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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

11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
400123.425domain-expertise-mcpmcp · ai-agentsInjects structured professional domain expertise into AI agents, providing access to decision frameworks, workflows, terminology, and regulatory…1 forkNo one-command install · Source
400123.425mdfifty50-boop-domain-expertisemcp · ai-agentsDomain expertise injection for AI agents across 20+ industry verticals.1 forkNo one-command install · Source
400123.425manycontactsmcp · ai-agentsWhatsApp Business CRM for managing contacts, sending messages, running campaigns, and configuring AI agents.1 forkNo one-command install · Source
400123.425stewyboy1990-stockscopemcp · ai-agentsSEC EDGAR-powered stock market data and financial intelligence for AI agents.1 forkNo one-command install · Source
400123.425mcp-apollomcp · ai-agentsAn open-source, self-hosted MCP server for Apollo.io that gives AI agents direct access to Apollo's B2B sales intelligence database.1 forkNo one-command install · Source
400123.425crossmemmcp · ai-agentsUnified search across all Claude Code and Gemini CLI memories, enabling AI assistants to recall and save cross-project knowledge via an MCP server.1 forkNo one-command install · Source
400123.425tesseract-26-eyeshot-mcpmcp · ai-agentsEnables AI-driven CAD operations through natural language, integrating LLM and Eyeshot SDK for model manipulation.1 forkNo one-command install · Source
400123.425agenson-tools-agent-output-guardmcp · ai-agentsValidates and filters AI agent outputs for safety and compliance.1 forkNo one-command install · Source
400123.425agent-output-guard-mcpmcp · ai-agentsValidates agent outputs in multi-agent systems to prevent coordination failures, with tools for schema verification, hallucination detection, and…1 forkNo one-command install · Source
400123.425agentanycastmcp · ai-agentsP2P daemon for decentralized agent-to-agent communication with automatic peer discovery and NAT traversal.1 forkNo one-command install · Source
400123.425document-parsermcp · ai-agentsProvides AI agents with comprehensive document parsing capabilities including PDF text extraction, OCR, HTML-to-markdown conversion, table extraction…1 forkNo one-command install · Source
400123.425gwmcpmcp · ai-agentsGoogle Workspace MCP Server with guided setup and seamless auth. Enables using 114 Google Workspace tools with Claude Code, Cursor, or any MCP client…1 forkNo one-command install · Source
400123.425desktopcommanderpymcp · ai-agentsA Python MCP server that provides controlled access to local filesystem, terminal, processes, and SAP HANA Cloud, enabling Claude to interact with…1 forkNo one-command install · Source
400123.425autoflowmcp · ai-agentsAutoFlow enables AI agents to automate Windows desktop tasks by visually recognizing screen elements and simulating keyboard and mouse actions, with…1 forkNo one-command install · Source
400123.425lilo-propertymcp · ai-agentsVacation rental booking and guest protection for AI agents.1 forkNo one-command install · Source
400123.425eren-solutions-agent-guardrailmcp · ai-agentsAction-level governance for AI agents with policy enforcement, spend caps, and flight recording.1 forkNo one-command install · Source
400123.425striderlabs-mcp-airbnbmcp · ai-agentsMCP server for Airbnb — lets AI agents search listings, check availability, manage reservations, and book stays via browser automation.1 forkNo one-command install · Source
400123.425mcp-server-tldmcp · ai-agentsAn MCP server for AI agents to interact with the JustLend DAO lending protocol on TRON, plus general TRON chain utilities like balances, transfers…1 forkNo one-command install · Source
400123.425camofox-browser-mcpmcp · ai-agentsMCP server for controlling a local camofox-browser instance, enabling LLM agents to perform web automation tasks such as navigation, interaction…1 forkNo one-command install · Source
400123.425kyrylopr-lensprmcp · ai-agentsCode intelligence providing dependency graphs, impact analysis, and structural context for AI coding agents.1 forkNo one-command install · Source
400123.425lensprmcp · ai-agentsMCP server that builds a dependency graph of your codebase, giving AI agents structural understanding to analyze impact, find context, and make safe…1 forkNo one-command install · Source
400123.425aimemorymcp · ai-agentsGives AI agents persistent memory with semantic search, automatic extraction, and memory decay, accessible via MCP protocol.1 forkNo one-command install · Source
400123.425c-core-guidelinesmcp · ai-agentsEnforce consistent C++ style and best practices across your codebase. Analyze naming, memory safety, and const correctness, and get actionable…1 forkNo one-command install · Source
400123.425obox-mcpmcp · ai-agentsObox MCP is a development toolkit that enables AI agents to autonomously execute system commands, manage files, and navigate projects within the IDE.1 forkNo one-command install · Source
400123.425nano-gpt-mcpmcp · ai-agentsProvides access to 700+ AI models for text, image, video, and audio generation via the NanoGPT API, enabling direct use from Claude Code or any…1 forkNo one-command install · Source
400123.425shell-usemcp · ai-agentsEnables agents to interact with CLI applications like vim, htop, and gdb by sending key inputs and capturing terminal output through tmux sessions.1 forkNo one-command install · Source
400123.425nahisaho-katashiro-mcp-servermcp · ai-agentsMCP server for information collection, text analysis, and content generation, enabling AI agents to scrape web pages, analyze text, and generate…1 forkNo one-command install · Source
400123.425beatport-scrapermcp · ai-agentsEnables extracting metadata from Beatport track URLs, including preview audio, cover art, and track info, via an MCP server integrated with Claude…1 forkNo one-command install · Source
400123.425ynumcp · ai-agentsModular framework for exposing tools, resources, and prompts through FastMCP, featuring dynamic module loading, environment-based configuration, and…1 forkNo one-command install · Source
400123.425neglect-solanamcp · ai-agentsBillions of Solana DeFi TXNs, decoded and accessible via LLM1 forkNo one-command install · Source
400123.425cmmv-mcpmcp · ai-agentsEnables standardized interactions between LLMs and CMMV applications using the Model Context Protocol, with decorator-based tool registration and…1 forkNo one-command install · Source
400123.425ratemyprofessors-mcp-servermcp · ai-agentsAn unofficial MCP server for RateMyProfessors.com that enables fetching professor ratings, reviews, and comments. Integrates with MCP clients like…1 forkNo one-command install · Source
400123.425dental-calendar-mcpmcp · ai-agentsEnables ElevenLabs AI agents to manage dental clinic appointments through Google Calendar, including checking availability, booking, canceling…1 forkNo one-command install · Source
400123.425mcp-code-reviewermcp · ai-agentsEnables AI-powered code review and improvement, including analysis, refactoring suggestions, and automatic test generation, with an optional agentic…1 forkNo one-command install · Source
400123.425tagny-web-accessmcp · ai-agentsProvides web access tools for fetching URL text content and extracting page links using BeautifulSoup for HTML parsing, enabling locally served LLMs…1 forkNo one-command install · Source
400123.425agent8-mcp-servermcp · ai-agentsProvides tools for searching Agent8 game development code examples and system prompts to assist in Agent8 SDK development.1 forkNo one-command install · Source
400123.425lmstudio-mcpmcp · ai-agentsA Model Control Protocol (MCP) server that allows Claude to communicate with locally running LLM models via LM Studio.1 forkNo one-command install · Source
400123.425lazer-twosplitmcp · ai-agentsLeverages multiple Claude instances to compare and combine responses, delivering optimized answers by selecting the best output or merging insights…1 forkNo one-command install · Source
400123.425melbourneandrew-docs2promptmcp · ai-agentsConverts documentation from GitHub repositories or websites into LLM-friendly prompts through tools for fetching from repos and URLs with GitHub…1 forkNo one-command install · Source
400123.425shortcut-mcpmcp · ai-agentsMCP server for interacting with Shortcut (project management) directly from Claude, enabling viewing, searching, and creating stories, epics, and…1 forkNo one-command install · Source
400123.425yuzongmin-memory-managermcp · ai-agentsManages and switches between memory paths for clients, enabling organized context management across multiple AI projects.1 forkNo one-command install · Source
400123.425perplexity-servermcp · ai-agentsA TypeScript-based MCP server that implements a simple notes system with resources, tools for creating notes, and prompts for summarization.1 forkNo one-command install · Source
404322.524agentskills-mcpmcp · ai-agentsA FastMCP server that helps users discover, browse, and install agent skills from curated GitHub collections, with support for adding new skill…1 starNo one-command install · Source
404322.524resharper-cli-mcpmcp · ai-agentsMCP server that runs JetBrains' ReSharper command-line tools for code inspection and cleanup, exposed to C# coding agents over stdio.1 starNo one-command install · Source
404322.524mastodon-mcpmcp · ai-agentsA Mastodon client MCP server providing full webapp and agent automation for the Fediverse, with human-approved outbox for promotion drafts and…1 starNo one-command install · Source
404322.524nanmesh-mcpmcp · ai-agentsMCP server for NaN Mesh, enabling AI agents to search entities, cast trust reviews, register agents, post content, and query trust scores from the AI…1 starNo one-command install · Source
404322.524truecopymcp · ai-agentsSupply-chain gate for AI agent skills and MCP servers: poison-scan tool definitions, hash-pin the vetted set into a lock file and verify drift in CI…1 starNo one-command install · Source
404322.524verifyax-mcpmcp · ai-agentsEnables conversational access to the VerifyAX agent-evaluation platform, exposing tools for agent evaluation workflows through natural language.1 starNo one-command install · Source
404322.524klykmcp · ai-agentsAn MCP server that gives AI agents real OS-level control of macOS, enabling them to click real buttons, type real keys, and observe rendered screens…1 starNo one-command install · Source
404322.524restoramcp · ai-agentsRead-only MCP server that exposes your local Notion backups to AI agents — query databases, read pages, search a backed-up workspace. Offline by…1 starNo one-command install · Source
404322.524gh-linxule-voxmcp · ai-agentsalso listed as vox-mcpMulti-model AI gateway routing prompts to Gemini, GPT, Grok, DeepSeek, and local models.1 starNo one-command install · Source
404322.524ghostlightmcp · ai-agentsMCP server that lets AI agents drive your real Chromium browser with your existing signed-in sessions, providing visible, local, and inspectable…1 starNo one-command install · Source
404322.524phosphormcp · ai-agentsPhosphor is a local stablecoin portfolio manager that exposes an MCP server, enabling AI agents to read balances, composition, and costs, and propose…1 starNo one-command install · Source
404322.524legion-mcp-servermcp · ai-agentsExposes multiple LLMs as individual tools via the OpenAI Responses API wire format, enabling the calling AI to get second opinions and orchestrate…1 starNo one-command install · Source
404322.524gitea-mcp-servermcp · ai-agentsProvides ~200 auto-generated tools and resources for LLM agents to interact with Gitea and Forgejo instances via the Model Context Protocol.1 starNo one-command install · Source
404322.524homefleetmcp · 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
404322.524gatewerkmcp · ai-agentsThe open-source review layer for AI agents. Work done for humans is decided by humans.1 starNo one-command install · Source
404322.524lunchmoney-mcp-server-oauthmcp · ai-agentsSelf-hostable remote MCP server for Lunch Money with built-in OAuth 2.1, enabling Claude to access transactions, budgets, and more on mobile, web, and…1 starNo one-command install · Source
404322.524bybit-wsmcp · ai-agentsAn MCP server that enables AI agents to scan the market, manage positions, and retrieve trading metrics for Bybit through natural language commands.1 starNo one-command install · Source
404322.524evolveguardmcp · ai-agentsMCP server wrapping the evolveguard CLI as a single generic run tool for agent-skill file safety checks.1 starNo one-command install · Source
404322.524bot2bot-mcpmcp · ai-agentsalso listed as safebot-chatMCP server for end-to-end encrypted multi-agent chat rooms, enabling turn-based hosts like Codex and Claude Code to claim, process, and acknowledge…1 starNo one-command install · Source
404322.524normativa-colombia-mcpmcp · ai-agentsConsulta normativa y jurisprudencia colombiana desde Claude, conectando con el Gestor Normativo y la Relatoría de la Corte Constitucional.1 starNo one-command install · Source
404322.524mcp-fcc-regulationsmcp · ai-agentsMCP server providing access to US FCC regulations (47 CFR) via Pipeworx gateway. Enables AI agents to query FCC rules and data sources using natural…1 starNo one-command install · Source
404322.524toolsnap-mcpmcp · ai-agentsContext-efficient MCP server for AI agents. fetch_extract reduces token usage by a median 98.1% (53,820 → 2,001 tokens) vs raw HTML — saves…1 starNo one-command install · Source
404322.524wezbridgemcp · ai-agentsZero-dependency MCP server to orchestrate a swarm of Claude Code / Codex sessions across WezTerm panes: any session can discover, spawn, prompt, and…1 starNo one-command install · Source
404322.524mcp-k8s-romcp · ai-agentsA read-only MCP server that gives Claude safe access to Kubernetes clusters, enabling listing, describing, and monitoring resources without mutation…1 starNo one-command install · Source
404322.524sequentummcp · ai-agentsAI-driven interface to the Sequentum enterprise web scraping platform for creating agents, managing runs, and automating data extraction workflows.1 starNo one-command install · Source
404322.524volantemcp · ai-agentsA transparent, user-owned model router and orchestration control plane that enables AI workflow orchestration via an MCP server, with supervisor-based…1 starNo one-command install · Source
404322.524caniemailmcp · ai-agentsMCP server providing email client compatibility data from caniemail.com, enabling agents to lint HTML/CSS for email client support, check feature…1 starNo one-command install · Source
404322.524mcp-truenasmcp · ai-agentsAn MCP server that lets Claude monitor and manage a TrueNAS box in plain English. It is deliberately read-only, providing tools to check alerts…1 starNo one-command install · Source
404322.524pinako-ai-bridgemcp · ai-agentsPinako AI Bridge is the MCP server that connects Pinako, a Chromium extension for tab, window, library, and bookmark management, to local AI clients…1 starNo one-command install · Source
404322.524zero-core-budgetmcp · ai-agentsAgent spending management, budget tracking, and ROI analysis for AI workflows.1 starNo one-command install · Source
404322.524claude-code-telegrammermcp · ai-agentsEnables Claude Code to act as an autonomous Telegram agent with tools for replying, reacting, editing messages, searching history, and handling…1 starNo one-command install · Source
404322.524viral-mcpmcp · ai-agentsMCP server that wraps the last30days research engine, enabling agents to run topic research across social/web sources with a synthesis contract.1 starNo one-command install · Source
404322.524article-research-mcpmcp · ai-agentsMulti-source article and tutorial research for agent planning, providing deduplicated ranked briefs from dev.to, Hacker News, and configurable RSS…1 starNo one-command install · Source
404322.524noyalib-mcpmcp · ai-agentsMCP server for lossless YAML 1.2 editing by AI agents. Two tools — noyalib_get (read a value at a dotted/indexed path) and noyalib_set (write a value…1 starNo one-command install · Source
404322.524korea-ecommerce-integrated-channel-mcpmcp · ai-agentsEnables AI agents to manage products across multiple Korean e-commerce platforms (Naver SmartStore, Coupang, 11st, Gmarket) including listing…1 starNo one-command install · Source
404322.524ocean-agentmcp · ai-agentsMCP server for Pacifica that turns natural language into risk-sized perpetual futures orders and enables a policy-governed autonomous trading entity.1 starNo one-command install · Source
404322.524stm32cubemx-mcpmcp · ai-agentsAn MCP server that enables AI agents to inspect, plan, validate, and apply STM32CubeMX .ioc configuration changes, and generate STM32CubeIDE projects…1 starNo one-command install · Source
404322.524decisionssearchmcp · ai-agentsProvides persistent hybrid memory (Neo4j + Qdrant) for AI agents, enabling durable recall of decisions, business rules, and code patterns across…1 starNo one-command install · Source
404322.524paybond-mcpmcp · ai-agentsTenant-bound MCP server for agent spend authorization, policy guardrails, evidence, escrow settlement, and portable receipts. Works with Cursor and…1 starNo one-command install · Source
404322.524metismcp · ai-agentsalso listed as metis-public-healthMetis — an open-source (AGPL-3.0), local-first MCP server / research companion. It answers from the user's own indexed PDF library with page-level…1 starNo one-command install · Source
404322.524gentlemanmcp · ai-agentsA declarative AI agent server that provides MCP for tools, A2A for agents, and AG-UI for humans, enabling interactive chat and agent orchestration.1 starNo one-command install · Source
404322.524io-github-pvliesdonk-image-generation-mcpmcp · ai-agentsalso listed as pvliesdonk-image-generationMulti-provider image generation MCP server that enables image generation from Claude Desktop, Claude Code, or any MCP client using OpenAI, Google…1 starNo one-command install · Source
404322.524iso20022-bank-profile-mcpmcp · ai-agentsA fully local, closed-world MCP server that manages, validates, and serves bank-specific ISO 20022 clearing profiles and rule packs, enabling AI…1 starNo one-command install · Source
404322.524kongyo2-npm-info-mcp-servermcp · ai-agentsMCP server that provides npm package information for AI agents during TypeScript development.1 starNo one-command install · Source
404322.524todo4agentmcp · ai-agentsEnables agents to manage personal task lists through the MCP protocol, supporting task creation, editing, completion, deletion, grouping, reordering…1 starNo one-command install · Source
404322.524glitch-mcpmcp · ai-agentsConnects AI developer tools to the Glitch Agent service for game marketing tasks such as Steam analysis, influencer outreach, PR planning, and…1 starNo one-command install · Source
404322.524vcf-mcpmcp · ai-agentsAn MCP server that gives LLM agents full API access to a VMware Cloud Foundation 9.1 estate, exposing 8,931 operations through eight tools with…1 starNo one-command install · Source
404322.524agent-3mdmcp · ai-agentsExposes an agent's skills as MCP tools, allowing any MCP client to route requests and load skills on demand from a single .3md file.1 starNo one-command install · Source
404322.524apple-notes-reminders-mcpmcp · ai-agentsAn MCP server that enables reading and writing Apple Notes and Reminders directly from MCP-compatible clients like Claude Desktop.1 starNo one-command install · Source
404322.524searxng-deepdivemcp · ai-agentsAn MCP server for SearXNG that provides LLM agents with advanced search tools, including engine and category targeting, multi-page fanout, and dynamic…1 starNo one-command install · Source
404322.524memgitmcp · ai-agentsProvides git-like version-controlled persistent memory for AI assistants, enabling context persistence, diffing, rollback, and sync across sessions…1 starNo one-command install · Source
404322.524fkom13-sftp-orchestratormcp · ai-agentsRemote task orchestration via SSH/SFTP with persistent queue and hybrid execution1 starNo one-command install · Source
404322.524modelboundmcp · ai-agentsManages AI agent skills for Claude Code, Cursor, Kiro, and Windsurf with optional cloud sync.1 starNo one-command install · Source
404322.524nativmcp · ai-agentsAI-powered localization with translation memory and style guide management.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