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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
70122.557agentic-mcp-servermcp · ai-agentsEnables a fully local multi-agent AI system with 45 specialized agents and 50 predefined workflows via MCP, powered by Ollama and requiring no…1 starNo one-command install · Source
70222.557orca-slicer-mcpmcp · ai-agentsAn 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 starNo one-command install · Source
70322.557codex-claude-bridge-mcpmcp · ai-agentsOne local MCP server that lets Codex and Claude Code coordinate through a shared task board and message inbox.1 starNo one-command install · Source
70422.557taproommcp · ai-agentsDiscovers and manages portable agent capabilities (skills and MCP servers) from configurable collections, providing search, inspection, and local…1 starNo one-command install · Source
70522.557mcp-agile-agentmcp · ai-agentsProvides Trello project management tools (create cards, move cards, add comments, list cards) with fuzzy matching for AI agents like Claude and…1 starNo one-command install · Source
70622.557evm-agent-toolkitmcp · ai-agentsAn MCP server that gives autonomous coding agents deterministic, schema-validated tools for EVM smart contract development — security scanning, gas…1 starNo one-command install · Source
70722.557boc-mcpmcp · ai-agentsMCP server for BeyondContainer platform, enabling LLMs to query clusters, nodes, workloads, images, monitoring, and security scans via 58 tools.1 starNo one-command install · Source
70822.557tomapemcp · ai-agentsToken-optimized multi-agent orchestration MCP server that owns session state, compacts context between agent hops, routes work to smaller models when…1 starNo one-command install · Source
70922.557agent-messagingmcp · ai-agentsEnables asynchronous messaging between AI agents, including sending messages, proposals, and managing threaded conversations using the Model Context…1 starNo one-command install · Source
71022.557agentpay-feed-mcpmcp · ai-agentsReal-time agentic newsfeed for AI agents to poll for new MCP tools, capabilities, and market events as they're published.1 starNo one-command install · Source
71122.557codex-deepseek-delegate-mcpmcp · ai-agentsA Codex MCP server that delegates exploration and implementation tasks to DeepSeek via Claude Agent SDK, supporting subagent types and task…1 starNo one-command install · Source
71222.557agyenvoymcp · ai-agentsA Claude Code MCP server and skill that enables delegation of prompts to agy (Antigravity/Gemini) CLI for model queries, conversation management…1 starNo one-command install · Source
71322.557arc-story-queuemcp · ai-agentsMCP server that queues stories and feeds them to live Claude Code sessions, delegating bounded tasks to worker routes in isolated git worktrees.1 starNo one-command install · Source
71422.557coordination-memory-mcpmcp · ai-agentsAn append-only coordination memory for multi-agent and human work, backed by SQLite, with a local dashboard and acceptance contracts that enforce…1 starNo one-command install · Source
71522.557hledit-mcpmcp · ai-agentsExposes hash-anchored file edits to MCP-compatible AI coding agents, enabling safe read and write operations with stale edit detection.1 starNo one-command install · Source
71622.557ddx-term-mcpmcp · ai-agentsEnables AI agents to execute commands in a shared tmux session that is simultaneously visible to a human via a web-based terminal UI.1 starNo one-command install · Source
71722.557songcheck-mcpmcp · ai-agentsEnables AI agents to detect AI-generated music, images, and video by analyzing files through SongCheck's ensemble detector, providing verdicts and…1 starNo one-command install · Source
71822.557agent-media-toolkit-mcpmcp · ai-agentsA hosted MCP server providing 15 media and data tools for AI agents, including web search, news, content extraction, summarization, translation…1 starNo one-command install · Source
71922.557auto-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 starNo one-command install · Source
72022.557quotormcp · ai-agentsEnables AI agents to get real home & auto insurance quotes and start binding through a network of licensed independent agencies.1 starNo one-command install · Source
72122.557ai-mind-mapmcp · ai-agentsAn 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 starNo one-command install · Source
72222.557graphifymcp · ai-agentsPersistent memory MCP server for Claude Code that stores decisions and summaries locally, enabling Claude to recall past context across chats.1 starNo one-command install · Source
72322.557karea-mcpmcp · ai-agentsMCP server for Karea task management, enabling creation, editing, closing, and linking tasks with 44 tools from Claude Code and other MCP clients.1 starNo one-command install · Source
72422.557scanner-mcpmcp · ai-agentsEnables scanning documents via network (eSCL) or USB (WIA/SANE) scanners, returning inline images, OCR text, or saved PDFs for Claude to read.1 starNo one-command install · Source
72522.557catmcpmcp · ai-agentsA lightweight MCP server that serves a curated collection of cat jokes to LLM clients, supporting tools for random jokes by category, search, and…1 starNo one-command install · Source
72622.557adobe-mcpmcp · ai-agentsDrives After Effects, Photoshop, Illustrator, Premiere Pro (and Character Animator puppet authoring) from Claude.1 starNo one-command install · Source
72722.557agenthookmcp · ai-agentsAgenthook lets AI agents make character-consistent UGC videos, images, and captions from any MCP client. Create a reusable AI influencer once, then…1 starNo one-command install · Source
72822.557lawstronaut-mcpmcp · ai-agentsConnects AI agents to 50+ million laws and court cases across 150+ jurisdictions via the Model Context Protocol.1 starNo one-command install · Source
72922.557learn-climcp · ai-agentsAn MCP server and CLI for step-by-step learning, enabling humans and agents to learn subjects like language tutoring through a structured prompt…1 starNo one-command install · Source
73022.557bhyve-mcpmcp · ai-agentsQuery and control Orbit B-Hyve irrigation systems from MCP-compatible clients like Claude Code and Cursor.1 starNo one-command install · Source
73122.557llmstudio-mcpmcp · ai-agentsMCP server that connects LLM agents to a local LM Studio instance, enabling model management, OpenAI-compatible chat completions, text completions…1 starNo one-command install · Source
73222.557nomacms-mcp-servermcp · ai-agentsMCP server for NomaCMS. Manage collections, fields, content, and assets via AI agents.1 starNo one-command install · Source
73322.557async-claude-agentsdk-mcpmcp · ai-agentsAn MCP server that enables coding agents to run Claude Agent SDK sessions as asynchronous sub-agents, with tools for starting, continuing, and…1 starNo one-command install · Source
73422.557dingdawg-governancemcp · ai-agentsUniversal governance layer for AI agents with audit proofs and rollback.1 starNo one-command install · Source
73522.557ctrl-memorymcp · ai-agentsA lightweight, local-first MCP memory server for LLM agents that enables storing, searching, and retrieving agent memories with zero external…1 starNo one-command install · Source
73622.557magic-mousemcp · ai-agentsAn MCP server that allows Cursor Agent to control your desktop via a desktop pet, enabling actions like mouse movement, clicks, typing, and app…1 starNo one-command install · Source
73722.557grok-membership-media-mcpmcp · ai-agentsTurns paid ChatGPT and Grok memberships into a website media tool for Claude and Codex agents.1 starNo one-command install · Source
73822.557code-mode-mcpmcp · ai-agentsCompose arbitrary MCP tools with JavaScript through one agent-agnostic stdio MCP server. It exposes an exec tool that enables dynamic tool discovery…1 starNo one-command install · Source
73922.557ainpcenginemcp · ai-agentsMCP server for creating, managing, and interacting with AI-powered NPCs with persistent memory, supporting dialogue, game events, and persona…1 starNo one-command install · Source
74022.557stockup-mcpmcp · ai-agentsConnects AI agents to StockUp Quan's financial reasoning models with real-time stock data from Yahoo Finance, enabling grounded financial analysis and…1 starNo one-command install · Source
74122.557clyanmcp · ai-agentsEnables AI agents to clean disk space by scanning and removing temporary files, caches, and duplicates through natural language commands via MCP…1 starNo one-command install · Source
74222.557universe-imagine-mcpmcp · ai-agentsEnables AI image generation from text prompts by wrapping local ComfyUI as a Streamable HTTP MCP server, supporting synchronous generation, queue…1 starNo one-command install · Source
74322.557shared-marginmcp · ai-agentsShared 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 starNo one-command install · Source
74422.557k402-mcpmcp · ai-agentsPay-per-call MCP server for AI agents, offering text tools, web reading, and Kaspa blockchain data with automatic payment via Kaspa cryptocurrency.1 starNo one-command install · Source
74522.557agent-fdemcp · ai-agentsA methodology-driven MCP server that guides enterprise AI rollouts through a 5-phase pipeline with layered memory for experience reuse, enabling…1 starNo one-command install · Source
74622.557aurum-recallmcp · ai-agentsA memory system for AI agents that maintains a human-readable, typed Markdown knowledge base with an always-in-context index, enabling recall…1 starNo one-command install · Source
74722.557whdrnr2583-token-metermcp · ai-agentsLocal-first token usage dashboard and MCP for Claude Code and Codex with per-tool breakdown and cost tracking.1 starNo one-command install · Source
74822.557shareworker-code-review-mcpmcp · ai-agentsDeterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable…1 starNo one-command install · Source
74922.557x402-mcpmcp · ai-agentsMCP server bringing 100+ x402-paid APIs to AI agents (Claude, Cursor, MCP-aware clients). Auto-discovers tools from CDP Bazaar; handles USDC…1 starNo one-command install · Source
75022.557mcp-pearmcp · ai-agentsRead-only MCP server for Pear Protocol that gives Claude access to markets, pair ratios, positions, orders, trade history, and portfolio.1 starNo one-command install · Source
75122.557agent-3mdmcp · ai-agentsExposes 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 starNo one-command install · Source
75222.557valta-mcpmcp · ai-agentsAn MCP server for Valta that exposes financial governance tools for AI agents, including spend authorization and audit trail via MCP-compatible…1 starNo one-command install · Source
75322.557inktomd-mcp-servermcp · ai-agentsConvert any file or URL to clean AI-ready Markdown directly from Claude, Claude Code, Cursor, or any MCP-compatible AI agent.1 starNo one-command install · Source
75422.557hyperxosist-agentmcp · ai-agentsMCP server for noise-reduced X (Twitter) search planning and Feedback-to-Fix engineering handoffs. Enables AI agents to generate structured search…1 starNo one-command install · Source
75522.557lazy-mobile-mcpmcp · ai-agentsLocal MCP server for Android and iOS mobile automation and performance telemetry, enabling device control (screenshot, tap, swipe, input, app launch)…1 starNo one-command install · Source
75622.557mpilotmcp · ai-agentsUnified MCP server for media acquisition, subtitle automation, and agent-run media workflows, enabling downloads via Prowlarr/qBittorrent and subtitle…1 starNo one-command install · Source
75722.557aura-mnemosmcp · ai-agentsA persistent-memory MCP server for AI agents with an honest health endpoint that survives its store dying.1 starNo one-command install · Source
75822.557agentboardmcp · ai-agentsA 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 starNo one-command install · Source
75922.557playmetrics-mcpmcp · ai-agentsRead-only MCP server for the PlayMetrics youth-sports club management platform, enabling AI agents to query clubs, teams, players, schedules…1 starNo one-command install · Source
76022.557storymappermcp · ai-agentsA 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 starNo one-command install · Source
76122.557blockchainacademics-mcpmcp · ai-agentsAn MCP server offering 99 tools for AI agents to access crypto editorial content, market data, on-chain analytics, sentiment, and proprietary…1 starNo one-command install · Source
76222.557mcp-ssh-terminalmcp · ai-agentsEnables AI agents to have persistent, fully interactive SSH sessions into remote hosts, behaving like a local terminal.1 starNo one-command install · Source
76322.557selectel-mcpmcp · ai-agentsAn MCP server that gives an AI agent controlled access to a Selectel cloud account: OpenStack cloud servers, S3 object storage, and account billing.1 starNo one-command install · Source
76422.557freya-mcp-servermcp · ai-agentsA powerful filesystem MCP server for AI agents with extensive system access, including filesystem operations, shell execution, Windows tools, reverse…1 starNo one-command install · Source
76522.557spector-agent-mcpmcp · ai-agentsAI-first WebGL 1/2 debugging MCP server that attaches to Chrome via CDP, enables frame capture and diagnostic analysis, and collaborates with Chrome…1 starNo one-command install · Source
76622.557threadworkmcp · ai-agentsA multi-agent collaboration tool for Claude Code that supports hot-swappable role YAML, persistent memory with SQLite and FTS5, and step-level replay…1 starNo one-command install · Source
76722.557openrct2-mcpmcp · ai-agentsBridges a running OpenRCT2 game to AI agents, enabling them to read park state, optimize parks, and build roller coasters.1 starNo one-command install · Source
76822.557dxn1-audio-ai-toolmcp · ai-agentsAI-powered music production toolkit enabling AI agents to generate, remix, separate stems, master tracks, and control DAWs via MCP.1 starNo one-command install · Source
76922.557garmin-mcp-bridgemcp · ai-agentsBrings Garmin training data into Claude via Intervals.icu, enabling querying of activities, wellness, and planned workouts, as well as creating…1 starNo one-command install · Source
77022.557umami-mcp-servermcp · ai-agentsAn MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live…1 starNo one-command install · Source
77122.557infinihash-kyt-mcpmcp · ai-agentsMCP server for Infinihash KYT providing real-time blockchain transaction monitoring, sanctions screening, and SAR generation. It enables…1 starNo one-command install · Source
77222.557sloplesscodemcp · ai-agentsProvides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model…1 starNo one-command install · Source
77322.557mnemoforgemcp · ai-agentsProvides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model…1 starNo one-command install · Source
77422.557claude-tradingview-mcpmcp · ai-agentsAn MCP server that lets Claude analyze your TradingView charts by reading the window and taking screenshots, with no write tools or trade execution.1 starNo one-command install · Source
77522.557mcp-jobsearchmcp · ai-agentsPersonal job posting management MCP server that fetches job postings from multiple Korean job sites and stores them for LLM analysis, enabling…1 starNo one-command install · Source
77622.557wazuh-mcp-socmcp · ai-agentsEnables natural-language security operations by connecting Wazuh SIEM to Claude Desktop via MCP, allowing querying of alerts, agents, vulnerabilities…1 starNo one-command install · Source
77722.557photo-shoot-plannermcp · ai-agentsA Claude-compatible MCP server for planning both outdoor photography trips and professional photoshoot productions, with tools for location scouting…1 starNo one-command install · Source
77822.557lg-tv-mcpmcp · ai-agentsTurns AI assistants like Claude and ChatGPT into a remote control for LG webOS smart TVs, enabling power control, volume, app launching, input…1 starNo one-command install · Source
77922.557kiubi-local-mcpmcp · ai-agentsLocal MCP server for Kiubi graphic theme integration, exposing tools for documentation, theme introspection, and static file validation to AI agents…1 starNo one-command install · Source
78022.557aetherforgemcp · ai-agentsAn 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 starNo one-command install · Source
78122.557alpha-forge-mcpmcp · ai-agentsThe MCP server for AlphaForge — the agent-native quant CLI: write strategies in JSON, optimize with Optuna TPE, validate with walk-forward, export to…1 starNo one-command install · Source
78222.557ai-router-mcp-servermcp · ai-agentsEnables Claude Code to analyze images using multiple visual models (Kimi, OpenAI, etc.) and summarize results with DeepSeek. Supports dynamic…1 starNo one-command install · Source
78322.557leadsheetmcp · ai-agentsEnables Claude to compose real music from chord-symbol descriptions into MIDI files and audio previews, with musicology cross-checks on every chord.1 starNo one-command install · Source
78422.557graph-mem-mcpmcp · ai-agentsA universal MCP server providing persistent, structured memory through a knowledge graph with graph storage, semantic vector search, and multi-hop…1 starNo one-command install · Source
78522.557powershell-terminalmcp · ai-agentsEnables Claude to execute PowerShell commands and scripts in a persistent interactive terminal on Windows, with real-time output streaming to a web…1 starNo one-command install · Source
78622.557steam-local-mcpmcp · ai-agentsLet your agent control your steam client. e.g. "pick a strategy game from my library and launch it"1 starNo one-command install · Source
78722.557mcp-1passwordmcp · ai-agentsAn MCP server that integrates 1Password with AI agents, providing secure access to vaults and items with secrets redacted by default.1 starNo one-command install · Source
78822.557ble-toy-mcp-startermcp · ai-agentsAn 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 starNo one-command install · Source
78922.557monstarx-singapore-mcpmcp · ai-agentsProvides AI agents with live, structured access to Singapore government open data including weather, transport, property, and company registry via 35…1 starNo one-command install · Source
79022.557neighborsmcp · ai-agentsEnables multiple Claude Code sessions to communicate and coordinate through broadcast and peer-to-peer messaging.1 starNo one-command install · Source
79122.557memory-ai-localmcp · ai-agentsA local-first MCP server that manages developer memory for coding agents, enabling shared project context, permissions, and audit trails across…1 starNo one-command install · Source
79222.557mcp-ssh-sessionmcp · ai-agentsAn MCP server that enables AI agents to establish and manage persistent SSH sessions with smart command execution, async support, and file operations.1 starNo one-command install · Source
79322.557codex-ssh-terminal-mcpmcp · ai-agentsAgent-native SSH control plane with a local Web Terminal, human-in-the-loop secret input, keychain-backed profiles, and user-confirmed uploads for…1 starNo one-command install · Source
79422.557docforgemcp · ai-agentsAgent-grade document production powered by Typst: templates with JSON schemas, deterministic compile/lint/repair, PNG previews and visual QA1 starNo one-command install · Source
79522.557dlbrowsermcp · ai-agentsMCP 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 starNo one-command install · Source
79622.557agent-skills-apimcp · ai-agentsA multi-agent system for code rules management using MCP, supporting search, generation, and architectural validation through specialized agents.1 starNo one-command install · Source
79722.557lean-jira-mcpmcp · ai-agentsA lean, agent-first MCP server for JIRA Cloud that exposes 10 intent-shaped tools for searching, creating, updating issues, and more, with…1 starNo one-command install · Source
79822.557puls-mcpmcp · ai-agentsMCP 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 starNo one-command install · Source
79922.557thunderbird-mcpmcp · ai-agentsA read-only MCP server that lets Claude read and search emails from Thunderbird accounts and access contacts, working directly with profile files.1 starNo one-command install · Source
80022.557maxoperf-mcp-servermcp · ai-agentsRemote MCP server enabling AI agents to manage the MaxoPerf performance testing platform via natural language, including creating tests, launching…1 starNo 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.

Leaderboard · Armory