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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
50122.557bitcompare-mcp-servermcp · ai-agentsThe official crypto yield data MCP server: native Claude access to live and historical crypto lending, savings, staking, borrowing, stablecoin, price…1 starNo one-command install · Source
50222.557meetbotmcp · ai-agentsMeet.bot is AI-native scheduling for people and agents. Check real calendar availability and book meetings on Google and Microsoft calendars through…1 starNo one-command install · Source
50322.557file-manager-mcpmcp · ai-agentsEnables AI agents and LLMs to perform comprehensive file system operations including CRUD, search, archive, hashing, and duplicate detection via the…1 starNo one-command install · Source
50422.557irismcp · ai-agentsThis MCP server enables AI agents to read MQTT and Sparkplug B data via tools like list_topics, get_latest, and read_all, providing read-only access…1 starNo one-command install · Source
50522.557or-infomcp · ai-agentsEnables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.1 starNo one-command install · Source
50622.557cre-intelligence-mcpmcp · ai-agentsProvides live commercial real estate data (rates, demographics) and analysis tools (DCF, rent roll parsing, lease abstraction, IC memo generation)…1 starNo one-command install · Source
50722.557scratch-mcpmcp · ai-agentsEnables AI agents to programmatically edit Scratch .sb3 projects and preview changes live in TurboWarp Desktop via MCP tools and a live-reload bridge.1 starNo one-command install · Source
50822.557patchistrymcp · ai-agentsPatchistry commerce tools — modular hats, patches, curated builds (bachelorette/wedding/dads/festival), shipping, contact. AI agents can query the…1 starNo one-command install · Source
50922.557verifiable-memorymcp · ai-agentsMemory for AI agents that can't hallucinate — answers only from stored facts with a citation, or honestly abstains. Provable forgetting (GDPR)…1 starNo one-command install · Source
51022.557civic-library-mcpmcp · ai-agentsAn MCP server that gives AI agents clean, token-efficient access to US civic & property data — geocoding, census tracts, Opportunity Zones, ACS…1 starNo one-command install · Source
51122.557meshmindmcp · ai-agentsA single MCP server that merges three context-engineering ideas into one toolset for AI agents1 starNo one-command install · Source
51222.557near-intent-swapsmcp · ai-agentsMCP server enabling AI agents to perform cross-chain token swaps through NEAR's intent-based architecture using the Defuse Protocol, with token…1 starNo one-command install · Source
51322.557prompt-gui-mcpmcp · ai-agentsEnables AI coding agents to request user input through customizable desktop forms, returning structured data.1 starNo one-command install · Source
51422.557bichev-agentradarmcp · ai-agentsTrust scoring and scam detection for AI agents on Base blockchain.1 starNo one-command install · Source
51522.557dws-cli-mcpmcp · ai-agentsMCP server that enables AI agents to control all DingTalk features (messaging, calendar, tasks, approvals, etc.) via natural language using the…1 starNo one-command install · Source
51622.557rugcheck-aimcp · ai-agentsOn-chain Solana token safety for AI trading agents — screens any token for rugs, honeypots and mint/freeze authority traps by reading the chain…1 starNo one-command install · Source
51722.557pyroscope-mcpmcp · ai-agentsA read-only MCP server for Grafana Pyroscope that lets AI assistants query continuous profiling data, including flamegraphs, hotspot functions, memory…1 starNo one-command install · Source
51822.557striderlabs-mcp-starbucksmcp · ai-agentsMCP server for Starbucks — let AI agents search the menu, customize drinks, find stores, place mobile pickup orders, and manage Starbucks Rewards.1 starNo one-command install · Source
51922.557mcp-geicomcp · ai-agentsAn MCP server that enables AI agents to interact with GEICO insurance services, including getting quotes, managing policies, filing claims, making…1 starNo one-command install · Source
52022.557opencode-chatgpt-bridgemcp · ai-agentsA local MCP bridge that lets ChatGPT control opencode sessions for code modification, file reading, and repository management on your own computer.1 starNo one-command install · Source
52122.557keystone-mcpmcp · ai-agentsAn MCP server that retrieves contextual information from company resources and surfaces it to coding agents as rules, reasoning, skills, and commands.1 starNo one-command install · Source
52222.557hermes-memory-mcpmcp · ai-agentsA local enhanced memory system with self-evolution capabilities, enabling automatic skill creation, periodic memory maintenance, and trajectory…1 starNo one-command install · Source
52322.557chess-coach-mcpmcp · ai-agentsA hybrid AI chess coach MCP server that uses Stockfish for grounded evaluation and LLM for natural-language coaching, enabling game analysis, weakness…1 starNo one-command install · Source
52422.557mainframe-mcpmcp · ai-agentsProvides safe, structured access to an IBM z/OS mainframe through natural language in Claude Code, enabling screen reading, dataset browsing, code…1 starNo one-command install · Source
52522.557oli-docs-mcpmcp · ai-agentsLocal MCP server for querying Oli/LimX documentation via keyword, vector, or hybrid search, with citation support for use in Claude Code or…1 starNo one-command install · Source
52622.557internet-search-mcp-servermcp · ai-agentsCustom MCP server exposing an internet_search tool that fetches DuckDuckGo results, enabling AI agents to perform web searches and retrieve structured…1 starNo one-command install · Source
52722.557diagramzumcp · ai-agentsdiagramzu-mcp lets an AI client (Claude, Cursor, ChatGPT, etc.) author Mermaid diagrams in a shared workspace that a team can read, comment on, embed…1 starNo one-command install · Source
52822.557aocs-omegamcpmcp · ai-agentsA quality-first multi-agent reasoning framework with fractal verification, adversarial red-teaming, and self-audit pipelines, providing deterministic…1 starNo one-command install · Source
52922.557agent-coordination-mcpmcp · ai-agentsExperimental MCP server for coordinating CLI agents across projects using file-based task boards and assignment tracking.1 starNo one-command install · Source
53022.557personal-contextmcp · ai-agentsAggregates your digital footprint (GitHub, blogs, resume) into a single AI-readable profile and exposes it via MCP tools so AI agents can query your…1 starNo one-command install · Source
53122.557docuflowmcp · ai-agentsProvides a unified interface for AI agents and scripts to read, create, and edit office documents (.docx, .xlsx, .pdf) via MCP tools, using Markdown…1 starNo one-command install · Source
53222.557gpt-image-2-combinedmcp · ai-agentsEnables generating images from text prompts using OpenAI's GPT-Image-2 model within Claude Code and Codex conversations.1 starNo one-command install · Source
53322.557mcp-spamcp · ai-agentsA hosted MCP server that provides AI agents with spa-like treatments (breathing, sauna, float tank, etc.) to reset context and pacing between tool…1 starNo one-command install · Source
53422.557linkedin-mcp-promcp · ai-agentsSelf-hosted, ban-safe MCP server for LinkedIn that provides 22 tools for profiles, search, jobs, posts, connections, and messages. Integrates with any…1 starNo one-command install · Source
53522.557psychopy-mcpmcp · ai-agentsAn MCP server that enables Claude Code/Codex to directly control PsychoPy for designing, running, and analyzing psychology experiments with…1 starNo one-command install · Source
53622.557whoop-chatgpt-appmcp · ai-agentsMCP server that connects WHOOP health tracker data to ChatGPT, enabling read-only search, fetch, summary, and a React dashboard widget for recovery…1 starNo one-command install · Source
53722.557lithtrix-lithtrix-mcpmcp · ai-agentsMemory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and shared…1 stararmory install lithtrix-lithtrix-mcp --cli claude
53822.557obsidian-readonly-mcpmcp · ai-agentsRead-only MCP server for querying a running Obsidian vault from agentic runtimes, exposing safe Obsidian CLI commands.1 starNo one-command install · Source
53922.557ircv3-mcpmcp · ai-agentsAn IRCv3 MCP server that enables agents to act as a mini IRC client: read channels as transcripts, send messages, reply to threads, add reactions…1 starNo one-command install · Source
54022.557advanced-mcp-http-servermcp · ai-agentsAn HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely.1 starNo one-command install · Source
54122.557claude-initmcp · ai-agentsGenerates AI context files (CLAUDE.md, AGENTS.md, Cursor/Windsurf/Cline/Continue/Kilo Code/Trae rules, GEMINI.md, Copilot, Aider, Junie, Warp) for any…1 starNo one-command install · Source
54222.557hrms-mcp-servermcp · ai-agentsAn MCP server for HR management that enables adding employees, managing tickets and leaves, sending emails, and onboarding new hires via in-memory…1 starNo one-command install · Source
54322.557kira-mcpmcp · ai-agentskira-mcp is a local MCP server that gives any MCP-compatible agent host full computer-use capabilities on the host machine, including screen…1 starNo one-command install · Source
54422.557claude-imaginemcp · ai-agentsAn MCP server that enables Claude Code to generate context-aware images using local GPU-powered diffusion models, either automatically during coding…1 starNo one-command install · Source
54522.557shotgrid-mcpmcp · ai-agentsA lean MCP server giving LLM agents full access to the ShotGrid / Autodesk Flow Production Tracking API through 15 curated tools, including generic…1 starNo one-command install · Source
54622.557sheepit-mcpmcp · ai-agentsMCP server that lets Claude, Cursor, or any MCP-compatible client drive Sheepit projects — enabling campaign management, destination configuration…1 starNo one-command install · Source
54722.557agent-bridgemcp · ai-agentsA Kanban board enabling AI agents and humans to collaborate on tasks through MCP tools for project and task management.1 starNo one-command install · Source
54822.557bizdaysmcp · ai-agentsProvides deterministic business-day calculations for AI agents, correctly handling country-specific weekends and public holidays.1 starNo one-command install · Source
54922.557icdwisemcp · ai-agentsVerified ICD-10-CM code lookup & validation for AI agents — official descriptions, not guesses.1 starNo one-command install · Source
55022.557alihsh0-gemini-mediamcp · ai-agentsGenerates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering…1 starNo one-command install · Source
55122.557euenergy-mcpmcp · ai-agentsA read-only MCP server that exposes European day-ahead electricity prices for ~41 bidding zones via tools like hourly prices, cheapest hours, current…1 starNo one-command install · Source
55222.557gtav-claude-mcpmcp · ai-agentsEnables Claude to see and act in Grand Theft Auto V, spawning vehicles, changing weather/time, calling game natives, and reading/writing memory, with…1 starNo one-command install · Source
55322.557chatgpt-workspace-exposure-mcpmcp · ai-agentsAutomatically starts a repo-aware MCP server for the current workspace, finds a free port, and optionally exposes it via Cloudflare tunnel for…1 starNo one-command install · Source
55422.557opc-memory-mcp-servermcp · ai-agentsMCP server that exposes OPC memory scripts as tools for Claude Code and Claude Desktop.1 starNo one-command install · Source
55522.557mindvault-mcpmcp · ai-agentsA privacy-first MCP server that converts messy multi-turn conversations into structured, durable knowledge cards, targeting non-programming agent…1 starNo one-command install · Source
55622.557near-mcp-servermcp · ai-agentsThe NEAR MCP Server enables AI agents to interact with the NEAR Protocol blockchain, providing smart contract interaction, transaction handling, and…1 starNo one-command install · Source
55722.5573d-agent-mcpmcp · ai-agentsMCP server for generating print-ready 3D models from text descriptions via a multi-agent pipeline, enabling AI assistants to create and optimize STL…1 starNo one-command install · Source
55822.557scoutmcp · ai-agentsBrowser MCP server that connects to your existing browser, preserving sessions, passwords, and extensions, enabling AI agents to interact with web…1 starNo one-command install · Source
55922.557mmc-mcpmcp · ai-agentsMCP server that lets AI agents execute structured business processes by exposing process steps as tools with a sequenced event bus to prevent skipping…1 starNo one-command install · Source
56022.557shoggoth-industriesmcp · ai-agentsKnowledge management platform for AI research1 starNo one-command install · Source
56122.557polypromptmcp · ai-agentsAn MCP server that translates your coding prompts from your native language into a target language, enabling you to learn a new language through…1 starNo one-command install · Source
56222.557agentoverflowmcp · ai-agentsA token-optimized documentation and Q&A registry for AI agents, providing dense machine-readable symbol-level docs and agent-contributed Q&A to…1 starNo one-command install · Source
56322.557oakallow-mcp-servermcp · ai-agentsRuntime permission, approval, and audit governance for AI agent tool execution, enabling human oversight of risky actions via an MCP server.1 starNo one-command install · Source
56422.557build-quality-mcpmcp · ai-agentsEnables Claude-powered pre-push code review, blocking bad commits by analyzing diffs with Anthropic's models.1 starNo one-command install · Source
56522.557codex-remote-execmcp · ai-agentsMCP server for remote execution on Windows devices. Enables Codex to run PowerShell, manage files/processes, and capture screenshots via a relay and…1 starNo one-command install · Source
56622.557codex-conductormcp · ai-agentsAn MCP server that allows AI agents to monitor and interact with Codex sessions, providing session awareness, status summaries, and managed tmux…1 starNo one-command install · Source
56722.557sai-roadmap-mcpmcp · ai-agentsAn MCP server that exposes certifications, projects, and an AI engineering learning roadmap as callable tools for MCP clients like Claude Desktop.1 starNo one-command install · Source
56822.557seismic-mcpmcp · ai-agentsA unified MCP server that queries 20 seismic agencies in parallel, reconciles cross-agency earthquake reports, and surfaces discrepancies for AI…1 starNo one-command install · Source
56922.557skillmcpmcp · ai-agentsServes project-specific skills and behavioral rules to AI agents via MCP, enabling automatic injection of behavioral rules and on-demand knowledge for…1 starNo one-command install · Source
57022.557webgpt-mcpmcp · ai-agentsLocal MCP server for Codex to send prompts to ChatGPT Web Pro extension and manage repository tasks safely.1 starNo one-command install · Source
57122.557sonu-davinceresolve-mcpmcp · ai-agentsAn MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop automation (mouse, keyboard, screenshots) using PyAutoGUI, with exclusive…1 starNo one-command install · Source
57222.557seocrawl-mcpmcp · ai-agentsSEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini &…1 starNo one-command install · Source
57322.557togo-framework-mcp-webmcp · ai-agentsThe public MCP server for togo — docs, the plugin marketplace, and plugin submission, for any agent.1 starNo one-command install · Source
57422.557agentkarma-mcpmcp · ai-agentsExposes AgentKarma's read-only trust and reputation tools (karma, agents, succession, bonds, check_trust) to any MCP client for checking on-chain…1 starNo one-command install · Source
57522.557distribea-mcpmcp · ai-agentsGenerates images, video, music, and voice from plain-language prompts, shipping them production-ready as optimised WebP with SEO alt text, directly in…1 starNo one-command install · Source
57622.557agent-memory-mcpmcp · ai-agentsMCP server for agent-maintained memories, allowing creation, reading, updating, deletion, and listing of memories with global or repo scopes.1 starNo one-command install · Source
57722.557relayos-mcpmcp · ai-agentsEnables Claude Code to orchestrate AI team tasks by delegating simple work to free models (Mimo, OpenCode) and using Claude for planning and review…1 starNo one-command install · Source
57822.557salta-mcpmcp · ai-agentsEnables Claude Code to read, create, and complete tasks in your Salta life planner account, and break goals into dated steps, synced to your phone and…1 starNo one-command install · Source
57922.557slipknot-v4-1-lite-lightweight-topological-arbitration-mcp-coprocessormcp · ai-agentsA lightweight topological arbitration MCP server for multi-agent clusters, using Topological Data Analysis to resolve decision conflicts and enable…1 starNo one-command install · Source
58022.557mythos-reasoning-mcpmcp · ai-agentsA deterministic verification gate for MCP clients that independently checks model outputs against evidence, contradictions, calibration, and…1 starNo one-command install · Source
58122.557mealplanner-mcp-multi-agentmcp · ai-agentsA multimodal meal planning agent that uses Gemini Vision to analyze fridge photos, suggest recipes, provide nutritional info, and generate daily meal…1 starNo one-command install · Source
58222.557clawspacemcp · ai-agentsBootstrap a production-grade OpenClaw agent workspace with memory system, config validation, and templates. Exposes tools like setup_workspace…1 starNo one-command install · Source
58322.557cc-in-codexmcp · ai-agentsEnables Codex to manage a local Claude Code companion through MCP, implementing a dual-agent workflow where Codex handles reasoning and review while…1 starNo one-command install · Source
58422.557panda-mcpmcp · ai-agentsTurns a comma.ai Panda into a conversational CAN reverse-engineering rig, allowing users to record, diff, find signals, and send frames through…1 starNo one-command install · Source
58522.557agent-coordmcp · ai-agentsA zero-dependency MCP server that allows multiple coding agents to coordinate work on the same repository using file locks, task claims, and status…1 starNo one-command install · Source
58622.557gobject-introspection-mcpmcp · ai-agentsExposes GObject Introspection metadata to coding agents, enabling querying of libraries, classes, functions, signals, properties, and more through MCP…1 starNo one-command install · Source
58722.557jira-worklog-mcpmcp · ai-agentsMCP server for logging and checking Jira Cloud worklogs from AI agents such as Claude Code, Claude Desktop, Cursor, or any MCP client that supports…1 starNo one-command install · Source
58822.557xultrax-agent-memorymcp · ai-agentsMarkdown-based persistent memory for AI agents using readable, editable, grep-able files.1 starNo one-command install · Source
58922.557gempack-mcpmcp · ai-agentsAn MCP server that exposes the local GEMPACK CGE toolchain (TABLO, GEMSIM, HAR utilities) as tools Claude can call: compile models, run simulations…1 starNo one-command install · Source
59022.557codebase-bridge-mcpmcp · ai-agentsA read-only MCP server that lets a Claude chat explore your local repository and answer questions about it, returning synthesized answers with…1 starNo one-command install · Source
59122.557meuralmcpmcp · ai-agentsProvides MCP tools for coding agents to inspect and control Meural Canvas devices on the local network, including listing devices, getting status, and…1 starNo one-command install · Source
59222.557mem-universemcp · ai-agentsSelf-hosted MCP memory server that gives a multi-agent fleet one shared, git-backed memory for search, read, and write.1 starNo one-command install · Source
59322.557anb-mcpmcp · ai-agentsAn MCP front-end for AnB. The tool surface is "use-don't-reveal": no tool returns a plaintext secret. Reveal paths require a TTY the server doesn't…1 starNo one-command install · Source
59422.557sofya-mcpmcp · ai-agentsWeb tools for AI agents. Search the web for full page content, fetch URLs as clean markdown including PDFs, extract structured data from a page with a…1 starNo one-command install · Source
59522.557material-workbenchmcp · ai-agentsExposes procedural material and isometric terrain generation as MCP tools, allowing agents to create deterministic PBR textures and 2:1 isometric…1 starNo one-command install · Source
59622.557tg-mcp-toolsmcp · ai-agentsA local MCP server for Cursor and Claude Desktop that reads Telegram subscriptions over MTProto and exposes channel posts for digests and…1 starNo one-command install · Source
59722.557ast-outline-mcpmcp · ai-agentsEnables AI coding agents to efficiently explore codebases by providing structural outlines, module digests, symbol bodies, and AST-aware grep via MCP.1 starNo one-command install · Source
59822.557shadowpricemcp · ai-agentsInject real-time leaked B2B SaaS pricing, historical discounts, and aggressive negotiation playbooks directly into AI agents.1 starNo one-command install · Source
59922.557ai-test-pilotmcp · ai-agentsAn MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario…1 starNo one-command install · Source
60022.557neuroweave-timelinemcp · ai-agentsProcess memory for AI agents and humans that remembers the evolution of a project. Provides MCP tools to create timeline events, search history…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