Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 22.557 | agentic-mcp-servermcp · ai-agents | Enables a fully local multi-agent AI system with 45 specialized agents and 50 predefined workflows via MCP, powered by Ollama and requiring no… | 1 star | No one-command install · Source | |
| 702 | 22.557 | orca-slicer-mcpmcp · ai-agents | An MCP server that drives OrcaSlicer headlessly on a virtual display, enabling an agent to import 3D models, slice them, and export G-code without a… | 1 star | No one-command install · Source | |
| 703 | 22.557 | codex-claude-bridge-mcpmcp · ai-agents | One local MCP server that lets Codex and Claude Code coordinate through a shared task board and message inbox. | 1 star | No one-command install · Source | |
| 704 | 22.557 | taproommcp · ai-agents | Discovers and manages portable agent capabilities (skills and MCP servers) from configurable collections, providing search, inspection, and local… | 1 star | No one-command install · Source | |
| 705 | 22.557 | mcp-agile-agentmcp · ai-agents | Provides Trello project management tools (create cards, move cards, add comments, list cards) with fuzzy matching for AI agents like Claude and… | 1 star | No one-command install · Source | |
| 706 | 22.557 | evm-agent-toolkitmcp · ai-agents | An MCP server that gives autonomous coding agents deterministic, schema-validated tools for EVM smart contract development — security scanning, gas… | 1 star | No one-command install · Source | |
| 707 | 22.557 | boc-mcpmcp · ai-agents | MCP server for BeyondContainer platform, enabling LLMs to query clusters, nodes, workloads, images, monitoring, and security scans via 58 tools. | 1 star | No one-command install · Source | |
| 708 | 22.557 | tomapemcp · ai-agents | Token-optimized multi-agent orchestration MCP server that owns session state, compacts context between agent hops, routes work to smaller models when… | 1 star | No one-command install · Source | |
| 709 | 22.557 | agent-messagingmcp · ai-agents | Enables asynchronous messaging between AI agents, including sending messages, proposals, and managing threaded conversations using the Model Context… | 1 star | No one-command install · Source | |
| 710 | 22.557 | agentpay-feed-mcpmcp · ai-agents | Real-time agentic newsfeed for AI agents to poll for new MCP tools, capabilities, and market events as they're published. | 1 star | No one-command install · Source | |
| 711 | 22.557 | codex-deepseek-delegate-mcpmcp · ai-agents | A Codex MCP server that delegates exploration and implementation tasks to DeepSeek via Claude Agent SDK, supporting subagent types and task… | 1 star | No one-command install · Source | |
| 712 | 22.557 | agyenvoymcp · ai-agents | A Claude Code MCP server and skill that enables delegation of prompts to agy (Antigravity/Gemini) CLI for model queries, conversation management… | 1 star | No one-command install · Source | |
| 713 | 22.557 | arc-story-queuemcp · ai-agents | MCP server that queues stories and feeds them to live Claude Code sessions, delegating bounded tasks to worker routes in isolated git worktrees. | 1 star | No one-command install · Source | |
| 714 | 22.557 | coordination-memory-mcpmcp · ai-agents | An append-only coordination memory for multi-agent and human work, backed by SQLite, with a local dashboard and acceptance contracts that enforce… | 1 star | No one-command install · Source | |
| 715 | 22.557 | hledit-mcpmcp · ai-agents | Exposes hash-anchored file edits to MCP-compatible AI coding agents, enabling safe read and write operations with stale edit detection. | 1 star | No one-command install · Source | |
| 716 | 22.557 | ddx-term-mcpmcp · ai-agents | Enables AI agents to execute commands in a shared tmux session that is simultaneously visible to a human via a web-based terminal UI. | 1 star | No one-command install · Source | |
| 717 | 22.557 | songcheck-mcpmcp · ai-agents | Enables AI agents to detect AI-generated music, images, and video by analyzing files through SongCheck's ensemble detector, providing verdicts and… | 1 star | No one-command install · Source | |
| 718 | 22.557 | agent-media-toolkit-mcpmcp · ai-agents | A hosted MCP server providing 15 media and data tools for AI agents, including web search, news, content extraction, summarization, translation… | 1 star | No one-command install · Source | |
| 719 | 22.557 | auto-knowledge-basemcp · ai-agents | 基于MCP协议的知识库服务器,内置LLM层,提供结构化知识存储、语义搜索和主动知识推送,支持通过工具进行知识学习、搜索和关联推理。 | 1 star | No one-command install · Source | |
| 720 | 22.557 | quotormcp · ai-agents | Enables AI agents to get real home & auto insurance quotes and start binding through a network of licensed independent agencies. | 1 star | No one-command install · Source | |
| 721 | 22.557 | ai-mind-mapmcp · ai-agents | An MCP server that reduces AI coding agent token usage by 80-99% through a queryable knowledge graph of code, change tracking, and persistent memory… | 1 star | No one-command install · Source | |
| 722 | 22.557 | graphifymcp · ai-agents | Persistent memory MCP server for Claude Code that stores decisions and summaries locally, enabling Claude to recall past context across chats. | 1 star | No one-command install · Source | |
| 723 | 22.557 | karea-mcpmcp · ai-agents | MCP server for Karea task management, enabling creation, editing, closing, and linking tasks with 44 tools from Claude Code and other MCP clients. | 1 star | No one-command install · Source | |
| 724 | 22.557 | scanner-mcpmcp · ai-agents | Enables scanning documents via network (eSCL) or USB (WIA/SANE) scanners, returning inline images, OCR text, or saved PDFs for Claude to read. | 1 star | No one-command install · Source | |
| 725 | 22.557 | catmcpmcp · ai-agents | A lightweight MCP server that serves a curated collection of cat jokes to LLM clients, supporting tools for random jokes by category, search, and… | 1 star | No one-command install · Source | |
| 726 | 22.557 | adobe-mcpmcp · ai-agents | Drives After Effects, Photoshop, Illustrator, Premiere Pro (and Character Animator puppet authoring) from Claude. | 1 star | No one-command install · Source | |
| 727 | 22.557 | agenthookmcp · ai-agents | Agenthook lets AI agents make character-consistent UGC videos, images, and captions from any MCP client. Create a reusable AI influencer once, then… | 1 star | No one-command install · Source | |
| 728 | 22.557 | lawstronaut-mcpmcp · ai-agents | Connects AI agents to 50+ million laws and court cases across 150+ jurisdictions via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 729 | 22.557 | learn-climcp · ai-agents | An MCP server and CLI for step-by-step learning, enabling humans and agents to learn subjects like language tutoring through a structured prompt… | 1 star | No one-command install · Source | |
| 730 | 22.557 | bhyve-mcpmcp · ai-agents | Query and control Orbit B-Hyve irrigation systems from MCP-compatible clients like Claude Code and Cursor. | 1 star | No one-command install · Source | |
| 731 | 22.557 | llmstudio-mcpmcp · ai-agents | MCP server that connects LLM agents to a local LM Studio instance, enabling model management, OpenAI-compatible chat completions, text completions… | 1 star | No one-command install · Source | |
| 732 | 22.557 | nomacms-mcp-servermcp · ai-agents | MCP server for NomaCMS. Manage collections, fields, content, and assets via AI agents. | 1 star | No one-command install · Source | |
| 733 | 22.557 | async-claude-agentsdk-mcpmcp · ai-agents | An MCP server that enables coding agents to run Claude Agent SDK sessions as asynchronous sub-agents, with tools for starting, continuing, and… | 1 star | No one-command install · Source | |
| 734 | 22.557 | dingdawg-governancemcp · ai-agents | Universal governance layer for AI agents with audit proofs and rollback. | 1 star | No one-command install · Source | |
| 735 | 22.557 | ctrl-memorymcp · ai-agents | A lightweight, local-first MCP memory server for LLM agents that enables storing, searching, and retrieving agent memories with zero external… | 1 star | No one-command install · Source | |
| 736 | 22.557 | magic-mousemcp · ai-agents | An MCP server that allows Cursor Agent to control your desktop via a desktop pet, enabling actions like mouse movement, clicks, typing, and app… | 1 star | No one-command install · Source | |
| 737 | 22.557 | grok-membership-media-mcpmcp · ai-agents | Turns paid ChatGPT and Grok memberships into a website media tool for Claude and Codex agents. | 1 star | No one-command install · Source | |
| 738 | 22.557 | code-mode-mcpmcp · ai-agents | Compose arbitrary MCP tools with JavaScript through one agent-agnostic stdio MCP server. It exposes an exec tool that enables dynamic tool discovery… | 1 star | No one-command install · Source | |
| 739 | 22.557 | ainpcenginemcp · ai-agents | MCP server for creating, managing, and interacting with AI-powered NPCs with persistent memory, supporting dialogue, game events, and persona… | 1 star | No one-command install · Source | |
| 740 | 22.557 | stockup-mcpmcp · ai-agents | Connects AI agents to StockUp Quan's financial reasoning models with real-time stock data from Yahoo Finance, enabling grounded financial analysis and… | 1 star | No one-command install · Source | |
| 741 | 22.557 | clyanmcp · ai-agents | Enables AI agents to clean disk space by scanning and removing temporary files, caches, and duplicates through natural language commands via MCP… | 1 star | No one-command install · Source | |
| 742 | 22.557 | universe-imagine-mcpmcp · ai-agents | Enables AI image generation from text prompts by wrapping local ComfyUI as a Streamable HTTP MCP server, supporting synchronous generation, queue… | 1 star | No one-command install · Source | |
| 743 | 22.557 | shared-marginmcp · ai-agents | Shared Margin is a Codex-native room for reading books and watching films together one moment at a time. It enables human and GPT-5.6 to linearly… | 1 star | No one-command install · Source | |
| 744 | 22.557 | k402-mcpmcp · ai-agents | Pay-per-call MCP server for AI agents, offering text tools, web reading, and Kaspa blockchain data with automatic payment via Kaspa cryptocurrency. | 1 star | No one-command install · Source | |
| 745 | 22.557 | agent-fdemcp · ai-agents | A methodology-driven MCP server that guides enterprise AI rollouts through a 5-phase pipeline with layered memory for experience reuse, enabling… | 1 star | No one-command install · Source | |
| 746 | 22.557 | aurum-recallmcp · ai-agents | A memory system for AI agents that maintains a human-readable, typed Markdown knowledge base with an always-in-context index, enabling recall… | 1 star | No one-command install · Source | |
| 747 | 22.557 | whdrnr2583-token-metermcp · ai-agents | Local-first token usage dashboard and MCP for Claude Code and Codex with per-tool breakdown and cost tracking. | 1 star | No one-command install · Source | |
| 748 | 22.557 | shareworker-code-review-mcpmcp · ai-agents | Deterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable… | 1 star | No one-command install · Source | |
| 749 | 22.557 | x402-mcpmcp · ai-agents | MCP server bringing 100+ x402-paid APIs to AI agents (Claude, Cursor, MCP-aware clients). Auto-discovers tools from CDP Bazaar; handles USDC… | 1 star | No one-command install · Source | |
| 750 | 22.557 | mcp-pearmcp · ai-agents | Read-only MCP server for Pear Protocol that gives Claude access to markets, pair ratios, positions, orders, trade history, and portfolio. | 1 star | No one-command install · Source | |
| 751 | 22.557 | agent-3mdmcp · ai-agents | Exposes an agent's skills as MCP tools, allowing any MCP client to route requests and load skills on demand from a single .3md file. | 1 star | No one-command install · Source | |
| 752 | 22.557 | valta-mcpmcp · ai-agents | An MCP server for Valta that exposes financial governance tools for AI agents, including spend authorization and audit trail via MCP-compatible… | 1 star | No one-command install · Source | |
| 753 | 22.557 | inktomd-mcp-servermcp · ai-agents | Convert any file or URL to clean AI-ready Markdown directly from Claude, Claude Code, Cursor, or any MCP-compatible AI agent. | 1 star | No one-command install · Source | |
| 754 | 22.557 | hyperxosist-agentmcp · ai-agents | MCP server for noise-reduced X (Twitter) search planning and Feedback-to-Fix engineering handoffs. Enables AI agents to generate structured search… | 1 star | No one-command install · Source | |
| 755 | 22.557 | lazy-mobile-mcpmcp · ai-agents | Local MCP server for Android and iOS mobile automation and performance telemetry, enabling device control (screenshot, tap, swipe, input, app launch)… | 1 star | No one-command install · Source | |
| 756 | 22.557 | mpilotmcp · ai-agents | Unified MCP server for media acquisition, subtitle automation, and agent-run media workflows, enabling downloads via Prowlarr/qBittorrent and subtitle… | 1 star | No one-command install · Source | |
| 757 | 22.557 | aura-mnemosmcp · ai-agents | A persistent-memory MCP server for AI agents with an honest health endpoint that survives its store dying. | 1 star | No one-command install · Source | |
| 758 | 22.557 | agentboardmcp · ai-agents | A local task tracker with Kanban board and MCP server for AI agents, enabling task management via markdown files and providing tools for agents to… | 1 star | No one-command install · Source | |
| 759 | 22.557 | playmetrics-mcpmcp · ai-agents | Read-only MCP server for the PlayMetrics youth-sports club management platform, enabling AI agents to query clubs, teams, players, schedules… | 1 star | No one-command install · Source | |
| 760 | 22.557 | storymappermcp · ai-agents | A User Story Map and Kanban board that a human and an AI coding agent plan together in real time via MCP, with live bidirectional sync and governance… | 1 star | No one-command install · Source | |
| 761 | 22.557 | blockchainacademics-mcpmcp · ai-agents | An MCP server offering 99 tools for AI agents to access crypto editorial content, market data, on-chain analytics, sentiment, and proprietary… | 1 star | No one-command install · Source | |
| 762 | 22.557 | mcp-ssh-terminalmcp · ai-agents | Enables AI agents to have persistent, fully interactive SSH sessions into remote hosts, behaving like a local terminal. | 1 star | No one-command install · Source | |
| 763 | 22.557 | selectel-mcpmcp · ai-agents | An MCP server that gives an AI agent controlled access to a Selectel cloud account: OpenStack cloud servers, S3 object storage, and account billing. | 1 star | No one-command install · Source | |
| 764 | 22.557 | freya-mcp-servermcp · ai-agents | A powerful filesystem MCP server for AI agents with extensive system access, including filesystem operations, shell execution, Windows tools, reverse… | 1 star | No one-command install · Source | |
| 765 | 22.557 | spector-agent-mcpmcp · ai-agents | AI-first WebGL 1/2 debugging MCP server that attaches to Chrome via CDP, enables frame capture and diagnostic analysis, and collaborates with Chrome… | 1 star | No one-command install · Source | |
| 766 | 22.557 | threadworkmcp · ai-agents | A multi-agent collaboration tool for Claude Code that supports hot-swappable role YAML, persistent memory with SQLite and FTS5, and step-level replay… | 1 star | No one-command install · Source | |
| 767 | 22.557 | openrct2-mcpmcp · ai-agents | Bridges a running OpenRCT2 game to AI agents, enabling them to read park state, optimize parks, and build roller coasters. | 1 star | No one-command install · Source | |
| 768 | 22.557 | dxn1-audio-ai-toolmcp · ai-agents | AI-powered music production toolkit enabling AI agents to generate, remix, separate stems, master tracks, and control DAWs via MCP. | 1 star | No one-command install · Source | |
| 769 | 22.557 | garmin-mcp-bridgemcp · ai-agents | Brings Garmin training data into Claude via Intervals.icu, enabling querying of activities, wellness, and planned workouts, as well as creating… | 1 star | No one-command install · Source | |
| 770 | 22.557 | umami-mcp-servermcp · ai-agents | An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live… | 1 star | No one-command install · Source | |
| 771 | 22.557 | infinihash-kyt-mcpmcp · ai-agents | MCP server for Infinihash KYT providing real-time blockchain transaction monitoring, sanctions screening, and SAR generation. It enables… | 1 star | No one-command install · Source | |
| 772 | 22.557 | sloplesscodemcp · ai-agents | Provides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model… | 1 star | No one-command install · Source | |
| 773 | 22.557 | mnemoforgemcp · ai-agents | Provides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model… | 1 star | No one-command install · Source | |
| 774 | 22.557 | claude-tradingview-mcpmcp · ai-agents | An MCP server that lets Claude analyze your TradingView charts by reading the window and taking screenshots, with no write tools or trade execution. | 1 star | No one-command install · Source | |
| 775 | 22.557 | mcp-jobsearchmcp · ai-agents | Personal job posting management MCP server that fetches job postings from multiple Korean job sites and stores them for LLM analysis, enabling… | 1 star | No one-command install · Source | |
| 776 | 22.557 | wazuh-mcp-socmcp · ai-agents | Enables natural-language security operations by connecting Wazuh SIEM to Claude Desktop via MCP, allowing querying of alerts, agents, vulnerabilities… | 1 star | No one-command install · Source | |
| 777 | 22.557 | photo-shoot-plannermcp · ai-agents | A Claude-compatible MCP server for planning both outdoor photography trips and professional photoshoot productions, with tools for location scouting… | 1 star | No one-command install · Source | |
| 778 | 22.557 | lg-tv-mcpmcp · ai-agents | Turns AI assistants like Claude and ChatGPT into a remote control for LG webOS smart TVs, enabling power control, volume, app launching, input… | 1 star | No one-command install · Source | |
| 779 | 22.557 | kiubi-local-mcpmcp · ai-agents | Local MCP server for Kiubi graphic theme integration, exposing tools for documentation, theme introspection, and static file validation to AI agents… | 1 star | No one-command install · Source | |
| 780 | 22.557 | aetherforgemcp · ai-agents | An AI-native game engine MCP server that enables AI agents to create, modify, and run games using 53 tools for scene creation, physics, audio, 3D… | 1 star | No one-command install · Source | |
| 781 | 22.557 | alpha-forge-mcpmcp · ai-agents | The MCP server for AlphaForge — the agent-native quant CLI: write strategies in JSON, optimize with Optuna TPE, validate with walk-forward, export to… | 1 star | No one-command install · Source | |
| 782 | 22.557 | ai-router-mcp-servermcp · ai-agents | Enables Claude Code to analyze images using multiple visual models (Kimi, OpenAI, etc.) and summarize results with DeepSeek. Supports dynamic… | 1 star | No one-command install · Source | |
| 783 | 22.557 | leadsheetmcp · ai-agents | Enables Claude to compose real music from chord-symbol descriptions into MIDI files and audio previews, with musicology cross-checks on every chord. | 1 star | No one-command install · Source | |
| 784 | 22.557 | graph-mem-mcpmcp · ai-agents | A universal MCP server providing persistent, structured memory through a knowledge graph with graph storage, semantic vector search, and multi-hop… | 1 star | No one-command install · Source | |
| 785 | 22.557 | powershell-terminalmcp · ai-agents | Enables Claude to execute PowerShell commands and scripts in a persistent interactive terminal on Windows, with real-time output streaming to a web… | 1 star | No one-command install · Source | |
| 786 | 22.557 | steam-local-mcpmcp · ai-agents | Let your agent control your steam client. e.g. "pick a strategy game from my library and launch it" | 1 star | No one-command install · Source | |
| 787 | 22.557 | mcp-1passwordmcp · ai-agents | An MCP server that integrates 1Password with AI agents, providing secure access to vaults and items with secrets redacted by default. | 1 star | No one-command install · Source | |
| 788 | 22.557 | ble-toy-mcp-startermcp · ai-agents | An open-source tutorial and safe code skeleton that enables users to control their own BLE devices from ChatGPT via MCP and Secure MCP Tunnel. | 1 star | No one-command install · Source | |
| 789 | 22.557 | monstarx-singapore-mcpmcp · ai-agents | Provides AI agents with live, structured access to Singapore government open data including weather, transport, property, and company registry via 35… | 1 star | No one-command install · Source | |
| 790 | 22.557 | neighborsmcp · ai-agents | Enables multiple Claude Code sessions to communicate and coordinate through broadcast and peer-to-peer messaging. | 1 star | No one-command install · Source | |
| 791 | 22.557 | memory-ai-localmcp · ai-agents | A local-first MCP server that manages developer memory for coding agents, enabling shared project context, permissions, and audit trails across… | 1 star | No one-command install · Source | |
| 792 | 22.557 | mcp-ssh-sessionmcp · ai-agents | An MCP server that enables AI agents to establish and manage persistent SSH sessions with smart command execution, async support, and file operations. | 1 star | No one-command install · Source | |
| 793 | 22.557 | codex-ssh-terminal-mcpmcp · ai-agents | Agent-native SSH control plane with a local Web Terminal, human-in-the-loop secret input, keychain-backed profiles, and user-confirmed uploads for… | 1 star | No one-command install · Source | |
| 794 | 22.557 | docforgemcp · ai-agents | Agent-grade document production powered by Typst: templates with JSON schemas, deterministic compile/lint/repair, PNG previews and visual QA | 1 star | No one-command install · Source | |
| 795 | 22.557 | dlbrowsermcp · ai-agents | MCP server that gives AI agents reliable web access with self-healing, anti-bot bypass and clean content extraction. It provides 11 tools like fetch… | 1 star | No one-command install · Source | |
| 796 | 22.557 | agent-skills-apimcp · ai-agents | A multi-agent system for code rules management using MCP, supporting search, generation, and architectural validation through specialized agents. | 1 star | No one-command install · Source | |
| 797 | 22.557 | lean-jira-mcpmcp · ai-agents | A lean, agent-first MCP server for JIRA Cloud that exposes 10 intent-shaped tools for searching, creating, updating issues, and more, with… | 1 star | No one-command install · Source | |
| 798 | 22.557 | puls-mcpmcp · ai-agents | MCP server for Puls prediction markets on Arc, letting AI assistants read live markets, the AI-vs-crowd oracle, autonomous agents, and place real USDC… | 1 star | No one-command install · Source | |
| 799 | 22.557 | thunderbird-mcpmcp · ai-agents | A read-only MCP server that lets Claude read and search emails from Thunderbird accounts and access contacts, working directly with profile files. | 1 star | No one-command install · Source | |
| 800 | 22.557 | maxoperf-mcp-servermcp · ai-agents | Remote MCP server enabling AI agents to manage the MaxoPerf performance testing platform via natural language, including creating tests, launching… | 1 star | 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.