issues, filtering by priority, and managing… | 40 stars · 15 forks | No one-command install · Source | |
| 2895 | 85.7152 | mafzaal-d365fomcp · other | Python client library for Microsoft Dynamics 365 Finance & Operations | 39 stars · 16 forks | No one-command install · Source | |
| 2895 | 85.7152 | buga-luga-cursor-idemcp · other | Capable of controlling and pulling from Cursor IDE, powering development workflows. | 39 stars · 16 forks | No one-command install · Source | |
| 2897 | 85.7047 | gongrzhe-yolo-computer-visionmcp · other | Enables computer vision capabilities using YOLO models for object detection, segmentation, classification, and pose estimation on images and camera… | 38 stars · 17 forks | No one-command install · Source | |
| 2898 | 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 | |
| 2898 | 85.6973 | handsomestwei-java-class-analyzermcp · github-vcs | Analyzes and decompiles Java class files with CFR decompiler integration, Maven repository support, and dependency scanning to enable reverse… | 42 stars · 13 forks | No one-command install · Source | |
| 2898 | 85.6973 | peancor-moodlemcp · other | Streamlines Moodle educational workflows by providing automated tools for retrieving student information, managing assignments, and generating… | 42 stars · 13 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.