Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 38.438 | openai-gpt-image-1-mcpmcp · ai-agents | Provides AI agents and coding assistants with image generation and editing capabilities using OpenAI's GPT-image-1 model, with support for local or… | 3 stars | No one-command install · Source | |
| 3001 | 38.438 | georgejeffer-gemini-flashmcp · ai-agents | Enables direct access to Google's Gemini 2.0 Flash model from Claude Desktop through a bidirectional communication channel that maintains conversation… | 3 stars | No one-command install · Source | |
| 3001 | 38.438 | mcp-server-rustmcp · ai-agents | A simple MCP server that integrates Rust functions via WebAssembly, enabling operations like factorial computation through Claude Desktop. | 3 stars | No one-command install · Source | |
| 3001 | 38.438 | url-fetchmcp · ai-agents | Enables Claude to retrieve and display web content, JSON data, and images directly within conversations through specialized URL fetching tools. | 3 stars | No one-command install · Source | |
| 3001 | 38.438 | dandeliongold-mcp-timemcp · ai-agents | Provides current time and time difference calculations in ISO format (YYYY-MM-DD HH:mm:ss) using JavaScript Date. Supports both Windows and macOS for… | 3 stars | No one-command install · Source | |
| 3001 | 38.438 | nhevers-mica-energymcp · ai-agents | Routes LLM inference compute through distributed nodes powered by cheap renewable energy. | 3 stars | No commit datelisted | No one-command install · Source |
| 3001 | 38.438 | seyhunak-agentcraftmcp · ai-agents | Provides a flexible agent framework with pre-configured agents for tasks like marketing, code review, scheduling, and regulatory compliance, using… | 3 stars | No commit datelisted | No one-command install · Source |
| 3008 | 38.367 | agent-canvas-arenamcp · ai-agents | A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base Mainnet. Competitive game theory meets an on-chain USDC economy with… | 2,229 installs | No commit datelisted | No one-command install · Source |
| 3009 | 38.095 | steadyfetchmcp · ai-agents | Reliable web fetching MCP server with built-in retry logic, circuit breaker patterns, caching, and anti-bot bypass. Fetches URLs as raw HTML or clean… | 972 installs | No commit datelisted | No one-command install · Source |
| 3010 | 38.037 | portunimcp · ai-agents | An MCP server that provides a shared graph of an organization's projects, processes, areas, and principles, enabling consistent context for tools and… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | auxly-memory-climcp · ai-agents | Local-first, file-based memory layer for AI agents — one shared Markdown vault across Claude, Codex, Gemini, Cursor and any MCP client. Provides… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | okffsmcp · ai-agents | An MCP server that lets Claude Code manage GitHub issues, branches, and pull requests through natural language, automating the full development… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | yawlabs-npmjs-mcpmcp · ai-agents | Enables npm registry operations from MCP clients like Claude Code and Cursor, with 64 tools for package intelligence, security audits, dependency… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | openai-secure-mcp-tunnelmcp · ai-agents | Enables file operations and bash command execution on the local workspace, securely exposed to ChatGPT via OpenAI Tunnel. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | zalo-mcpmcp · ai-agents | Self-contained MCP server for Zalo that enables AI agents like Claude Code and Cursor to automate Zalo Personal and Official Accounts via a 1-click… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mcp-super-appmcp · ai-agents | MCP server for Claude Code that consolidates routine setup actions like project scaffolding, skills, landing page builds, guard hooks, images, and… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | cachly-dev-cachly-mcpmcp · ai-agents | Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | gigabrainmcp · ai-agents | A local-first memory control plane for AI agents, providing auditable recall via MCP with provenance and contradiction handling. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | agntcy-agent-directorymcp · ai-agents | MCP server for the agntcy OASF agent directory, enabling AI agents to create, validate, search, and manage agent records using the Open Agent Schema… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | rebuild-dossiermcp · ai-agents | An MCP server that reverse-engineers a rebuild spec (CLAUDE.md, config, and mutation-tested tests) from an existing app, enabling coding agents to… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | gh-creator35lwb-web-verifimindmcp · ai-agentsalso listed as verifimind-peas | Multi-agent AI validation with RefleXion Trinity for ethical and secure application development. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | biterik-openbismcp · ai-agents | Exposes openBIS scientific data management to LLM agents with 30+ tools for browsing, searching, and managing research data. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | codemapmcp · ai-agents | MCP server for local-first code intelligence, providing structural code graph, semantic search, and impact analysis to AI agents. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mystreetmcp · ai-agents | MCP oracle of reputation for ia agent | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | opencode-mcp-2mcp · ai-agents | Enables Claude Code to delegate tasks to OpenCode subagents asynchronously, with tools for starting tasks, polling status, and fetching results. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | beat-twinmcp · ai-agents | A local MCP server bridging Bitwig Studio for agent-assisted music workflows, read-only by default with configurable write-policy gates. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | gptimagemcp · ai-agents | Image generation for Claude Code via ChatGPT subscription token. No API key needed. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | coach-mcpmcp · ai-agents | An AI training coach MCP server that integrates with Garmin Connect to provide science-based load management, code-enforced injury gates, and… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | llaunchermcp · ai-agents | Manages llama.cpp llama-server instances with tools for lifecycle management, configuration CRUD, and orphan detection, enabling LLM agents to control… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | railroadedmcp · ai-agents | An MCP server enabling AI agents to autonomously play D\&D as players and Dungeon Masters, with real dice rolls and full campaign management. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | crosmos-mcp-servermcp · ai-agents | MCP server for the Crosmos memory layer, enabling semantic, keyword, and graph retrieval of memories, as well as storing content with automatic entity… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | comfy-draftsmanmcp · ai-agents | The MCP server that drafts ComfyUI workflows a human can actually read. It lets coding agents build, repair, port, validate, and run ComfyUI workflows… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | joinwell52-fcopmcp · ai-agents | File-based multi-agent coordination system with 35 tools for managing agent state, task queues, and inter-agent communication. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mixcraftmcp · ai-agents | Give Claude access to your music library. MixCraft is a hosted MCP server that connects Claude to Apple Music, letting Claude search your library… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | forensic-deepdivemcp · ai-agents | Analyzes codebases to produce a persistent code knowledge graph and an MCP server with 9 tools for AI coding agents. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | reasonix-mcpmcp · ai-agents | Bridges MCP clients to interactive Reasonix agents, letting you spawn, steer, poll, resume, and manage agents via tools and callbacks. Enables… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | umbrielmcp · ai-agents | MCP server for driving any Windows app through five layers including OCR, UI Automation, and direct OS operations. Enables AI agents to control… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | cocos-mcp-gatewaymcp · ai-agents | Global MCP router and gateway for Cocos Creator, connecting Codex, Claude Code, and other stdio MCP clients to project extensions for offline Prefab… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | superbi-mcpmcp · ai-agents | Enables AI agents to author and edit Power BI files locally (.pbix/PBIP), covering semantic models, reports, and Power Query M with 490 tools. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | multi-llm-mcpmcp · ai-agents | Enables IDE agents to delegate coding tasks to any LLM provider — cloud APIs like NVIDIA NIM, OpenRouter, Groq, DeepSeek or local Ollama models… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mcp-surveysmcp · ai-agents | Public MCP server for agent-created, human-friendly, short-lived surveys. Enables agents to ask structured questions and retrieve answers. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | local-vision-mcpmcp · ai-agents | MCP server for local Ollama vision analysis, enabling text-only agents like Claude Code to inspect images via a single tool. Processes images locally… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | memsemmcp · ai-agents | Semantic memory MCP server that gives AI agents a self-writing, priority-based memory with local semantic search and automatic contradiction handling… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | browser-pool-mcpmcp · ai-agents | A dynamic browser pool MCP server that gives each agent its own isolated browser, enabling concurrent browser automation without conflicts. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | oosdk-mcp-servermcp · ai-agents | Ontology-driven multi-agent platform that encodes business policy as code, enabling deterministic decision-making and multi-domain agent collaboration… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | self-host-fusion360-mcpmcp · ai-agents | A self-hosted MCP server that lets Claude (or any MCP client) drive Autodesk Fusion 360 on your own machine. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | purmemomcp · ai-agents | Persistent conversation memory and identity layer across Claude, ChatGPT, Gemini, and Cursor. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | skillmatch-mcpmcp · ai-agents | Claude-powered job fit analyzer that analyzes job fit based on GitHub portfolio, resume, and preferences, tracks applications locally. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | neo-mcpmcp · ai-agents | Integrates an autonomous AI engineering agent into your editor via the Model Context Protocol, allowing you to describe AI/ML tasks in plain English… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | agno-mcp-searchmcp · ai-agents | An MCP server that exposes an Agno agent with Google Gemini reasoning and Serper web search, enabling MCP-compatible clients like Claude Desktop to… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | bvcc-agent-mcpmcp · ai-agents | Non-custodial BVCC Agent Wallet MCP server: let an AI agent check balances, send native/ERC-20, approve, and swap on Uniswap v3/v4 across Ethereum… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | korea-onegov-mcpmcp · ai-agents | Enables searching and retrieving Korean government documents (press releases, policies, laws, statistics, etc.) from about 50 central administrative… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | tradingview-opencode-agentmcp · ai-agents | Connects TradingView Desktop with opencode.ai to enable AI-powered chart analysis, technical indicators, Pine Script development, and replay trading. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | logica-mindmcp · ai-agents | Long-term memory for AI agents over MCP — episodic + semantic memory, a temporal knowledge graph, and a dialectic user model, exposed as 32 tools… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | legal-text-mcp-demcp · ai-agents | Cite-grade German legal-text infrastructure for LLM agents, providing access to federal, Länder, and EU laws with cryptographic provenance. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | chatgpt-web-image-mcpmcp · ai-agents | A local MCP/CLI tool that uses a Chrome profile with an active ChatGPT web session to submit image generation prompts and return saved images as MCP… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | reolink-mcpmcp · ai-agents | An MCP server that allows Claude or any MCP client to see and control Reolink cameras on the local network. It provides snapshots, device state, AI… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | pcmhackmcpmcp · ai-agents | MCP server and Ghidra plugin for reverse engineering, enabling clients like Claude to control Ghidra. Adds a run_python tool to execute arbitrary… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | edobusy-agentholdmcp · ai-agents | Provides shared versioned state with conflict detection for multi-agent AI workflows using optimistic concurrency control. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | ssh-shell-mcpmcp · ai-agents | AI-native SSH orchestration server enabling Claude or any MCP agent to execute commands, manage files, tunnels, and fleet operations across multiple… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | icloud-reminders-mcpmcp · ai-agents | Gives AI agents read and write access to Apple Reminders via iCloud CalDAV, syncing with iPhone/iPad and supporting lists shared via Family Sharing. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | jgs-magic-sysmlv1-mcpmcp · ai-agents | MCP bridge to live SysML v1 models in CATIA Magic / Cameo Systems Modeler (No Magic MSoSA). Lets Claude Code or any MCP agent query, audit, and edit… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | frame-io-agentmcp · ai-agents | Enables coding agents to read and write to Frame.io (projects, assets, reviews, comments, and more) with confirmation-gated mutations. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | bus-mcpmcp · ai-agents | MCP server for Raspberry Pi peripheral bus access, enabling AI agents to interact with CAN, I2C, SPI, UART, and GPIO directly through natural… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | docveritymcp · ai-agents | MCP server that enables coding agents to check documentation claims against source code, detecting drift and suggesting fixes. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | pdfeverythingmcp · ai-agents | Enables AI agents to perform 13 PDF operations (merge, split, compress, watermark, encrypt, and more) on local files via MCP. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | antigravity-claude-mcpmcp · ai-agents | Allows Claude Code to request an independent code review from Google Antigravity (Gemini, Claude, or GPT-OSS) via the Antigravity CLI, providing a… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | wikimcpmcp · ai-agents | Enables AI clients to incrementally build and maintain a git-backed personal wiki, providing long-term memory by compiling and cross-referencing… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | cct15-war-dashboard-datamcp · ai-agents | Geopolitical conflict risk probabilities, political events, and maritime traffic data for AI agents. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | memocallmcp · ai-agents | An MCP server that lets Claude Code recall the context of past conversations from any project on demand. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | daichi-kudo-llm-advisormcp · ai-agents | Second-opinion responses from Gemini, GPT-4, and other LLMs for cross-model validation. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | viewmax-studio-mcpmcp · ai-agents | Enables Claude to generate AI videos using ViewMax Studio's video generation tools, including prompt and script creation, smart model selection, cost… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | cleo-compliance-skills-mcpmcp · ai-agents | Cleo Skills MCP turns 45 production-grade product-compliance skills into a native MCP server. Cosmetics, food, electronics, toys, textiles… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mcp-openai-images-audiomcp · ai-agents | Exposes OpenAI's gpt-image-2 and gpt-image-1.5 to Claude Code as a single tool for generating, editing, or composing images with automatic model… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mobile-e2e-mcpmcp · ai-agents | AI-safe mobile device control via MCP: a policy-guarded, session-oriented mobile automation harness for AI agents with 66 MCP tools and an Explorer… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | aplaceforallmystuff-pickaxemcp · ai-agents | Automates Pickaxe platform management by enabling natural language control of AI agents, knowledge bases, user access, and analytics across multiple… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | triumsebas-unlimitedmcp · ai-agentsalso listed as unlimited-mcp | Delegate coding and sysops tasks to cheaper agents or local LLMs via durable background job queues. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | enhanced-filesystem-mcpmcp · ai-agents | High-performance MCP server giving AI agents advanced filesystem and automation capabilities on Windows, with 26 tools across file I/O, search, Git… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | yatharthlakhera-google-drivemcp · ai-agents | Drive-focused Google Drive MCP server with mime-aware binary encoding and Claude.ai-compatible tool naming. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mcp-guapmcp · ai-agents | MCP server for ГУАП's student portal enabling AI agents to manage tasks, materials, and reports. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | clean-process-endedmcp · ai-agents | Local MCP server for safe inspection and dry-run cleanup of leftover subprocesses from AI coding agents, providing ownership-based classification and… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | mcp-server-woocommercemcp · ai-agents | MCP server for managing WooCommerce stores through AI assistants like Claude. Provides 101 tools covering products, orders, customers, coupons… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | stfade-mothmcp · ai-agents | A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | 0xadvait-team-managermcp · ai-agents | MongoDB-native MCP control plane for multi-agent orchestration with planning, routing, memory, and audit trails. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | paperclip-mcpmcp · ai-agents | MCP server that exposes the Paperclip control plane API as tools for Claude Code agents — manage issues, coordinate agents, post comments, and… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | webita-blender-codexmcp · ai-agents | Codex-focused MCP server bridging AI agents with Blender 3D for scene inspection, Python execution, viewport screenshots, and GLB exports. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | amemmcp · ai-agents | Provides persistent memory for AI coding tools, allowing them to remember corrections, decisions, and preferences across sessions and different tools. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | ark-forge-arkforge-mcpmcp · ai-agents | Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and… | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | antoniotf5-soul-mdmcp · ai-agents | Validate and generate SOUL.md agent identity files from Claude Desktop. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | yusufkucukates-prompt-optimizermcp · ai-agents | Score and rewrite prompts using a hybrid rule engine with optional Claude or OpenAI LLM enhancement. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | hoodtronik-ltx-trainermcp · ai-agents | Orchestrates LoRA, IC-LoRA, and full fine-tuning of the Lightricks LTX-2.3 video generation model from any MCP-compatible AI agent. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | agentic-adsmcp · ai-agents | Google AdSense for AI agents, enabling MCP server monetization by serving privacy-respecting contextual ads and earning 70% revenue share on clicks. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | andrewcorpdesing-coder-hiveclaudemcp · ai-agentsalso listed as hiveclaude | Multi-agent MCP broker for coordinating multiple Claude Code instances with shared state, task management, and file locking. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | michaelcecil-kimi-code-reviewmcp · ai-agents | Consults Kimi AI as an adversarial code reviewer within Claude Code sessions. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | agenttrustmcp · ai-agents | Trust layer for autonomous agents with A2A communication, cryptographic identity, and prompt injection detection. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | stateclimcp · ai-agents | State replay and self-debugging layer for AI agents with tracking, replay, undo, and checkpoint capabilities. | 2 stars · 1 fork | No one-command install · Source | |
| 3010 | 38.037 | solve-itmcp · ai-agents | MCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic… | 2 stars · 1 fork | 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.