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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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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
410163.724andrelandgraf-home-assistantmcp · ai-agentsDemonstrates light control in Home Assistant by comparing OpenAI function calling with a standardized protocol for external tool interaction9 stars · 2 forksNo one-command install · Source
410263.724j3n5en-impart-agent-orchestratormcp · ai-agentsOrchestrates Claude Code, Codex CLI, and Gemini CLI as specialized expert agents through synchronous, asynchronous, and batch execution modes.9 stars · 2 forksNo one-command install · Source
410363.724impart-mcpmcp · ai-agentsAn agent orchestration layer that wraps expert agents as MCP tools, enabling integration with Claude Desktop, Cursor, and other MCP-compatible…9 stars · 2 forksNo one-command install · Source
410463.724jkalasas-artifexmcp · ai-agentsMulti-provider image generation with Antigravity and OpenAI DALL-E support, including session-based character consistency, aspect ratios, and image…9 stars · 2 forksNo one-command install · Source
410563.724sushimcp · ai-agentsDelivers documentation context from various technology sources to improve code generation by fetching and serving relevant llms.txt documentation on…9 stars · 2 forksNo one-command install · Source
410663.724tonytranrp-cheat-enginemcp · ai-agentsNative Cheat Engine plugin bridge with 210 tools for process attachment, memory access, pointer chains, scans, Lua scripting, and cheat table…9 stars · 2 forksNo one-command install · Source
410763.724vecfsmcp · ai-agentsVecFS is a lightweight, local-first vector storage specification and implementation for AI agent long-term memory. It provides an MCP server enabling…9 stars · 2 forksNo one-command install · Source
410863.724krea-mcp-servermcp · ai-agentsMCP server for Krea.ai enabling AI image and video generation using models like Flux, Hailuo, Runway, Kling, and others via natural language prompts.9 stars · 2 forksNo one-command install · Source
410963.724ravisharma46-leak-canarymcp · ai-agentsDetect and analyze Android memory leaks via LeakCanary with tools for leak listing, root cause analysis, and fix suggestions.9 stars · 2 forksNo one-command install · Source
411063.724qdrant-docs-mcp-servermcp · ai-agentsA read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation.9 stars · 2 forksNo one-command install · Source
411163.724maltego-mcpmcp · ai-agentsEnables LLMs to author Maltego .mtgx graph files and perform OSINT lookups, with an optional transform layer for pivoting into MISP, TheHive, Cortex…9 stars · 2 forksNo one-command install · Source
411263.724schemabrainmcp · ai-agentsSchemaBrain is an MCP server that sits between AI agents (Claude, Cursor, Windsurf) and your SQL database as a read-only trust + intelligence layer…9 stars · 2 forksNo one-command install · Source
411363.724localantmcp · ai-agentsLocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management…9 stars · 2 forksNo one-command install · Source
411463.724songforge-mcpmcp · ai-agentsGenerates original AI music through Claude, powered by ACE-Step 1.5, running entirely on your local machine with no cloud dependency.9 stars · 2 forksNo one-command install · Source
411563.724drawio-engineering-mcpmcp · ai-agentsEnables AI agents to generate, view, and analyze engineering diagrams (RF, PCB, EMC) in draw.io using natural language prompts, with auto-layout and…9 stars · 2 forksNo one-command install · Source
411663.724commitloremcp · ai-agentsGit-native decision memory for coding agents: stores constraints, ruled-out alternatives, and warnings as git trailers and refs/notes, returning only…9 stars · 2 forksNo one-command install · Source
411763.724zfy465914233-lore-agentmcp · ai-agentsLocal knowledge agent MCP server with BM25 retrieval and web research integration for querying and saving research notes.9 stars · 2 forksNo one-command install · Source
411863.935serial-hardware-bridgemcp · ai-agentsBridges LLMs with physical hardware through serial communication, enabling real-world interaction via configurable commands for IoT projects and…8 stars · 3 forksNo one-command install · Source
411963.935directusmcp · ai-agentsIntegrates with Directus CMS instances to manage content, schema, files, workflows, and user permissions through CRUD operations, automation triggers…8 stars · 3 forksNo one-command install · Source
412063.9350x1abin-matter-controller-mcpmcp · ai-agentsAn MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.8 stars · 3 forksNo one-command install · Source
412163.935mattjegan-swarmia-mcpmcp · ai-agentsRead-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting.8 stars · 3 forksNo one-command install · Source
412263.935claude-slackmcp · ai-agentsChannel-based messaging system that enables Slack-like communication infrastructure across projects and agent hierarchies with SQLite persistence…8 stars · 3 forksNo one-command install · Source
412363.935jamesanz-system-prompts-mcp-servermcp · ai-agentsExposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or…8 stars · 3 forksNo one-command install · Source
412463.935claude-c2mcp · ai-agentsEnables natural language command and control of remote systems across multiple platforms through Claude AI using the Model Context Protocol.8 stars · 3 forksNo one-command install · Source
412563.935elhamid-llm-councilmcp · ai-agentsMulti-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej…8 stars · 3 forksNo one-command install · Source
412663.935memoryclawmcp · ai-agentsEnables AI agents to store and retrieve persistent memories using BM25 search, allowing them to remember past conversations and context across…8 stars · 3 forksNo one-command install · Source
412763.935prdforgemcp · ai-agentsEnables Claude to read and write product requirement documents section by section via 33 MCP tools, drastically reducing token consumption by loading…8 stars · 3 forksNo one-command install · Source
412863.935renef-mcpmcp · ai-agentsMCP server for Renef, providing dynamic instrumentation and reverse engineering capabilities for Android ARM64, including native hooking, Java…8 stars · 3 forksNo one-command install · Source
412963.935motion-previs-mcpmcp · ai-agentsEnables AI agents to import video footage, trim ranges, run motion analysis (camera, actor, object, or full scene), export depth passes and pose data…8 stars · 3 forksNo one-command install · Source
413063.935ds-web-localmcp · ai-agentsPluggable local agent capability hub that gives web-based DeepSeek local Agent capabilities (MCP/file operations/skills/desktop automation) and lets…8 stars · 3 forksNo one-command install · Source
413163.935sunflowerslwtech-mcp-creator-growthmcp · ai-agentsIntelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and…8 stars · 3 forksNo one-command install · Source
413263.935codeledgermcp · ai-agentsAI coding agent verification layer for complete, production-ready code generation.8 stars · 3 forksNo one-command install · Source
413363.935skills-manager-mcp-servermcp · ai-agentsA visual web interface and MCP server for managing Claude MCP Skills, enabling users to create, edit, browse, and load skill sets through a browser UI…8 stars · 3 forksNo one-command install · Source
413463.935crypto-multi-mcp-hubmcp · ai-agentsAI-driven command center for local crypto operations, integrating over a dozen MCPs for real-time market data, technical analysis, on-chain data, and…8 stars · 3 forksNo one-command install · Source
413563.935dsh-orchestratormcp · ai-agentsA local STDIO MCP server that bridges Codex to the official DeepSeek Harness (DSH) Web Host, enabling supervised DSH collaboration through session…8 stars · 3 forksNo one-command install · Source
413663.940tadas-github-a2asearchmcp · ai-agentsSearch and discover AI agents, MCP servers, CLI tools, and agent skills from the A2ASearch directory.21 starsNo one-command install · Source
413763.987civ6mcpmcp · ai-agentsEnables Claude to access real-time Civilization VI game data for strategic analysis, diplomatic intelligence, military assessments, and more via MCP.5 stars · 5 forksNo one-command install · Source
413864.157a2a-minmcp · ai-agentsMinimal A2A implementation12 stars · 1 forkNo one-command install · Source
413964.157winbridgeagentmcp · ai-agentsAn open-source MCP server for Windows that provides traceable system operations (file, screenshot, clipboard, process, power management) to AI…12 stars · 1 forkNo one-command install · Source
414064.157codyard-winbridgeagentmcp · ai-agentsOpen-source Windows MCP server for AI assistants. File, clipboard, screenshot, process & power mgmt.12 stars · 1 forkNo one-command install · Source
414164.157inventivetalentdev-minecraftmcp · ai-agentsMCP servers for AI-assisted Minecraft development, bridging Claude to running Minecraft instances via WebSocket.12 stars · 1 forkNo one-command install · Source
414264.157jessepwj-agent-teamsmcp · ai-agentsEnables Claude Code to coordinate AI worker agents as a team lead, spawning and managing Claude, Codex, and Gemini CLI subprocesses with push-based…12 stars · 1 forkNo one-command install · Source
414364.157hubinoretros-deep-thinkermcp · ai-agentsAdvanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive)…12 stars · 1 forkarmory install hubinoretros-deep-thinker --cli claude
414464.157data-workersmcp · ai-agentsOpen-source autonomous agent swarm of 15 MCP-native AI agents for data engineering — catalog, quality, incidents, schema evolution, governance…12 stars · 1 forkNo one-command install · Source
414564.157mcp-code-snippetsmcp · ai-agentsAllows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project…12 stars · 1 forkNo one-command install · Source
414664.157mufeng05-ida-automcp · ai-agentsHeadless IDA Pro automation enabling AI agents to autonomously open, analyze, and query multiple binary files without manual GUI interaction.12 stars · 1 forkNo one-command install · Source
414764.157perforce-agentic-gatewaymcp · ai-agentsA local MCP gateway that allows AI clients to manage and interact with multiple MCP servers through a single connection, providing token-efficient…12 stars · 1 forkNo one-command install · Source
414864.157zuckerbotmcp · ai-agents50 tools for Meta Ads campaign management, creative analysis, audience building, and conversion tracking, accessible to any MCP-compatible AI agent.12 stars · 1 forkNo one-command install · Source
414964.157markgatcha-universal-mcp-toolkitmcp · ai-agentsA universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made…12 stars · 1 forkNo one-command install · Source
415064.157stifler7-memexmcp · ai-agentsDeveloper context continuity system. Watches your git repos and builds a temporal knowledge graph of modules, symbols, decisions, and open problems…12 stars · 1 forkarmory install stifler7-memex --cli claude
415164.157memexmcp · ai-agentsmemex is a developer context-continuity MCP server — it watches your git repos and builds a temporal knowledge graph (modules, symbols, decisions…12 stars · 1 forkNo one-command install · Source
415264.157memory-crystal-mcp-servermcp · ai-agentsEnables AI agents to maintain persistent memory across sessions by capturing conversations, extracting durable knowledge, and injecting relevant…12 stars · 1 forkNo one-command install · Source
415364.157xmemomcp · ai-agentsXMemo is a secure, user-owned memory substrate and context engine for AI agents, CLIs, IDEs, and LLM workspaces. Exposed over Streamable HTTP MCP, it…12 stars · 1 forkNo one-command install · Source
415464.157coalent-mcpmcp · ai-agentsMCP server that serves fresh, attributed facts from a Coalent semantic cache, automatically invalidating when underlying sources change, for use with…12 stars · 1 forkNo one-command install · Source
415564.664mcportfoliomcp · ai-agentsEnables LLM-driven portfolio optimization using natural language, providing tools for mean-variance, HRP, Black-Litterman, and other optimization…6 stars · 5 forksNo one-command install · Source
415664.664io-github-thehesiod-psquaremcp · ai-agentsEnables Claude to access ParentSquare school-parent communication platform, including feeds, calendar, conversations, and media files.6 stars · 5 forksNo one-command install · Source
415764.664ac-infinity-mcpmcp · ai-agentsac-infinity-mcp is an MCP server that connects Claude (and other AI assistants) directly to your AC Infinity controllers — so you can read live sensor…6 stars · 5 forksNo one-command install · Source
415864.723pouriamrt-claude-meshmcp · ai-agentsMCP server enabling peer-to-peer messaging, broadcasting, and threading between Claude Code instances.23 starsNo one-command install · Source
415964.723claude-meshmcp · ai-agentsEnables networked Claude-to-Claude messaging over HTTP and MCP channels, allowing direct messages, broadcasts, threaded replies, and permission…23 starsNo one-command install · Source
416064.928a01110946-rhino3dmcp · ai-agentsConnects Rhino3D to Claude through a WebSocket bridge, enabling AI-assisted 3D modeling capabilities for creating and manipulating geometry, running…13 stars · 1 forkNo one-command install · Source
416164.928claude-monet-mcpmcp · ai-agentsA lightweight sketch canvas that lets users draw ideas and sync them in real-time to AI via MCP, enabling visual communication without exports.13 stars · 1 forkNo one-command install · Source
416264.928ember-ex-elixirmcp · ai-agentsElixir port of the Ember framework for building LLM applications13 stars · 1 forkNo one-command install · Source
416364.928fatmike-gh-windows-debuggermcp · ai-agentsNative Windows debugger with breakpoint management, memory inspection, disassembly analysis, and PE file examination for reverse engineering workflows13 stars · 1 forkNo one-command install · Source
416464.928gh-manushi4-screenhandmcp · ai-agentsNative desktop control for MCP agents.13 stars · 1 forkNo one-command install · Source
416564.928shopify-partner-agentmcp · ai-agentsFree, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts…13 stars · 1 forkNo one-command install · Source
416664.928eresussecurity-sentinelmcp · ai-agentsSecurity scanning platform for AI and LLM ecosystems with MCP proxy, schema validation, and 48+ security probes.13 stars · 1 forkNo one-command install · Source
416764.928model-advisor-mcpmcp · ai-agentsHelps LLMs choose the best AI model for each coding agent by fetching real-time data from OpenCode subscriptions and matching with benchmarks and…13 stars · 1 forkNo one-command install · Source
416864.928codex-computer-use-mcpmcp · ai-agentsA local MCP server that lets compatible agents use the official, signed Computer Use broker bundled with the OpenAI ChatGPT macOS app.13 stars · 1 forkNo one-command install · Source
416964.928jobfindsmemcp · ai-agentsEnables AI agents to discover, filter, and track job openings based on the user's local resume, without uploading data to the cloud.13 stars · 1 forkNo one-command install · Source
417064.928hobby-github-iomcp · ai-agentsPersonal hobby blog13 stars · 1 forkNo one-command install · Source
417165.086bralca-context-engineeringmcp · ai-agentsKeeps AI coding agents aligned by generating PRDs, specs, and plans that prevent context loss and random rewrites.10 stars · 2 forksNo one-command install · Source
417265.086base76-research-lab-token-compressormcp · ai-agentsSemantic prompt compression using local LLM rewriting with embedding validation to reduce token usage by 40-60%.10 stars · 2 forksNo one-command install · Source
417365.086synology-office-mcpmcp · ai-agentsSelf-hosted MCP server that exposes Synology Drive, Spreadsheet, MailPlus, and Calendar as structured tools for AI agents, enabling file, spreadsheet…10 stars · 2 forksNo one-command install · Source
417465.086cc-recommendermcp · ai-agentsAnalyzes project dependencies and recommends relevant skills, plugins, and MCP servers for Claude Code, enabling users to discover and install optimal…10 stars · 2 forksNo one-command install · Source
417565.086gpalmcp · ai-agentsAn MCP server that gives your IDE or agent access to Google Gemini with autonomous codebase exploration, enabling deep code analysis, architectural…10 stars · 2 forksNo one-command install · Source
417665.086cathedral-ailife1mcp · ai-agentsProvides persistent memory and identity infrastructure for AI agents with cross-session identity reconstruction and drift detection.10 stars · 2 forksNo one-command install · Source
417765.086gef-mcp-for-ctfmcp · ai-agentsGDB Enhanced Features MCP server for remote debugging and CTF exploitation with 41 specialized tools including ROP search, format-string detection…10 stars · 2 forksNo one-command install · Source
417865.086browsercontrolmcp · ai-agentsMCP server for vision-first browser automation that annotates interactive elements with numbered markers, allowing AI agents to control any webpage by…10 stars · 2 forksNo one-command install · Source
417965.086workforgemcp · ai-agentsWorkForge is a secure Windows MCP gateway that lets ChatGPT inspect local projects, resume Git work, read text and images, apply SHA-guarded edits…10 stars · 2 forksNo one-command install · Source
418065.086marcelroozekrans-memorylensmcp · ai-agents.NET memory profiling with JetBrains dotMemory integration for AI-assisted analysis.10 stars · 2 forksNo one-command install · Source
418165.086cortex-mcp-servermcp · ai-agentsProvides persistent memory and task management for coding agents via MCP tools, enabling mid-session recall and capture of durable knowledge.10 stars · 2 forksNo one-command install · Source
418265.086ato-mcpmcp · ai-agentsMCP server that connects AI agents to 34,500+ Australian Taxation Office documents, providing cited answers, tax deduction discovery, depreciation…10 stars · 2 forksNo one-command install · Source
418365.113ibproduct-charly-memory-cachemcp · ai-agentsCaches data between language model queries to optimize token consumption and reduce costs in AI interactions.24 starsNo commit datelisted No one-command install · Source
418465.178itsdarianngo-litellmmcp · ai-agentsIntegrates with LiteLLM to provide access to OpenAI language models for text completion and generation tasks across various applications.7 stars · 5 forksNo one-command install · Source
418565.178stefanskiasan-togetherai-imagemcp · ai-agentsIntegrates with Together AI's image generation models to create custom images based on text prompts, dimensions, and output settings.7 stars · 5 forksNo one-command install · Source
418665.178cryptoleek-solana-blockchainmcp · ai-agentsEnables Claude to interact with the Solana blockchain through specialized tools for retrieving validator information, estimating fees, fetching…7 stars · 5 forksNo one-command install · Source
418765.178precariat365-smart-customer-supportmcp · ai-agentsAutomates e-commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed7 stars · 5 forksNo one-command install · Source
418865.254jimmcq-lemonade-standmcp · ai-agentsEnables playing the classic Lemonade Stand business simulation game directly within Claude Desktop through an interactive interface that manages game…8 stars · 4 forksNo one-command install · Source
418965.254zoom-mcp-servermcp · ai-agentsMCP server for managing Zoom meetings, enabling creation, update, deletion, and retrieval via Claude or Cursor.8 stars · 4 forksNo one-command install · Source
419065.254valado-pantheon-mcpmcp · ai-agents🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.8 stars · 4 forksNo one-command install · Source
419165.254pantheon-mcpmcp · ai-agentsEnables AI agents to access a collection of specialized agent instructions on demand, covering categories like tech, business, growth, and product.8 stars · 4 forksNo one-command install · Source
419265.254zooeyii-macos-computer-usemcp · ai-agentsMCP server enabling AI agents to control macOS computers via mouse, keyboard, screenshots, and app management.8 stars · 4 forksNo one-command install · Source
419365.254docmost-mcp-localmcp · ai-agentsBuilt in rust, feature complete MCP server for self-hosted Docmost (Community Edition) — read & write your wiki from Claude, Cursor & VS8 stars · 4 forksNo one-command install · Source
419465.254securecontextmcp · ai-agentsProvides persistent memory, cryptographic audit trail, and HMAC-verified skill admission for Claude Code, running locally on PostgreSQL with zero…8 stars · 4 forksNo one-command install · Source
419565.575notion-mcp-integrationmcp · ai-agentsEnables Claude to manage a personal todo list in Notion, with capabilities to add, view, and complete tasks.9 stars · 3 forksNo one-command install · Source
419665.575obsidian-ai-curatormcp · ai-agentsAn MCP server that gives Claude AI direct access to your Obsidian vault, enabling natural language search, note creation, file management, and…9 stars · 3 forksNo one-command install · Source
419765.575alvii147-piston-mcpmcp · ai-agentsMCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude…9 stars · 3 forksNo one-command install · Source
419865.575kryftomcp · ai-agentsProvides 42+ MCP tools for browser automation, web scraping, and search, enabling AI agents like Claude and Cursor to browse, extract data, and run…9 stars · 3 forksNo one-command install · Source
419965.575cranot-agentskbmcp · ai-agentsExpert-level knowledge base with researched answers from official sources9 stars · 3 forksNo one-command install · Source
420065.575cyqlelabs-dual-cycle-reasonermcp · ai-agentsProvides dual-cycle metacognitive reasoning framework that detects when autonomous agents get stuck in repetitive behaviors through statistical…9 stars · 3 forksNo 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.

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