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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
90122.557leadmind-mcpmcp · ai-agentsAn MCP server that turns an AI lead management system into a conversational tool any MCP-compatible AI client can control directly, with tools…1 starNo one-command install · Source
90222.557tpu-devopsmcp · ai-agentsMCP server for managing Google Cloud TPU capacity and serving Gemma 4 with vLLM, including provisioning, debugging, benchmarking, and teardown.1 starNo one-command install · Source
90322.557nitrostack-starter-templatemcp · ai-agentsThis template enables learning NitroStack fundamentals with a calculator-focused MCP server that supports tools, resources, and prompts. It includes…1 starNo one-command install · Source
90422.5576ducklearn-mcpmcp · ai-agentsHosted MCP server for the 6DuckLearn learning platform, enabling integration with AI agents like Codex and Claude Code.1 starNo one-command install · Source
90522.557mukundakatta-agentcastmcp · ai-agentsExtracts and validates JSON from LLM text output with structured retry feedback generation.1 starNo one-command install · Source
90622.557epiphanymcp · ai-agentsA local MCP server that provides a shared, private memory for multiple AI tools, enabling cross-model recall and automatic session ingestion.1 starNo one-command install · Source
90722.557espn-ff-managermcp · ai-agentsManages ESPN fantasy football teams post-draft, enabling lineup optimization, waiver/free agent recommendations, injury tracking, trade analysis, and…1 starNo one-command install · Source
90822.557legal-research-agentmcp · ai-agentsMCP server for legal research that enables searching US case law via CourtListener, retrieving full opinion text, and looking up legal definitions…1 starNo one-command install · Source
90922.557pengstrike-ai-mcpmcp · ai-agentsTurns any MCP-capable AI agent into a professional penetration testing platform with 150+ security tools, adaptive async tasks, and crash-proof…1 starNo one-command install · Source
91022.557pdf-inspector-mcpmcp · ai-agentsEnables AI agents to process and inspect PDFs by detecting document type, extracting text, and generating Markdown with layout information.1 starNo one-command install · Source
91122.557codebaseagent-mcpmcp · ai-agentsCodebaseAgent-MCP is an MCP server that uses a lightweight RAG pipeline to delegate repository analysis to a dedicated OpenAI-compatible LLM, reducing…1 starNo one-command install · Source
91222.557rodey-mcpmcp · ai-agentsUnofficial MCP server for RØDECaster Pro II, providing tools to read and write audio processing parameters like noise gate, compressor, and routing…1 starNo one-command install · Source
91322.557stock-image-mcpmcp · ai-agentsAn MCP server for searching and downloading stock images from Unsplash, Pexels, Pixabay, Freepik, StockVault, and Burst, enabling AI agents to source…1 starNo one-command install · Source
91422.557mem0-mcp-selfhostedmcp · ai-agentsSelf-hosted mem0 MCP server for Claude Code that adds durable async ingestion, document support, and reranking, enabling persistent memory management…1 starNo one-command install · Source
91522.557shaddai-mcpmcp · ai-agentsMCP server that provides 7 specialized agents with RAG knowledge bases, allowing Claude to search and ask domain-specific questions and route tasks to…1 starNo one-command install · Source
91622.557roblox-studio-mcp-2mcp · ai-agentsA production MCP integration that lets AI agents control Roblox Studio to autonomously build, test, and debug Roblox games. Provides 39 tools for…1 starNo one-command install · Source
91722.557tuxnewsmcp · ai-agentsEnables AI agents to discover and curate news through an MCP server, with features like active preference learning, anti-clickbait rewriting, and…1 starNo one-command install · Source
91822.557claude-mailboxmcp · ai-agentsAn MCP server that enables concurrently-running Claude Code sessions to cross-talk via channels, DMs, and leader coordination, all backed by a shared…1 starNo one-command install · Source
91922.557supermemmcp · ai-agentsEnables storing and querying a personal knowledge graph as a shared memory, allowing agents and tools to remember facts, entities, relations, and…1 starNo one-command install · Source
92022.557shell-sievemcp · ai-agentsAn MCP server that executes shell commands and intelligently compresses, filters, and extracts errors from verbose output to save AI agent context…1 starNo one-command install · Source
92122.557aas-core-agentic-awesome-skills-mcpmcp · ai-agentsA local, read-only MCP server that lets coding agents search the complete AAS skill catalog, compose and validate agent-chosen skill stacks, and…1 starNo one-command install · Source
92222.557port-sentrymcp · ai-agentsAn MCP server that gives AI coding agents structured port intelligence — finding free ports, identifying port hogs, and killing zombie processes…1 starNo one-command install · Source
92322.557homefleetmcp · ai-agentsMCP server that turns multiple home computers into a fleet for AI coding agents, enabling task delegation and LAN-based execution with local models.1 starNo one-command install · Source
92422.557mcp-local-erpmcp · ai-agentsEnables local file reading and writing for your project via Claude Desktop, with tools to read, write, and list files in a specified root path.1 starNo one-command install · Source
92522.557commerce-mcpmcp · ai-agentsAn MCP control plane for SAP Commerce Cloud that exposes safe, read-only tools to LLM agents for inspecting types, running FlexibleSearch, and…1 starNo one-command install · Source
92622.557stickiesmcp · ai-agentsPersistent sticky notes for Claude Code. You pin a note — a decision, a blocker, a todo — and it survives session resets, /clear, and closing the…1 starNo one-command install · Source
92722.557powerbi-agentmcp · ai-agentsMCP server enabling AI agents to directly query and manage Power BI datasets, reports, and workspaces via DAX, with built-in data security policies…1 starNo one-command install · Source
92822.557hermes-cowork-bridgemcp · ai-agentsBridges Claude Cowork/Desktop to a local Hermes Agent, exposing hermes_delegate, hermes_check_run, and hermes_health tools for task delegation, status…1 starNo one-command install · Source
92922.557ownership-provenance-protocolmcp · ai-agentsAn MCP server that enforces explicit task ownership acceptance and requires a provenance tag (observed, reviewed, or reported) on every completion…1 starNo one-command install · Source
93022.557meertrack-mcpmcp · ai-agentsAn MCP server for Meertrack that enables users to ask their AI agent about competitors' recent activities, digests, and product changes via natural…1 starNo one-command install · Source
93122.557ensemble-mcpmcp · ai-agentsAn MCP server providing intelligence infrastructure for AI agent pipelines, including vector memory, drift detection, model routing, skills discovery…1 starNo one-command install · Source
93222.557mcp-vcrmcp · ai-agentsVCR for MCP servers: a zero-dependency stdio proxy that records and replays MCP JSON-RPC tool calls to local cassette files, enabling deterministic…1 starNo one-command install · Source
93322.557mnymann-nordic-datamcp · ai-agentsEU company data for AI agents: KYB verification, sanctions screening, VAT validation, and LEI lookup across 12 countries.1 starNo one-command install · Source
93422.557qimen-mcpmcp · ai-agentsA deterministic Qi Men Dun Jia facts engine, exposed as Model Context Protocol (MCP) tools for AI agents.1 starNo one-command install · Source
93522.557kinqimen-mcpmcp · ai-agentsA deterministic MCP facts engine for Qimen Dunjia (奇門遁甲), providing 時家, 刻家, and 金函玉鏡 chart computation tools for AI agents.1 starNo one-command install · Source
93622.557mini-agent-mcpmcp · ai-agentsAn MCP server that integrates a ReAct agent with built-in tools (calculator, text, unit conversion, etc.) and the AnySearch search service, enabling…1 starNo one-command install · Source
93722.557claude-sessionmcp · ai-agentsMCP server for programmatic lifecycle management of Claude Code sessions, supporting list, create, read, send, fork, wait, and interrupt operations.1 starNo one-command install · Source
93822.557zynx-supabase-mcp-servermcp · ai-agentsReal TypeScript MCP server for connecting Zynx agents to Supabase through safe, allowlisted tools.1 starNo one-command install · Source
93922.557kitty-hivemcp · ai-agentsMCP server for multi-agent collaboration enabling AI agents to communicate, delegate tasks, and share artifacts across clients and machines with…1 starNo one-command install · Source
94022.557vision-router-mcpmcp · ai-agentsEnables AI agents to analyze images via user-configured cloud vision APIs (Gemini or OpenAI-compatible), returning structured results such as…1 starNo one-command install · Source
94122.557instacodeio-icloud-drive-mcp-servermcp · ai-agentsMCP server for iCloud Drive on macOS, enabling Claude to browse, read, search, tag, write, and trash files with safe defaults and automatic handling…1 starNo one-command install · Source
94222.557dagsmithmcp · ai-agentsMCP server providing read-only Snowflake metadata tools (schemas, tables, queries, lineage) for agentic data pipeline generation, enabling…1 starNo one-command install · Source
94322.557ableton12-mcpmcp · ai-agentsMCP server for Ableton Live 12 enabling full DAW control (tracks, devices, mixer, clips, transport) and audio analysis via loopback capture, allowing…1 starNo one-command install · Source
94422.557multichain-mcp-servermcp · ai-agentsThe only MCP server that gives AI agents native access to Stacks, Celo, and Base — from a single npm package.1 starNo one-command install · Source
94522.557vibe-auditmcp · ai-agentsA multi-agent system that scans a JavaScript or TypeScript source file for unbalanced addEventListener calls, flags memory-leak vectors, and produces…1 starNo one-command install · Source
94622.557board-mcpmcp · ai-agentsMCP bulletin board server for coordinating file ownership across multiple AI coding agents (Claude Code, Codex, OpenCode, Trae). It enables agents to…1 starNo one-command install · Source
94722.557praxismcp · ai-agentsGives AI assistants a reliable memory for proven, verified skills, enabling them to reuse successful solutions and avoid repeating mistakes.1 starNo one-command install · Source
94822.557mcp-knowledge-bridgemcp · ai-agentsMCP-compatible knowledge bridge with tools, resources, prompts, local BM25 KB, and a token-guarded HTTP companion for Cursor and custom agents.1 starNo one-command install · Source
94922.557chatgpt-box-mcpmcp · ai-agentsA private MCP server that lets ChatGPT create, manage, and operate Box by ASCII Linux environments through secure MCP tools.1 starNo one-command install · Source
95022.557mcp-student-assistancemcp · ai-agentsMCP server that provides intelligent student assistance tools for academic calculations, attendance tracking, marks analysis, and syllabus reading via…1 starNo one-command install · Source
95122.557w-agentmcp · ai-agentsA self-hosted WhatsApp bridge with an AI agent enabling searchable context, message drafting, and approval workflow via MCP protocol for Claude…1 starNo one-command install · Source
95222.557foldcase-mcpmcp · ai-agentsFoldcase MCP server exposes three read-only tools over stdio that serve a coding agent the full catalog of Foldkit component Showcases — enumerating…1 starNo one-command install · Source
95322.557wt-mcpmcp · ai-agentsMCP server for managing git worktrees per product, enabling agents to create, list, sync, and open tasks with multiple projects, reusable YAML config…1 starNo one-command install · Source
95422.557mimir-s-vaultmcp · ai-agentsAn Obsidian-compatible memory graph and context management MCP server that lets AI agents navigate project architecture and relationships via…1 starNo one-command install · Source
95522.557amem-2mcp · ai-agentsEnables AI assistants to persistently remember user preferences and context through client-side encrypted vaults, ensuring memory is portable and…1 starNo one-command install · Source
95622.557memorised-them-allmcp · ai-agentsImagine you could hand Claude a filing cabinet of your documents and say "remember all of this." Later you just ask questions, and Claude answers from…1 starNo one-command install · Source
95722.557repo-contractmcp · ai-agentsAn MCP server that enforces repository governance rules for AI coding agents, providing tools to validate plans, diffs, and scan for architectural and…1 starNo one-command install · Source
95822.557nativmcp · ai-agentsAI-powered localization with translation memory and style guide management.1 starNo one-command install · Source
95922.557tensorfiremcp · ai-agentsMCP server for security-testing AI models, exposing garak vulnerability scanning and URL/MCP-endpoint scanning as callable tools. It lets agents probe…1 starNo one-command install · Source
96022.557lighterpack-mcpmcp · ai-agentsAn MCP server that lets AI agents create and manage LighterPack packing lists — add gear, track weights, organize categories, and share lists, all…1 starNo one-command install · Source
96122.557carrymcp · ai-agentsEnables syncing a context pack between Claude Code and Claude mobile via a remote MCP server, allowing users to push instructions from their repo and…1 starNo one-command install · Source
96222.557tribunal-mcpmcp · ai-agentsEnables fact-checking claims by providing a verify_claim tool that returns a verdict (True/False/Misleading/Unverifiable) with confidence score and…1 starNo one-command install · Source
96322.557mcp-glm-kimi-ollamamcp · ai-agentsProvides three MCP servers for Claude Code to access free/low-cost LLM models: GLM (Zhipu), Kimi (Moonshot), and local Ollama, enabling chat, vision…1 starNo one-command install · Source
96422.557smallest-mcp-servermcp · ai-agentsMCP server for the Smallest AI platform that enables managing AI voice agents, debugging calls, and viewing analytics directly from your IDE.1 starNo one-command install · Source
96522.557workforce-mcpmcp · ai-agentsProvides specialist context for AI agents, enabling them to work as different roles (UI, DE, SRE, etc.) through MCP prompts and tools.1 starNo one-command install · Source
96622.557arabic-dict-mcpmcp · ai-agentsMCP server that provides grounded Arabic dictionary lookup, enabling AI agents to search word roots, inflections, and meanings from real dictionary…1 starNo one-command install · Source
96722.557linkloremcp · ai-agentsAI-native coding memory — lore/doc that AI agents read and write directly, via MCP1 starNo one-command install · Source
96822.557dingdawg-healthcare-agentmcp · ai-agentsHIPAA-aware healthcare AI for clinical documentation and compliance.1 starNo one-command install · Source
96922.557local-mcp-crmmcp · ai-agentsA local-first CRM that exposes customer and project management tools via the Model Context Protocol (MCP), including an analytics server. It…1 starNo one-command install · Source
97022.557meeteymcp · ai-agentsLocal-first meeting capture and transcription for Claude Code. Records audio from meeting apps, transcribes locally with whisper.cpp, and produces…1 starNo one-command install · Source
97122.557artiscenemcp · ai-agentsAn agentic system for sim-ready interactive scene generation in Isaac Sim1 starNo one-command install · Source
97222.557shared-whiteboardmcp · ai-agentsEnables Claude to create, open, and edit persistent tldraw whiteboards in real-time, with live collaboration between human and AI.1 starNo one-command install · Source
97322.557mcp-cad-studiomcp · ai-agentsA parametric CAD workspace as an MCP server, enabling agents to create, edit, and manipulate 3D models through tools, with a live studio UI and…1 starNo one-command install · Source
97422.557nas-mcp-n8n-bridgemcp · ai-agentsSplits the live Nas.com MCP catalog into 24 product-scoped n8n workflows, enabling focused agent interactions with specific business, product, and…1 starNo one-command install · Source
97522.557frankki-mcpmcp · ai-agentsHosted remote MCP server that lets AI agents compose, price, send, and track real physical letters worldwide.1 starNo one-command install · Source
97622.557autopsy-mcpmcp · ai-agentsRead-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query…1 starNo one-command install · Source
97722.557wharfymcp · ai-agentsMCP server for managing local dev ports on macOS. It enables AI agents to inspect listening ports, identify owning processes and parent chains, kill…1 starNo one-command install · Source
97822.557humanread-mcp-servermcp · ai-agentsMCP server for the Humanread novel publishing platform, enabling AI agents to upload, format, preview, review, translate, and publish novels in…1 starNo one-command install · Source
97922.557humane-intelligencemcp · ai-agentshumane INTELLIGENCE IS A MEMORY AND GOVERNANCE mcp THAT KEEPS YOUR AI ACCOUNTABLE.1 starNo one-command install · Source
98022.557unwrittenmcp · ai-agentsMCP server that checks AI agent edits for missing companion files by learning co-change patterns from git history, preventing incomplete commits.1 starNo one-command install · Source
98122.557cyberrescuemcp · ai-agentsA locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run…1 starNo one-command install · Source
98222.557make-chatgpt-sitemcp · ai-agentsMCP server that lets MCP clients inspect, create, update, and deploy ChatGPT Sites through a local Codex installation.1 starNo one-command install · Source
98322.557mcp-data-profilermcp · ai-agentsMCP server that profiles local data files (CSV, Parquet, JSON, Excel) and returns compact structured summaries with data-quality flags, enabling AI…1 starNo one-command install · Source
98422.557red-monitoreo-chilemcp · ai-agentsA remote MCP server that centralizes the catalog of monitoring stations from three Chilean networks (DGA, DMC, Agromet) with geometry and extraction…1 starNo one-command install · Source
98522.557claude-graphmcp · ai-agentsA local knowledge graph of your codebase for Claude Code on macOS, exposing structural data via MCP tools for querying calls, imports, test coverage…1 starNo one-command install · Source
98622.557claude-codex-mcp-bridgemcp · ai-agentsA local MCP bridge that connects Claude Code and OpenAI Codex via a durable SQLite mailbox, with support for orchestrating and resuming Codex…1 starNo one-command install · Source
98722.557mcp-bento-servermcp · ai-agentsLocal-first MCP server & CLI for authoring Bento decks (single-file PPT) with AI agents and live browser preview. Enables programmatic creation…1 starNo one-command install · Source
98822.557ichimcp · ai-agentsA persistent character and memory layer for coding agents over MCP. It remembers user interactions, reinforces standards, and provides emotional…1 starNo one-command install · Source
98922.557n8n-ops-mcpmcp · ai-agentsProvides ops-focused n8n tools for MCP-compatible agents, enabling listing, inspecting, triggering, validating, managing tags, running security…1 starNo one-command install · Source
99022.557cli-history-hubmcp · ai-agentsProvides MCP tools to search, browse, and retrieve unified read-only history from CLI agents like Codex, Claude Code, and OpenCode, with connector…1 starNo one-command install · Source
99122.557fluduromcp · ai-agentsA personality-to-flower quiz application with MCP tools for interactive widgets inside ChatGPT.1 starNo one-command install · Source
99222.557shanhai-mcp-servermcp · ai-agentsAn out-of-the-box multi-tenant MCP server that lets MCP clients access knowledge retrieval, task dispatch, deliverable management, and multi-agent…1 starNo one-command install · Source
99322.557quiver-risk-brainmcp · ai-agentsThe verifiable risk engine for autonomous agents: deterministic, self-verifying financial calculations that an agent can delegate and prove. It covers…1 starNo one-command install · Source
99422.557bikkymcp · ai-agentsProvides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies…1 starNo one-command install · Source
99522.557codex-security-cloud-mcpmcp · ai-agentsMCP server for the Codex Security Cloud service, enabling agents to list, inspect, close, reopen findings, request PRs, and apply generated patches.1 starNo one-command install · Source
99622.557minimal-mcpmcp · ai-agentsA minimal MCP server that demonstrates the entire protocol using a simple in-memory todo list, including tools, resources, prompts, and elicitation.1 starNo one-command install · Source
99722.557perfsage-jmeter-mcpmcp · ai-agentsEnables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict…1 starNo one-command install · Source
99822.557mcp-cheatenginemcp · ai-agentsThis MCP server integrates AI assistants with Cheat Engine on Windows, providing tools for process management, memory read/write, pointer resolution…1 starNo one-command install · Source
99922.557toolaheadmcp · ai-agentsSpeeds up coding agents by predicting and pre-executing upcoming tool calls, then safely returning validated cached results to eliminate wait time.1 starNo one-command install · Source
100022.557fusion-toolsmith-mcpmcp · ai-agentsA safety-first Autodesk Fusion 360 MCP add-in that enables agents to inspect, plan, validate, and package CAD changes without blindly running raw…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