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

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
240138.066robwilde-obsidianmcp · ai-agentsAutomatically captures Claude Code responses and saves them as structured markdown files in your Obsidian vault with configurable templates…2 stars · 1 forkNo one-command install · Source
240238.066ipython-kernelmcp · ai-agentsAn MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.2 stars · 1 forkNo one-command install · Source
240338.066nicavcrm-memory-bankmcp · ai-agentsImplements a structured development workflow system with five operational modes (VAN, PLAN, CREATIVE, IMPLEMENT, REFLECT+ARCHIVE) that maintains…2 stars · 1 forkNo one-command install · Source
240438.066claude-code-output-styles-debuggingworkflow · ai-agentsA small set of output styles for debugging: root cause analysis and a systematic, methodical approach to fixing bugs in Claude Code.2 stars · 1 forkNo one-command install · Source
240538.066agent-centralmcp · ai-agentsAgent Central for all the agents2 stars · 1 forkNo one-command install · Source
240638.066mac-vision-mcpmcp · ai-agentsAn MCP server that enables AI coding agents to capture screenshots of macOS windows and displays on demand, providing tools for window discovery and…2 stars · 1 forkNo one-command install · Source
240738.066mcp-registry-interfacemcp · ai-agentsMCP server for interfacing with the official Model Context Protocol registry. Enables Claude and other MCP clients to dynamically discover, browse…2 stars · 1 forkNo one-command install · Source
240838.066flowise-mcpmcp · ai-agentsEnables AI agents to interact with Flowise instances for flow management, predictions, analysis, and more.2 stars · 1 forkNo one-command install · Source
240938.066monosketch-mcpmcp · ai-agentsAn MCP server that enables AI agents to create beautiful ASCII diagrams using Unicode box-drawing characters, with support for stateful canvas…2 stars · 1 forkNo one-command install · Source
241038.066hotels-skillmcp · ai-agentsEnables real-time hotel search and pricing data from Booking.com for AI agents and Claude.2 stars · 1 forkNo one-command install · Source
241138.066claude-bridge-mcpmcp · ai-agentsAn MCP server that exposes your local Claude Code CLI over HTTP+SSE, enabling any MCP-compatible client to use your Claude Code MAX/PRO subscription…2 stars · 1 forkNo one-command install · Source
241238.066hammadxcm-daemon-osmcp · ai-agentsGives AI agents full computer-use control on macOS through the native accessibility tree, with a recipe system for repeatable workflows.2 stars · 1 forkNo one-command install · Source
241338.066openwebui-mcp-servermcp · ai-agentsConnects Claude to Open WebUI, enabling chat management, RAG knowledge bases, files, functions, and prompts directly from Claude.2 stars · 1 forkNo one-command install · Source
241438.066task-graph-mcpmcp · ai-agentsProvides structured workflows (phases, gates, coordination) for AI agents, enabling complex task execution with quality enforcement and multi-agent…2 stars · 1 forkNo one-command install · Source
241538.066oortonaut-task-graphmcp · ai-agentsStructured agent task workflows with phases, dependency graphs, quality gates, and multi-agent coordination.2 stars · 1 forkNo one-command install · Source
241638.066shellsage-ai-mcp-server-boilerplatemcp · ai-agentsProduction-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration…2 stars · 1 forkNo one-command install · Source
241738.066keiver-image-tiler-mcp-servermcp · ai-agentsFull-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling…2 stars · 1 forkNo one-command install · Source
241838.066claude-orator-mcpmcp · ai-agentsAn MCP server for deterministic prompt optimization in Claude Code. Score prompts across 7 quality dimensions, auto-select from 11 Anthropic…2 stars · 1 forkNo one-command install · Source
241938.066engram-memmcp · ai-agentsEnables persistent memory for AI agents, combining episodic and semantic memory with LLM reasoning, accessible via MCP.2 stars · 1 forkNo one-command install · Source
242038.066rjexile-sports-card-agentmcp · ai-agentsSports trading card pricing, market analysis, grading ROI, and player stats for NBA, NFL, and MLB.2 stars · 1 forkNo one-command install · Source
242138.066mermaid-mcp-appmcp · ai-agentsRenders Mermaid diagrams in an interactive viewer with pan, zoom, and split-view source editing, enabling LLM hosts to create and edit diagrams…2 stars · 1 forkNo one-command install · Source
242238.066zym9863-modelscope-qwen-imagemcp · ai-agentsIntegrates with ModelScope's Qwen-Image model to generate images from text prompts, returning base64-encoded results with automatic format detection…2 stars · 1 forkNo one-command install · Source
242338.066ruckus-virtual-smartzone-mcp-servermcp · ai-agentsMCP server for managing Ruckus vSZ wireless controllers, providing 52 tools across 12 modules to query and manage APs, WLANs, zones, clients, alarms…2 stars · 1 forkNo one-command install · Source
242438.066solve-itmcp · ai-agentsMCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic…2 stars · 1 forkNo one-command install · Source
242538.066stateclimcp · ai-agentsState replay and self-debugging layer for AI agents with tracking, replay, undo, and checkpoint capabilities.2 stars · 1 forkNo one-command install · Source
242638.066michaelcecil-kimi-code-reviewmcp · ai-agentsConsults Kimi AI as an adversarial code reviewer within Claude Code sessions.2 stars · 1 forkNo one-command install · Source
242738.066hiveclaudemcp · ai-agentsCoordinates multiple Claude Code agents to work collaboratively on projects with role-based task management, shared state, and automated code review.2 stars · 1 forkNo one-command install · Source
242838.066andrewcorpdesing-coder-hiveclaudemcp · ai-agentsMulti-agent MCP broker for coordinating multiple Claude Code instances with shared state, task management, and file locking.2 stars · 1 forkNo one-command install · Source
242938.066agentic-adsmcp · ai-agentsGoogle AdSense for AI agents, enabling MCP server monetization by serving privacy-respecting contextual ads and earning 70% revenue share on clicks.2 stars · 1 forkNo one-command install · Source
243038.066hoodtronik-ltx-trainermcp · ai-agentsOrchestrates 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 forkNo one-command install · Source
243138.066yusufkucukates-prompt-optimizermcp · ai-agentsScore and rewrite prompts using a hybrid rule engine with optional Claude or OpenAI LLM enhancement.2 stars · 1 forkNo one-command install · Source
243238.066antoniotf5-soul-mdmcp · ai-agentsValidate and generate SOUL.md agent identity files from Claude Desktop.2 stars · 1 forkNo one-command install · Source
243338.066ark-forge-arkforge-mcpmcp · ai-agentsThird-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and…2 stars · 1 forkNo one-command install · Source
243438.066webita-blender-codexmcp · ai-agentsCodex-focused MCP server bridging AI agents with Blender 3D for scene inspection, Python execution, viewport screenshots, and GLB exports.2 stars · 1 forkNo one-command install · Source
243538.066paperclip-mcpmcp · ai-agentsMCP server that exposes the Paperclip control plane API as tools for Claude Code agents — manage issues, coordinate agents, post comments, and…2 stars · 1 forkNo one-command install · Source
243638.0660xadvait-team-managermcp · ai-agentsMongoDB-native MCP control plane for multi-agent orchestration with planning, routing, memory, and audit trails.2 stars · 1 forkNo one-command install · Source
243738.066stfade-mothmcp · ai-agentsA lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.2 stars · 1 forkNo one-command install · Source
243838.066mcp-server-woocommercemcp · ai-agentsMCP server for managing WooCommerce stores through AI assistants like Claude. Provides 101 tools covering products, orders, customers, coupons…2 stars · 1 forkNo one-command install · Source
243938.066clean-process-endedmcp · ai-agentsLocal MCP server for safe inspection and dry-run cleanup of leftover subprocesses from AI coding agents, providing ownership-based classification and…2 stars · 1 forkNo one-command install · Source
244038.066mcp-guapmcp · ai-agentsMCP server for ГУАП's student portal enabling AI agents to manage tasks, materials, and reports.2 stars · 1 forkNo one-command install · Source
244138.066yatharthlakhera-google-drivemcp · ai-agentsDrive-focused Google Drive MCP server with mime-aware binary encoding and Claude.ai-compatible tool naming.2 stars · 1 forkNo one-command install · Source
244238.066enhanced-filesystem-mcpmcp · ai-agentsHigh-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 forkNo one-command install · Source
244338.066aa-mcpmcp · ai-agentsEnables AI agents to query LLM and multimodal model benchmarks, pricing, speed, and track model updates via structured diffs using the Artificial…2 stars · 1 forkNo one-command install · Source
244438.066unlimited-mcpmcp · ai-agentsAn MCP server that delegates coding and sysops work to cheaper agents via durable background queues, with git worktree isolation, safety policies, and…2 stars · 1 forkNo one-command install · Source
244538.066triumsebas-unlimitedmcp · ai-agentsDelegate coding and sysops tasks to cheaper agents or local LLMs via durable background job queues.2 stars · 1 forkNo one-command install · Source
244638.066aplaceforallmystuff-pickaxemcp · ai-agentsAutomates Pickaxe platform management by enabling natural language control of AI agents, knowledge bases, user access, and analytics across multiple…2 stars · 1 forkNo one-command install · Source
244738.066mobile-e2e-mcpmcp · ai-agentsAI-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 forkNo one-command install · Source
244838.066mcp-openai-images-audiomcp · ai-agentsExposes 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 forkNo one-command install · Source
244938.066daichi-kudo-llm-advisormcp · ai-agentsSecond-opinion responses from Gemini, GPT-4, and other LLMs for cross-model validation.2 stars · 1 forkNo one-command install · Source
245038.066memocallmcp · ai-agentsAn MCP server that lets Claude Code recall the context of past conversations from any project on demand.2 stars · 1 forkNo one-command install · Source
245138.066cct15-war-dashboard-datamcp · ai-agentsGeopolitical conflict risk probabilities, political events, and maritime traffic data for AI agents.2 stars · 1 forkNo one-command install · Source
245238.066wikimcpmcp · ai-agentsEnables AI clients to incrementally build and maintain a git-backed personal wiki, providing long-term memory by compiling and cross-referencing…2 stars · 1 forkNo one-command install · Source
245338.066antigravity-claude-mcpmcp · ai-agentsAllows 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 forkNo one-command install · Source
245438.066pdfeverythingmcp · ai-agentsEnables AI agents to perform 13 PDF operations (merge, split, compress, watermark, encrypt, and more) on local files via MCP.2 stars · 1 forkNo one-command install · Source
245538.066docveritymcp · ai-agentsMCP server that enables coding agents to check documentation claims against source code, detecting drift and suggesting fixes.2 stars · 1 forkNo one-command install · Source
245638.066bus-mcpmcp · ai-agentsMCP 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 forkNo one-command install · Source
245738.066memorimcp · ai-agentsPersistent AI memory layer with semantic search, structured knowledge extraction, and intelligent recall for production agents.2 stars · 1 forkNo one-command install · Source
245838.066frame-io-agentmcp · ai-agentsEnables coding agents to read and write to Frame.io (projects, assets, reviews, comments, and more) with confirmation-gated mutations.2 stars · 1 forkNo one-command install · Source
245938.066jgs-magic-sysmlv1-mcpmcp · ai-agentsMCP 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 forkNo one-command install · Source
246038.066icloud-reminders-mcpmcp · ai-agentsGives 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 forkNo one-command install · Source
246138.066ssh-shell-mcpmcp · ai-agentsAI-native SSH orchestration server enabling Claude or any MCP agent to execute commands, manage files, tunnels, and fleet operations across multiple…2 stars · 1 forkNo one-command install · Source
246238.066edobusy-agentholdmcp · ai-agentsProvides shared versioned state with conflict detection for multi-agent AI workflows using optimistic concurrency control.2 stars · 1 forkNo one-command install · Source
246338.066pcmhackmcpmcp · ai-agentsMCP 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 forkNo one-command install · Source
246438.066reolink-mcpmcp · ai-agentsAn 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 forkNo one-command install · Source
246538.066chatgpt-web-image-mcpmcp · ai-agentsA 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 forkNo one-command install · Source
246638.066legal-text-mcp-demcp · ai-agentsCite-grade German legal-text infrastructure for LLM agents, providing access to federal, Länder, and EU laws with cryptographic provenance.2 stars · 1 forkNo one-command install · Source
246738.066logica-mindmcp · ai-agentsLong-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 forkNo one-command install · Source
246838.066tradingview-opencode-agentmcp · ai-agentsConnects TradingView Desktop with opencode.ai to enable AI-powered chart analysis, technical indicators, Pine Script development, and replay trading.2 stars · 1 forkNo one-command install · Source
246938.066korea-onegov-mcpmcp · ai-agentsEnables searching and retrieving Korean government documents (press releases, policies, laws, statistics, etc.) from about 50 central administrative…2 stars · 1 forkNo one-command install · Source
247038.066bvcc-agent-mcpmcp · ai-agentsNon-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 forkNo one-command install · Source
247138.066agno-mcp-searchmcp · ai-agentsAn 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 forkNo one-command install · Source
247238.066neo-mcpmcp · ai-agentsIntegrates 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 forkNo one-command install · Source
247338.066skillmatch-mcpmcp · ai-agentsClaude-powered job fit analyzer that analyzes job fit based on GitHub portfolio, resume, and preferences, tracks applications locally.2 stars · 1 forkNo one-command install · Source
247438.066purmemomcp · ai-agentsPersistent conversation memory and identity layer across Claude, ChatGPT, Gemini, and Cursor.2 stars · 1 forkNo one-command install · Source
247538.066self-host-fusion360-mcpmcp · ai-agentsA self-hosted MCP server that lets Claude (or any MCP client) drive Autodesk Fusion 360 on your own machine.2 stars · 1 forkNo one-command install · Source
247638.066oosdk-mcp-servermcp · ai-agentsOntology-driven multi-agent platform that encodes business policy as code, enabling deterministic decision-making and multi-domain agent collaboration…2 stars · 1 forkNo one-command install · Source
247738.066browser-pool-mcpmcp · ai-agentsA dynamic browser pool MCP server that gives each agent its own isolated browser, enabling concurrent browser automation without conflicts.2 stars · 1 forkNo one-command install · Source
247838.066memsemmcp · ai-agentsSemantic memory MCP server that gives AI agents a self-writing, priority-based memory with local semantic search and automatic contradiction handling…2 stars · 1 forkNo one-command install · Source
247938.066local-vision-mcpmcp · ai-agentsMCP 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 forkNo one-command install · Source
248038.066mcp-surveysmcp · ai-agentsPublic MCP server for agent-created, human-friendly, short-lived surveys. Enables agents to ask structured questions and retrieve answers.2 stars · 1 forkNo one-command install · Source
248138.066multi-llm-mcpmcp · ai-agentsEnables 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 forkNo one-command install · Source
248238.066superbi-mcpmcp · ai-agentsEnables 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 forkNo one-command install · Source
248338.066cocos-mcp-gatewaymcp · ai-agentsGlobal 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 forkNo one-command install · Source
248438.066umbrielmcp · ai-agentsMCP 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 forkNo one-command install · Source
248538.066roadboardmcp · ai-agentsMulti-project execution, memory, and collaboration platform for humans and AI agents, providing MCP tools for agents to read and write project state.2 stars · 1 forkNo one-command install · Source
248638.066reasonix-mcpmcp · ai-agentsBridges MCP clients to interactive Reasonix agents, letting you spawn, steer, poll, resume, and manage agents via tools and callbacks. Enables…2 stars · 1 forkNo one-command install · Source
248738.066forensic-deepdivemcp · ai-agentsAnalyzes codebases to produce a persistent code knowledge graph and an MCP server with 9 tools for AI coding agents.2 stars · 1 forkNo one-command install · Source
248838.066claude-intercom-mcpmcp · ai-agentsEnables local messaging between Claude Code, Codex, Pi, and other coding-agent sessions on the same machine, allowing them to discover each other…2 stars · 1 forkNo one-command install · Source
248938.066mixcraftmcp · ai-agentsGive 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 forkNo one-command install · Source
249038.066yawlabs-npmjs-mcpmcp · ai-agentsEnables npm registry operations from MCP clients like Claude Code and Cursor, with 64 tools for package intelligence, security audits, dependency…2 stars · 1 forkNo one-command install · Source
249138.066flightplanmcp · ai-agentsYOUR AGENTS COLLIDE. File a FlightPlan. Run multiple coding agents without them stepping on each other. FlightPlan gives each agent the same preflight…2 stars · 1 forkNo one-command install · Source
249238.066joinwell52-fcopmcp · ai-agentsFile-based multi-agent coordination system with 35 tools for managing agent state, task queues, and inter-agent communication.2 stars · 1 forkNo one-command install · Source
249338.066comfy-draftsmanmcp · ai-agentsThe 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 forkNo one-command install · Source
249438.066crosmos-mcp-servermcp · ai-agentsMCP 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 forkNo one-command install · Source
249538.066qt-commandermcp · ai-agentsMCP server for automating and introspecting native Qt applications (QWidget and QML) without source changes. Enables AI agents to control running Qt…2 stars · 1 forkNo one-command install · Source
249638.066railroadedmcp · ai-agentsAn 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 forkNo one-command install · Source
249738.066llaunchermcp · ai-agentsManages llama.cpp llama-server instances with tools for lifecycle management, configuration CRUD, and orphan detection, enabling LLM agents to control…2 stars · 1 forkNo one-command install · Source
249838.066coach-mcpmcp · ai-agentsAn AI training coach MCP server that integrates with Garmin Connect to provide science-based load management, code-enforced injury gates, and…2 stars · 1 forkNo one-command install · Source
249938.066gptimagemcp · ai-agentsImage generation for Claude Code via ChatGPT subscription token. No API key needed.2 stars · 1 forkNo one-command install · Source
250038.066beat-twinmcp · ai-agentsA local MCP server bridging Bitwig Studio for agent-assisted music workflows, read-only by default with configurable write-policy gates.2 stars · 1 forkNo 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