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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

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
500122.524mingtu-aimcp · front-endAn AI apprentice system that allows users to train AI through demonstration, correction, and review, with structured task execution and emphasis on…1 starNo one-command install · Source
500222.524voiceos-instagram-integrationmcp · otherEnables voice-controlled Instagram account management from the Mac notch, including reading insights, comments, DMs, and publishing photos or…1 starNo one-command install · Source
500322.524onprem-gh-cli-mcp-servermcp · github-vcsEnables safe, authenticated access to GitHub via local GitHub CLI, providing read-only operations such as listing repositories, issues, and pull…1 starNo one-command install · Source
500422.524github-pages-retrieval-mcpmcp · databaseEnables AI agents to search private GitHub Pages by authenticating in a dedicated browser and retrieving indexed sections from a local SQLite…1 starNo one-command install · Source
500522.524outlook-web-mcp-servermcp · back-endEnables interaction with Outlook Web through its internal API, supporting email search, folder listing, email retrieval, read state changes, calendar…1 starNo one-command install · Source
500622.524haruspexmcp · back-endMCP server exposing the Haruspex stock-analysis API, headline scores (0-100), score history, batched watchlist scores, stock search, and recent news…1 starNo one-command install · Source
500722.524apple-ads-mcp-servermcp · back-endAn MCP server for the Apple Ads Platform API that exposes 99 operations across all resources through four token-efficient tools. It enables AI agents…1 starNo one-command install · Source
500822.524cs-agent-mcpmcp · ai-agentsA local stdio MCP service that unifies coding agents like Codex and Claude into cs_agent_* tools, enabling the root agent to create, invoke, and…1 starNo one-command install · Source
500922.524shopify-ai-ops-agentmcp · ai-agentsMCP server that enables autonomous ecommerce operations on Shopify, including product analytics, Meta Ads, communications, and trend intelligence…1 starNo one-command install · Source
501022.524hypersignalmcp · back-endMonetized MCP server for Hyperliquid whale/funding/risk analytics + signals;1 starNo one-command install · Source
501122.524codex-memory-mcp-servermcp · ai-agentsLocal stdio MCP server for long-term engineering memory, enabling Codex to store, search, and manage project facts, progress, interfaces, and…1 starNo one-command install · Source
501222.524ai-incident-monitoring-rca-mcp-servermcp · observabilityProvides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous…1 starNo one-command install · Source
501322.524docs2mcpmcp · ai-agentsEnables any compatible MCP client or AI agent to retrieve documentation from a local directory of Markdown, HTML, or TXT files via a remote, read-only…1 starNo one-command install · Source
501422.524firmforgemcp · ai-agentsMCP server for firmware verification in MCU development, exposing a five-stage pipeline (Detect, Review, Build, Flash, Verify) as tools for AI agents…1 starNo one-command install · Source
501522.524code-audit-mcpmcp · ai-agentsEnables automated security code auditing using LLM and MCP, including AST parsing, taint analysis, dataflow tracing, and automated PoC generation for…1 starNo one-command install · Source
501622.524geekflaremcp · ai-agentsGeekflare MCP server connects your AI agents to the live web for scraping, search, screenshots, DNS lookup, site uptime and more.1 starNo one-command install · Source
501722.524jira-mcp-server-4mcp · back-endEnables Claude AI and other MCP clients to interact with Jira Server/Data Center through tools like listing issues, logging work, and updating issues…1 starNo one-command install · Source
501822.524superdevmcp · ai-agentsSuperDev is a local-first desktop app + MCP server that gives AI coding agents (Claude Code, Codex, Cursor — anything MCP-compatible) access to the…1 starNo one-command install · Source
501922.524proton-drive-mcpmcp · ai-agentsMCP server that provides full access to Proton Drive via Claude Desktop or CLI, enabling file operations, sharing, and trash management with…1 starNo one-command install · Source
502022.524tracetify-mcpmcp · ai-agentsMCP server for Tracetify — trace how any product actually grew, without leaving Claude Code or Cursor.1 starNo one-command install · Source
502122.524macos-computer-usemcp · back-endAn ultra-fast native MCP server for macOS desktop automation, enabling visual OCR, text-based clicking, window management, and keyboard/mouse control…1 starNo one-command install · Source
502222.524eonik-mcpmcp · otherEnables AI assistants to connect to eonik and access brand assets, competitor research, and ad performance facts, while drafting creative briefs and…1 starNo one-command install · Source
502322.524mcpbasketmcp · back-endMCP server that provides pre-checkout basket tools and a local API/viewer, enabling agents to research products and manage a shopping cart through…1 starNo one-command install · Source
502422.524threejs-editor-mcpmcp · back-endEnables creating, editing, running, and inspecting small Three.js games inside a DeepSeek Harness chat card via an MCP server and bundled app.1 starNo one-command install · Source
502522.524lmms-mcpmcp · ai-agentsEnables AI agents to create, modify, and save LMMS music projects programmatically, including tracks, notes, mixer control, effects, and song…1 starNo one-command install · Source
502622.524langapi-mcp-servermcp · back-endMCP server for AI-powered translation management in i18n projects, enabling automated locale detection, translation status checks, and sync via…1 starNo one-command install · Source
502722.524uptybots-mcp-servermcp · back-endUptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports. 15 tools to list, create, pause and delete monitors…1 starNo one-command install · Source
502822.524uptybotsmcp · observabilityOfficial UptyBots integration for managing uptime monitors, incidents, and performance statistics.1 starNo one-command install · Source
502922.524miband-mcpmcp · databaseEnables AI to query Xiaomi Mi Band health data (steps, sleep, heart rate) from Gadgetbridge SQLite exports via the MCP protocol, allowing natural…1 starNo one-command install · Source
503022.524appoiintmcp · ai-agentsAgent communication platform enabling meetings, messaging, helpdesk, CRM, and scheduling via CLI and MCP integration.1 starNo one-command install · Source
503122.524dsh-codex-bridgemcp · ai-agentsAn MCP server that enables AI coding assistants like Codex and Claude Code to use DSH as an external resumable sub-agent via async task management…1 starNo one-command install · Source
503222.524whois-mcp-servermcp · back-endEnables domain registration lookup, availability checks, DNS record fetching, and IP/ASN resolution via RDAP and DNS-over-HTTPS through MCP.1 starNo one-command install · Source
503322.524websitescreenshot-online-mcp-servermcp · back-endEnables AI assistants to capture website screenshots and record videos of web pages by providing tools for taking screenshots, recording videos, and…1 starNo one-command install · Source
503422.524unrealmcpmcp · back-endA native MCP server for Unreal Engine 5.7 that lets AI assistants inspect and control an open Unreal Editor through a single 'unreal' tool, supporting…1 starNo one-command install · Source
503522.524code-project-brainmcp · ai-agentsProvides AI agents with a governed, three-layer project memory (guide, code facts, and knowledge) through namespaced MCP tools for code search…1 starNo one-command install · Source
503622.524cyanheads-transitland-mcp-servermcp · back-endGlobal transit data via the Transitland v2 registry — operators, GTFS/GTFS-RT/GBFS feeds with license terms, routes, stops, and real-time-aware…1 starNo one-command install · Source
503722.524ai-dimagmcp · ai-agentsMCP server that gives coding agents persistent, verified memory of codebase decisions, conventions, and skills, with evidence-based claims that are…1 starNo one-command install · Source
503822.524orcalayer-mcpmcp · observabilityEnables smart-money whale and market analytics for Polymarket, including leaderboards, wallet profiles, positions, market clusters, and alerts…1 starNo one-command install · Source
503922.524dark-memory-mcpmcp · ai-agentsAn MCP server that provides persistent memory for AI agents, enabling context retention across sessions and supporting vibe-loop workflows where agent…1 starNo one-command install · Source
504022.524teta-pimcp · ai-agentsMCP server for the TETA+PI verified entity registry, enabling AI agents to search, verify, and route intents to trusted entities.1 starNo one-command install · Source
504122.524agent-lab-mcp-servermcp · databaseExposes read-only PostgreSQL-backed HR data through seven structured tools, including employee directory lookups, late arrival and absence reporting…1 starNo one-command install · Source
504222.524forcedream-mcpmcp · ai-agentsEnables discovery and invocation of AI agents from the ForceDream platform. Provides cryptographic verification of agent outputs for trustless task…1 starNo one-command install · Source
504322.524io-github-jeff-nasseri-mikrotik-mcpmcp · github-vcsBridges AI assistants with MikroTik RouterOS devices, enabling natural language management of network configurations, firewall, VLANs, VPNs, and…1 starNo one-command install · Source
504422.524dsh-cordis-mcpmcp · ai-agentsExposes DeepSeek Harness dynamic Cordis plugin management to Claude Code via MCP, enabling plugin install, run, stop, inspect, and session handling…1 starNo one-command install · Source
504522.524sponsorfinder-mcp-servermcp · back-endChecks whether a company holds a UK or Netherlands work-visa sponsorship licence via the SponsorFinder API.1 starNo one-command install · Source
504622.524barpmcp · ai-agentsBaron gives an AI coding agent one normalized contract for work orchestration: create and transition issues, cut branches, open and merge pull…1 starNo one-command install · Source
504722.524baronmcp · ai-agentsBaron gives an AI coding agent one normalized contract for work orchestration: create and transition issues, cut branches, open and merge pull…1 starNo one-command install · Source
504822.524mcp-kali-toolsmcp · otherEnables MCP clients to invoke common Kali Linux pentesting tools directly as tool calls, with each binary executed safely without a shell.1 starNo one-command install · Source
504922.524marras0914-agent-toolbeltmcp · ai-agents20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization…1 starNo one-command install · Source
505022.524herdr-spawnmcp · ai-agentsSpawns a real coding agent on a specified host, submits a prompt from a chat, and returns a link to the session (for Claude Code) or a command to…1 starNo one-command install · Source
505122.524safe-fix-mcpmcp · github-vcsEnables scanning Python repos for dead code and automatically drafting a branch + PR for the safe subset (unused single-name imports) after running…1 starNo one-command install · Source
505222.524boot-doctor-mcpmcp · ai-agentsProvides deterministic PC no-boot/no-display troubleshooting with ranked repair steps and real, sourced BIOS beep-code lookup tables. Enables users to…1 starNo one-command install · Source
505322.524arb-dex-mcpmcp · ai-agentsProvides live cross-DEX market data on six EVM chains, including per-venue prices, liquidity, and gross spreads with optimal trade sizes. Enables AI…1 starNo one-command install · Source
505422.524cyanheads-mcp-servermcp · back-endFleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.1 starNo one-command install · Source
505522.524cyanheads-docgen-mcp-servermcp · back-endRender HTML/markdown to PDF, export rows to xlsx, and fill AcroForm PDFs via MCP. STDIO or Streamable HTTP.1 starNo one-command install · Source
505622.524enigma-mcp-servermcp · back-endOffers MCP tools for managing a local AI memory vault, including remembering, searching, context packing, deletion, and verification of receipts.1 starNo one-command install · Source
505722.524cloudnativepg-mcp-servermcp · databaseEnables managing PostgreSQL clusters via the CloudNativePG operator, including CRUD operations for clusters, databases, and roles.1 starNo one-command install · Source
505822.524paceforge-garmin-mcpmcp · otherEnables MCP hosts to read Garmin training data and write structured workouts to a calendar, with tools for listing activities, summarizing training…1 starNo one-command install · Source
505922.524adrmcpmcp · ai-agentsAn MCP server that turns a folder of Markdown ADRs into live tools for AI agents: search, author, validate, link, and trace architectural decisions…1 starNo one-command install · Source
506022.524rollin-mcp-servermcp · back-endWheelchair accessibility data for 105,000+ locations across 15 US states. Enables search, details, and feedback submission through natural language.1 starNo one-command install · Source
506122.524rollinmcp · back-endWheelchair accessibility scores for US restaurants, cafes, and bars via the Rollin API.1 starNo one-command install · Source
506222.524sliver-mcpmcp · back-endA Model Context Protocol server for the Sliver C2 framework that exposes operator tools like listeners, implant generation, sessions, command…1 starNo one-command install · Source
506322.524conxt-mcpmcp · ai-agentsLocal-first MCP server for governed AI memory where agents propose memories and humans approve them, with optional cloud sync.1 starNo one-command install · Source
506422.524whatsapp-mcp-plusmcp · back-endA secure, zero-setup WhatsApp MCP server that lets AI assistants read, search, summarize, and (with user confirmation) act on personal WhatsApp chats…1 starNo one-command install · Source
506522.524annomcp · ai-agentsLocal-first HTML review workspace for AI coding agents, enabling direct text and formatting edits, element comments, area annotations, and slide-aware…1 starNo one-command install · Source
506622.524hg-mcp-servermcp · github-vcsEnables AI assistants to interact with Mercurial repositories, supporting version control operations like cloning, committing, branching, merging, and…1 starNo one-command install · Source
506722.524textbee-mcpmcp · commsSend and read SMS through your own Android phone via textbee.dev, the open-source SMS gateway. Three tools for Claude, Cursor, and any MCP client…1 starNo one-command install · Source
506822.524dsh-jiey-browsermcp · browserEnables DeepSeek Harness agents to control a real Jiey Browser instance via MCP, providing tools for web navigation, interaction, and data extraction.1 starNo one-command install · Source
506922.524104-job-hunter-mcpmcp · back-endThis MCP server lets AI assistants search job listings on Taiwan's 104 Job Bank, read full job details, and prepare applications with…1 starNo one-command install · Source
507022.524orizn-visa-mcpmcp · back-endCheck visa requirements for 39,585 passport-destination pairs in 15 languages. Returns visa type, required documents, application process, and travel…1 starNo one-command install · Source
507122.524mattjeff-orizn-visamcp · otherProvides visa requirement lookups for 39,585 passport-destination country pairs in 15 languages.1 starNo one-command install · Source
507222.524yunlengmcp · ai-agentsA camera vision MCP server that lets AI agents capture frames, control camera parameters, recognize gestures, detect objects, and analyze scenes via…1 starNo one-command install · Source
507322.524wallapop-mcp-servermcp · back-endUnofficial MCP server for the Wallapop marketplace, enabling search, listing details, seller profiles, favorites, saved searches, chat, and offers…1 starNo one-command install · Source
507422.524medical-hospital-mcp-servermcp · back-endEnables hospital search and detail lookup to discover medical institutions and verify campuses, departments, contacts, introductions, and operating…1 starNo one-command install · Source
507522.524medical-knowledge-mcp-servermcp · searchEnables searching and retrieving detailed medical knowledge on diseases, vaccines, medical examinations, and treatments, supporting health-related…1 starNo one-command install · Source
507622.524z-zero-mcpmcp · paymentsPayment infrastructure MCP server enabling AI agents to make gasless USDC payments on Base and JIT single-use virtual card checkouts, with zero-trust…1 starNo one-command install · Source
507722.524gh-dempty-glitch-z-zero-paymentsmcp · paymentsPayment infrastructure for AI agents supporting JIT Visa cards, USDT transfers, and autonomous checkout.1 starNo one-command install · Source
507822.524java-inspectormcp · ai-agentsDecompiles Maven dependencies into readable Java source directly inside your AI agent.1 starNo one-command install · Source
507922.524winkitmcp · ai-agentsA Windows observability MCP server that lets AI agents inspect system health, processes, performance, hardware, and Windows diagnostics. WinKit…1 starNo one-command install · Source
508022.524ntlite-mcp-servermcp · back-endEnables MCP-compatible clients to inspect Windows images, edit NTLite presets, and run apply, save, and ISO creation operations through the running…1 starNo one-command install · Source
508122.524ptna-enc-mcpmcp · searchEnables normalization of musical piece and composer names by searching the Pitina Piano Piece Encyclopedia, returning official titles, composer names…1 starNo one-command install · Source
508222.524bridgisticmcp · otherProvides a secure MCP bridge to interact with WordPress sites via signed requests, scoped keys, and approval workflows.1 starNo one-command install · Source
508322.524agentsync-remotemcp · ai-agentsEnables claude.ai on your phone to act as a peer in the agentsync coordination mesh, using GitHub contents API instead of git to read and update…1 starNo one-command install · Source
508422.524findata-mcpmcp · back-endA financial data MCP server that provides documentation and code examples for agents to write correct API calls to the findata library, covering…1 starNo one-command install · Source
508522.524host-consolemcp · back-endEnables AI agents to securely operate SSH-connected servers through MCP, with credentials kept locally, dual permission modes, and an interactive sudo…1 starNo one-command install · Source
508622.524hyper-v-sandbox-mcp-servermcp · back-endEnables AI agents to safely test and debug PowerShell, CMD/BAT scripts, and system utilities inside isolated Hyper-V virtual machines, with snapshot…1 starNo one-command install · Source
508722.524cpzai-mcp-servermcp · ai-agentsMCP server for CPZAI platform, enabling AI agents to manage trading strategies, run backtests, route orders across brokers, and access portfolios…1 starNo one-command install · Source
508822.524darwinrelaymcp · browserEnables MCP agents to control macOS natively with shell, PTY, background Chrome automation, and Accessibility-based desktop control.1 starNo one-command install · Source
508922.524cyanheads-calculatormcp · back-endEvaluate, simplify, and differentiate math expressions with configurable precision and variable scoping.1 starNo one-command install · Source
509022.524calculator-mcp-server-2mcp · back-endA calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool…1 starNo one-command install · Source
509122.524calculator-mcp-servermcp · back-endA calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool…1 starNo one-command install · Source
509222.524django-native-mcpmcp · back-endA Django-native MCP application and tool registration framework inspired by Celery, providing async tool definitions, autodiscovery, and…1 starNo one-command install · Source
509322.524federal-regulations-mcp-servermcp · back-endSearch and trace US federal rules across the Federal Register (proposed/final rules and notices), the eCFR (codified, point-in-time CFR full text…1 starNo one-command install · Source
509422.524agentdocs-mcpmcp · searchEnables MCP clients to read, search, create, update, and share collaborative documentation pages on the AgentDocs platform.1 starNo one-command install · Source
509522.524photoshop-full-mcpmcp · front-endEnables natural-language control of Adobe Photoshop 2026 through a local, capability-gated MCP server and UXP bridge, supporting document editing…1 starNo one-command install · Source
509622.524umi-ocr-mcp-servermcp · back-endExposes local Umi-OCR v2 capabilities to AI agents via MCP, enabling image text extraction, batch OCR, PDF OCR, and status checks without manually…1 starNo one-command install · Source
509722.524readeck-mcpmcp · ai-agentsEnables AI agents to push generated HTML into a Readeck library with automatic LLM-based auto-labeling and to retrieve and read documents back…1 starNo one-command install · Source
509822.524local-kms-mcp-servermcp · ai-agentsLocal-first MCP server for per-agent key management, generating and using signing keys without external KMS.1 starNo one-command install · Source
509922.524agent-nodemcp · ai-agentsMCP server that enables AI clients to orchestrate multi-node LAN agents, with tools for remote command execution, file transfer, task delegation, and…1 starNo one-command install · Source
510022.524mcp-gtm-tech-stack-signal-scrapermcp · browserDetects a company's technology stack from its public web presence. Returns structured tech signals for sales targeting and competitive analysis.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