Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3901 | 81.685 | xiaohongshumcp · observability | Integrates with Xiaohongshu (Red Note) using web automation to search and extract detailed note content, author information, engagement metrics, tags… | 28 stars · 9 forks | No one-command install · Source | |
| 3901 | 81.685 | mcp-a2amcp · ai-agents | Experimental MCP and A2A integration | 28 stars · 9 forks | No one-command install · Source | |
| 3901 | 81.685 | google-flights-mcp-servermcp · back-end | Connects AI agents to Google Flights data, enabling retrieval of flight information, cheapest options, time-filtered flights, and best… | 28 stars · 9 forks | No one-command install · Source | |
| 3901 | 81.685 | txbm-local-dev-sandboxmcp · github-vcs | Creates sandboxed local dev environments directly from GitHub; run tests, report coverage and more. | 28 stars · 9 forks | No one-command install · Source | |
| 3905 | 81.681 | zimi-mcp-servermcp · back-end | Enables AI agents to search, read, and manage offline knowledge from ZIM files (Kiwix archives) with full-text search, language support, and library… | 45 stars · 4 forks | No one-command install · Source | |
| 3905 | 81.681 | msjsc001-omniclip-ragmcp · search | Local-first RAG knowledge base supporting 1290 file formats with semantic search, markdown indexing, and read-only MCP retrieval. | 45 stars · 4 forks | No one-command install · Source | |
| 3905 | 81.681 | robertheadley-chrome-debugmcp · browser | Provides powerful browser control capabilities through Chrome DevTools Protocol and Puppeteer, enabling advanced web automation, scraping, and testing… | 45 stars · 4 forks | No one-command install · Source | |
| 3908 | 81.641 | cloakbrowser-mcpmcp · ai-agents | CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwarding, Docker support, and multi-session HTTP transport. | 55 stars · 3 forks | No one-command install · Source | |
| 3909 | 81.626 | prakhar1605-opencollabmcp · search | Matches developers with open source GitHub issues using 12 tools for issue search, filtering, and contribution discovery. | 18 stars · 13 forks | No one-command install · Source | |
| 3909 | 81.626 | mahesh-premachandran-trinomcp · database | Enables secure, controlled data exploration by providing tools to list tables, read data, and execute SQL queries through a Trino database with robust… | 18 stars · 13 forks | No one-command install · Source | |
| 3911 | 81.609 | auggie-context-mcpmcp · ai-agents | Enables AI agents like Claude and Cursor to query codebases using Augment's context engine via the Auggie CLI. | 38 stars · 5 forks | No one-command install · Source | |
| 3912 | 81.601 | itential-mcp-servermcp · ai-agents | MCP server for connecting LLMs to Itential Platform, enabling network automation, workflow orchestration, and platform monitoring. | 34 stars · 6 forks | No one-command install · Source | |
| 3912 | 81.601 | zihaofu245-lmstudio-toolpackmcp · search | Provides web search with DuckDuckGo and concurrent page fetching, sandboxed Python execution with NumPy and SymPy for mathematical computations, and… | 34 stars · 6 forks | No one-command install · Source | |
| 3912 | 81.601 | smartaec-ifc-bimmcp · other | Integrates with IFC (Industry Foundation Classes) building information modeling files to extract entities, properties, spatial relationships, and… | 34 stars · 6 forks | No one-command install · Source | |
| 3912 | 81.601 | oakenai-edit-file-linesmcp · other | Provides precise line-based editing tools for text files within allowed directories, enabling safe and controlled bulk modifications across multiple… | 34 stars · 6 forks | No one-command install · Source | |
| 3916 | 81.569 | yolfimcp · payments | Yolfi Agent Kit for AI coding agents: receive crypto, SaaS payment, stablecoin checkout, payment links, payment status checks, webhook verification… | 178 stars · 1 fork | No one-command install · Source | |
| 3917 | 81.560 | grantexmcp · auth | OAuth 2.0 authorization infrastructure for AI agents — scoped delegation tokens, audit trails, and revocation. | 31 stars · 7 forks | No one-command install · Source | |
| 3917 | 81.560 | workflows-mcp-servermcp · back-end | Enables AI agents to discover, understand, and execute complex multi-step workflows defined in YAML files through the Model Context Protocol. | 31 stars · 7 forks | No one-command install · Source | |
| 3917 | 81.560 | agent-skills-mcpmcp · ai-agents | Loads Agent Skills from markdown files, exposing them as MCP tools or system prompts for AI agents. | 31 stars · 7 forks | No one-command install · Source | |
| 3917 | 81.560 | tianjimcp · back-end | An MCP server that integrates hundreds of thinking models and frameworks to help users systematically analyze and solve problems through structured… | 31 stars · 7 forks | No one-command install · Source | |
| 3921 | 81.557 | steelmorgan-1c-enterprisemcp · back-end | Bridges 1C enterprise systems with reactive REST API endpoints and server-sent events for real-time business application integration and data… | 44 stars · 4 forks | No one-command install · Source | |
| 3921 | 81.557 | atom2ueki-ios-simulatormcp · back-end | Provides a TypeScript-based server for dynamically creating, booting, and controlling iOS simulators using the Appium iOS Simulator library, enabling… | 44 stars · 4 forks | No one-command install · Source | |
| 3923 | 81.538 | masdevid-mt5-quantmcp · otheralso listed as mt5-quant | Compile, backtest, and analyze MetaTrader 5 Expert Advisors on macOS and Linux via MCP. | 29 stars · 8 forks | No one-command install · Source | |
| 3923 | 81.538 | wyattjoh-imessagemcp · database | Provides read-only access to macOS iMessage data through specialized tools for searching messages, retrieving conversations, and accessing contact… | 29 stars · 8 forks | No one-command install · Source | |
| 3923 | 81.538 | neuzhou-stratevomcp · other | Quantitative trading framework using genetic algorithms to evolve strategies from 484 factors across crypto and equities. | 29 stars · 8 forks | No one-command install · Source | |
| 3923 | 81.538 | orliesaurus-pulsemcp · back-end | Integrates with PulseMCP to enable querying and retrieval of MCP server and integration data for ecosystem analysis and service recommendations. | 29 stars · 8 forks | No one-command install · Source | |
| 3923 | 81.538 | spences10-sequentialthinking-tools46bamcp · other | Provides a structured thinking framework for breaking down complex problems into sequential steps while recommending appropriate tools for each stage… | 29 stars · 8 forks | No one-command install · Source | |
| 3929 | 81.533 | teamworkmcp · back-end | Integrates with Teamwork API to manage projects, tasks, team members, and generate utilization reports for streamlined project management and… | 13 stars · 14 forks | No one-command install · Source | |
| 3929 | 81.533 | lkm1developer-hubspotmcp · other | Integrates with HubSpot CRM to enable contact creation, company management, and activity tracking directly from conversational interfaces | 13 stars · 14 forks | No one-command install · Source | |
| 3931 | 81.524 | devoxx-filesystemmcp · back-end | Provides a filesystem and web access server that enables interaction with local files and web resources through standardized tools, supporting… | 25 stars · 11 forks | No one-command install · Source | |
| 3931 | 81.524 | dazeb-github-mappermcp · back-end | Integrates with GitHub to analyze repositories, generate file structure maps, and enable code analysis workflows using TypeScript and the Octokit REST… | 25 stars · 11 forks | No one-command install · Source | |
| 3931 | 81.524 | task-managermcp · back-end | Provides a structured API for managing projects and tasks with dependencies, enabling hierarchical organization, priority tracking, and identification… | 25 stars · 11 forks | No one-command install · Source | |
| 3931 | 81.524 | braden-olmstead-grokmcp · comms | Provides direct integration with Grok AI's language and vision capabilities, exposing chat completion, image understanding, and function calling tools… | 25 stars · 11 forks | No one-command install · Source | |
| 3931 | 81.524 | aldrin-labs-solanamcp · other | Integrates with Solana blockchain to enable natural language querying of account data, transactions, and network status. | 25 stars · 11 forks | No one-command install · Source | |
| 3931 | 81.524 | tim-kitchens-screenshotmcp · back-end | Lightweight cross-platform screenshot capture server enabling visual context retrieval through automatic JPEG compression and flexible stdio/SSE… | 25 stars · 11 forks | No one-command install · Source | |
| 3937 | 81.521 | withlinda-puppeteer-real-browsermcp · browser | Provides stealth browser automation using puppeteer-real-browser with anti-detection features, human-like interactions, proxy support, and captcha… | 26 stars · 10 forks | No one-command install · Source | |
| 3937 | 81.521 | revit-mcp-servermcp · front-end | MCP server for Autodesk Revit via pyRevit, providing 45 tools for building design, editing, analysis, MEP, interop, and documentation. Works with any… | 26 stars · 10 forks | No one-command install · Source | |
| 3937 | 81.521 | rhinomcpmcp · ai-agents | Connects Rhino and Grasshopper to Claude AI via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and control… | 26 stars · 10 forks | No one-command install · Source | |
| 3937 | 81.521 | tarnover-ansiblemcp · devops | Integrates with Ansible to enable infrastructure automation through direct execution of playbooks, ad-hoc commands, inventory management, and AWS… | 26 stars · 10 forks | No one-command install · Source | |
| 3937 | 81.521 | fused-udfmcp · ai-agents | Python-based framework for connecting Claude and other LLMs to executable Python code through User Defined Functions, enabling data scientists to… | 26 stars · 10 forks | No one-command install · Source | |
| 3937 | 81.521 | rymurr-signalmcp · comms | Enables secure communication with Signal messaging through direct messaging, group chats, and message reception capabilities, leveraging Signal's… | 26 stars · 10 forks | No one-command install · Source | |
| 3937 | 81.521 | medium-mcp-servermcp · back-end | Enables programmatic interaction with Medium's content ecosystem for intelligent and context-aware content retrieval. | 26 stars · 10 forks | No one-command install · Source | |
| 3944 | 81.487 | gh-cphoskins-cronometermcp · observability | Access Cronometer nutrition data including food logs, macros, fasting, biometrics, and recurring foods. | 17 stars · 13 forks | No one-command install · Source | |
| 3944 | 81.487 | esp-rainmaker-mcp-servermcp · back-endalso listed as espressif-esp-rainmaker-mcp | Enables MCP-compatible clients to interact with ESP RainMaker devices for node management, parameter control, scheduling, and group management via the… | 17 stars · 13 forks | No one-command install · Source | |
| 3947 | 81.463 | toolfunnelmcp · ai-agents | A zero-dependency MCP gateway: host your own tools, forward and curate tools from other MCP servers, expose them leanly to cut agent token cost, and… | 37 stars · 5 forks | No one-command install · Source | |
| 3947 | 81.463 | stephanj-eclipse-jdt-language-servermcp · back-end | Wraps Eclipse JDT Language Server to provide Java code navigation, symbol search, reference finding, and project structure analysis. | 37 stars · 5 forks | No one-command install · Source | |
| 3947 | 81.463 | callimachusmcp · database | Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex… | 37 stars · 5 forks | No one-command install · Source | |
| 3947 | 81.463 | openweb-ninja-mcpmcp · back-end | Official MCP server for OpenWeb Ninja: 40+ real-time web data and SERP APIs (Google Maps, Amazon, jobs, Zillow, Trustpilot, web search, news, finance)… | 37 stars · 5 forks | No one-command install · Source | |
| 3947 | 81.463 | hithereiamaliff-nextcloudmcp · search | Integrates with Nextcloud instances to provide file management, calendar scheduling, contact management, and unified search across Notes, Tables, and… | 37 stars · 5 forks | No one-command install · Source | |
| 3947 | 81.463 | askuserquestionplusmcp · ai-agents | An MCP server that enables LLMs to ask users questions through a web interface with keyboard shortcuts, supporting single/multiple choice and custom… | 37 stars · 5 forks | No one-command install · Source | |
| 3947 | 81.463 | docs-rsmcp · back-end | Integrates with crates.io and docs.rs to search Rust crates, retrieve README content, fetch documentation for specific API items, and search within… | 37 stars · 5 forks | No one-command install · Source | |
| 3954 | 81.444 | cqfn-aibolitmcp · front-end | Integrates with the Aibolit Java code analyzer to identify critical design issues in Java code, focusing on maintainability, readability, and… | 27 stars · 9 forks | No one-command install · Source | |
| 3954 | 81.444 | msaelices-whatsapp-greenapimcp · back-end | Provides a bridge to the WhatsApp Business API through GreenAPI, enabling message sending, chat retrieval, and group management directly from… | 27 stars · 9 forks | No one-command install · Source | |
| 3956 | 81.418 | rviz-mcpmcp · ai-agents | MCP server enabling AI agents to control RViz2 displays, fixed frames, and views, with offline mock support for CI and demos. | 6 stars · 18 forks | No one-command install · Source | |
| 3957 | 81.396 | originlab-mcp-servermcp · back-end | Bridge between AI assistants and OriginLab, enabling data import, plotting, analysis, and export through natural language commands. | 73 stars · 2 forks | No one-command install · Source | |
| 3958 | 81.388 | mcp-power-automatemcp · back-end | Local-first MCP server and Chromium extension for AI-assisted Microsoft Power Automate work, enabling users to inspect, validate, edit, run, review… | 24 stars · 12 forks | No one-command install · Source | |
| 3958 | 81.388 | wowyuarm-file-convertermcp · other | Provides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external… | 24 stars · 12 forks | No one-command install · Source | |
| 3958 | 81.388 | databridge-org-databridgemcp · search | Integrates with DataBridge to enable ingestion and retrieval of contextual information from a local database, supporting persistent storage for AI… | 24 stars · 12 forks | No one-command install · Source | |
| 3958 | 81.388 | tomekkorbak-stravamcp · back-end | Integrates with the Strava API to retrieve and analyze athlete activities data, enabling fitness tracking and performance monitoring over time. | 24 stars · 12 forks | No one-command install · Source | |
| 3958 | 81.388 | amazon-bedrock-nova-canvasmcp · other | Integrates with Amazon Bedrock's Nova Canvas model to generate images from text descriptions with customizable parameters like dimensions and seed… | 24 stars · 12 forks | No one-command install · Source | |
| 3958 | 81.388 | luma-api-mcpmcp · back-end | Enables image and video generation using Luma's API, supporting multiple models, aspect ratios, and advanced features like keyframes and style… | 24 stars · 12 forks | No one-command install · Source | |
| 3958 | 81.388 | davidvc-code-knowledge-embeddingsmcp · database | A knowledge management tool for code repositories using vector embeddings. | 24 stars · 12 forks | No one-command install · Source | |
| 3965 | 81.384 | git-courermcp · ai-agents | An MCP server that gives AI agents a full, safe interface to Git with automatic backups, isolated worktrees, and structured JSON outputs. | 43 stars · 4 forks | No one-command install · Source | |
| 3965 | 81.384 | vue-mcp-nextmcp · front-end | Enables real-time debugging and state manipulation of Vue.js applications through MCP protocol, integrating with Vue DevTools to access component… | 43 stars · 4 forks | No one-command install · Source | |
| 3967 | 81.381 | shopware-admin-mcp-servermcp · back-end | Enables AI assistants to manage Shopware e-commerce data through the Admin API, including products, categories, sales channels, orders, themes, and… | 33 stars · 6 forks | No one-command install · Source | |
| 3967 | 81.381 | mguozhen-amazon-reviewsmcp · back-end | Amazon product review analysis with VOC insights, sentiment, and listing improvements via Shulex OpenAPI. | 33 stars · 6 forks | No one-command install · Source | |
| 3967 | 81.381 | sniperrich-recafmcp · other | Bridges Recaf 4.x Java bytecode editor with decompilation, bytecode analysis, call graph exploration, JASM assembly, and workspace management. | 33 stars · 6 forks | No one-command install · Source | |
| 3967 | 81.381 | jlink-mcp-servermcp · ai-agents | An MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI… | 33 stars · 6 forks | No one-command install · Source | |
| 3967 | 81.381 | selenium39-weibomcp · search | Enables scraping of Weibo user information, feeds, and search functionality with tools for user discovery, profile retrieval, and feed access | 33 stars · 6 forks | No one-command install · Source | |
| 3967 | 81.381 | advanced-reason-mcpmcp · back-endalso listed as kuon-dev-advanced-reason | Enables advanced reasoning and reflection using the Gemini API and OpenRouter models, integrating sequential thinking and critique capabilities. | 33 stars · 6 forks | No one-command install · Source | |
| 3974 | 81.350 | mottibec-otelcolmcp · observability | Provides a configuration interface for OpenTelemetry Collectors, enabling dynamic management of telemetry components with complete schema definitions… | 52 stars · 3 forks | No one-command install · Source | |
| 3975 | 81.336 | sleeper-mcp-servermcp · back-end | Enables natural language interaction with Sleeper Fantasy Football API data, allowing queries about leagues, players, matchups, draft results, and… | 16 stars · 13 forks | No one-command install · Source | |
| 3975 | 81.336 | agencyenterprise-fathommcp · other | Provides AI-driven meeting analysis and summarization through the Fathom platform. | 16 stars · 13 forks | No one-command install · Source | |
| 3975 | 81.336 | ricauts-cybermcpmcp · back-end | Provides API security testing tools for authentication testing, SQL injection detection, data leakage analysis, and vulnerability scanning with… | 16 stars · 13 forks | No one-command install · Source | |
| 3975 | 81.336 | brysontang-deltataskmcp · database | Integrates with Obsidian to provide a locally-hosted task management system with intelligent prioritization, task decomposition, and a full API for… | 16 stars · 13 forks | No one-command install · Source | |
| 3979 | 81.321 | wbrowsermcp · browser | Enables AI assistants and terminals to control a user's already logged-in Chrome session, allowing them to navigate pages, read content, click and… | 30 stars · 7 forks | No one-command install · Source | |
| 3979 | 81.321 | openapi-mcp-server-2mcp · back-end | 远程MCP服务，通过Model Context Protocol为AI应用提供阿里云数万个OpenAPI的无缝集成，支持Terraform、多账号、自定义OAuth等能力。 | 30 stars · 7 forks | No one-command install · Source | |
| 3979 | 81.321 | stagsz-unconventional-thinkingmcp · other | Integrates unconventional ideation techniques to facilitate structured brainstorming and creative problem-solving sessions. | 30 stars · 7 forks | No one-command install · Source | |
| 3979 | 81.321 | janeemcp · back-endalso listed as rsdouglas-janee | Secrets management MCP server that injects credentials into API requests for AI agents, enforcing policies and logging all activity without exposing… | 30 stars · 7 forks | No one-command install · Source | |
| 3979 | 81.321 | thinq-connect-thinqconnect-mcpmcp · back-end | Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server. | 30 stars · 7 forks | No one-command install · Source | |
| 3979 | 81.321 | dockashellmcp · ai-agents | DockaShell is an MCP server that provides AI agents with isolated Docker containers for persistent shell access, file operations, and full audit… | 30 stars · 7 forks | No one-command install · Source | |
| 3979 | 81.321 | nickpending-mcp-reconmcp · back-end | Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header… | 30 stars · 7 forks | No one-command install · Source | |
| 3979 | 81.321 | pv-bhat-gemsuitemcp · back-end | Integrates with Google's Gemini API through specialized tools for search, reasoning, processing, and file analysis, automatically selecting optimal… | 30 stars · 7 forks | No one-command install · Source | |
| 3988 | 81.281 | newbeb-stealth-browsermcp · browser | Provides stealth browser capabilities using Playwright and anti-detection techniques for evading bot detection systems during web scraping and… | 23 stars · 12 forks | No one-command install · Source | |
| 3989 | 81.277 | plasmatemcp · browser | Browser engine for agents that compiles HTML into a Semantic Object Model with 10-800x token compression and V8 JavaScript execution. | 36 stars · 5 forks | No one-command install · Source | |
| 3989 | 81.277 | smailsmcp · ai-agents | Disposable email for humans and AI agents. Enables AI agents to create mailboxes and receive verification emails through an MCP server. | 36 stars · 5 forks | No one-command install · Source | |
| 3989 | 81.277 | pagemapmcp · other | Compresses web pages into structured, actionable maps at 97% fewer tokens while preserving interactive elements for browsing automation. | 36 stars · 5 forks | No one-command install · Source | |
| 3989 | 81.277 | sinco-lab-youtube-transcriptmcp · other | Extracts and formats YouTube video transcripts with language selection, paragraph formatting, and metadata enrichment for content analysis and… | 36 stars · 5 forks | No one-command install · Source | |
| 3989 | 81.277 | wesbos-currency-conversionmcp · back-end | Provides real-time currency conversion capabilities by fetching current exchange rates from currency APIs, enabling financial calculations… | 36 stars · 5 forks | No one-command install · Source | |
| 3989 | 81.277 | yutarop-ros-mcpmcp · back-end | MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language. | 36 stars · 5 forks | No one-command install · Source | |
| 3989 | 81.277 | aaronsb-obsidian-semanticmcp · search | Provides intelligent access to Obsidian vaults through file management with fragment retrieval, smart editing with auto-buffering, content navigation… | 36 stars · 5 forks | No one-command install · Source | |
| 3989 | 81.277 | yevanchen-difyappmcp · other | Integrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications with… | 36 stars · 5 forks | No one-command install · Source | |
| 3997 | 81.256 | codetreemcp · ai-agents | Gives coding agents structured code understanding via tree-sitter with 23 tools and 10 languages, enabling precise queries instead of reading entire… | 28 stars · 8 forks | No one-command install · Source | |
| 3997 | 81.256 | akiflow-mcp-servermcp · back-end | MCP server for Akiflow task management with Meeting Assistant support. Enables creating, updating, scheduling tasks, managing calendars, and accessing… | 28 stars · 8 forks | No one-command install · Source | |
| 3997 | 81.256 | aahl-notifymcp · comms | Multi-platform notification delivery supporting WeChat, Telegram, DingTalk, Bark, Lark, Feishu, and more | 28 stars · 8 forks | No one-command install · Source | |
| 3997 | 81.256 | seo-insights-mcp-servermcp · back-end | Connects AI assistants to SEO APIs for backlinks analysis, keyword research, and traffic analysis. | 28 stars · 8 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.