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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

61,707 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
250122.557windows-gui-mcpmcp · front-endEnables AI coding agents to automate Windows desktop applications through semantic UI Automation instead of brittle coordinate clicks, with tools for…1 starNo one-command install · Source
250222.557gbmcpmcp · back-endA Python stdio MCP server for querying standards metadata and downloading public standard documents from supported sources.1 starNo one-command install · Source
250322.557cmr-client-healthmcp · otherEnables client success teams to get instant, natural-language health reads on client accounts with tools for overall health, low-performing courses…1 starNo one-command install · Source
250422.557flexberry-markitdown-mcpmcp · back-endMCP server for converting various file formats (PDF, DOCX, images, audio, etc.) to Markdown using Microsoft MarkItDown, with support for large files…1 starNo one-command install · Source
250522.557video-capture-mcpmcp · ai-agentsMCP server for screen recording on macOS, iOS Simulator, and Android, with key-frame extraction via ffmpeg, enabling AI agents to capture UI motion…1 starNo one-command install · Source
250622.557toreadormcp · paymentsGenerate crypto QR codes for BTC, ETH, SOL, USDC, USDT, and EURC and manage payment sessions.1 starNo one-command install · Source
250722.557regulated-ai-compliancemcp · otherEU AI Act · APRA · NIST AI RMF · ISO 42001 · AU AI Safety — grounded compliance citations for any MCP client.1 starNo one-command install · Source
250822.557grantiq-mcpmcp · ai-agentsA paid MCP server that gives AI agents instant, structured access to every open US federal grant and contract opportunity.1 starNo one-command install · Source
250922.557bch1212-grantiqmcp · ai-agentsMCP server providing AI agents structured access to US federal grant and contract opportunities from Grants.gov and SAM.gov.1 starNo one-command install · Source
251022.557influship-mcpmcp · searchEnables AI-native creator discovery for influencer marketing, including creator search, lookalikes, profile lookup, and Instagram post transcript…1 starNo one-command install · Source
251122.557scholar-memorymcp · ai-agentsEnables scientific literature research through multi-agent search, analysis, and semantic memory, exposing 9 MCP tools for querying, storing, and…1 starNo one-command install · Source
251222.557julienavezou-reflection-skillsmcp · front-endProvides curated reflection skills and frameworks specifically designed for software engineers, offering structured cards covering communication…1 starNo one-command install · Source
251322.557flashlightmcp · searchEnables whole-codebase code search using natural language queries by leveraging DeepSeek's 1M context window. Automatically shards large projects and…1 starNo one-command install · Source
251422.557buyme-mcp-vercelmcp · back-endRemote MCP server for searching Israeli businesses that accept BuyMe gift cards, with tools for filtering businesses by category, region, and price.1 starNo one-command install · Source
251522.557arch7mcp · front-endGenerates Excalidraw architecture diagrams with support for 60+ components including GCP, Kafka, and AI/Agentic shapes. Provides MCP tools for…1 starNo one-command install · Source
251622.557hriteshmaikap-stravamcp · back-endMCP server for accessing Strava running activity data and generating personalized training plans.1 starNo one-command install · Source
251722.557zimagentmcp · searchEnables offline CRUD and semantic search on Wikipedia ZIM archives via MCP tools for reading, writing, editing, deleting, and searching articles.1 starNo one-command install · Source
251822.557tinkoff-wealth-mcpmcp · commsEnables personal AI-driven portfolio analysis and management for Tinkoff Investments through natural language chat, providing risk assessment, goal…1 starNo one-command install · Source
251922.557repomemorymcp · ai-agentsA project intelligence platform for AI coding agents that scans, audits, generates, and monitors context files (CLAUDE.md, AGENTS.md, etc.) with drift…1 starNo one-command install · Source
252022.557performance-analysis-mcp-servermcp · back-endCollects page performance metrics using Playwright, CDP, and Lighthouse, and returns a normalized PerformanceReport.1 starNo one-command install · Source
252122.557invovate-mcp-servermcp · back-endCreate invoices from any MCP client via the Invovate API — compute totals and generate PDF, JSON, or UBL invoices in 11 languages. Exposes four tools…1 starNo one-command install · Source
252222.557sentiment-analyzermcp · otherProvides a hello and echo tool for basic interaction.1 starNo one-command install · Source
252322.557fairchem-mcpmcp · ai-agentsAn interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and…1 starNo one-command install · Source
252422.557crypto-options-desk-mcpmcp · ai-agentsAn MCP server that gives an LLM agent a typed, audited tool surface over quant crypto-options desk analytics: gamma exposure, vanna, skew, vol…1 starNo one-command install · Source
252522.557miller-joe-comfyuimcp · otherControls a local ComfyUI instance for text-to-image generation, variations, refinement, and upscaling.1 starNo one-command install · Source
252622.557miller-joe-youtubemcp · observabilityManages YouTube creator operations including uploads, metadata, analytics, and AI thumbnail generation.1 starNo one-command install · Source
252722.557spendlogmcp · databaseCost and expense tracking for solo entrepreneurs, with local-first SQLite storage, natural language interaction, invoicing, budgets, and multi-project…1 starNo one-command install · Source
252822.557makz81-spendlogmcp · paymentsExpense tracking for freelancers with income logging, invoice generation, budget management, and accounting exports.1 starNo one-command install · Source
252922.557claw-eamcp · back-endA Python MCP server that enables doctors to forward work messages (surgery schedules, meeting notices, files) to an AI assistant for automatic…1 starNo one-command install · Source
253022.557flex-sensor-agent-mcpmcp · ai-agentsAn MCP server for COMSOL Multiphysics that enables AI agents to perform flexible pressure sensor simulation, including DXF analysis, contact model…1 starNo one-command install · Source
253122.557congatudo-mcpmcp · ai-agentsEnables AI agents to control a Cecotec Conga robot vacuum via 26 tools for state, cleaning modes, settings, timers, and system info.1 starNo one-command install · Source
253222.557nobleblocks-mcp-servermcp · back-endEnables searching and exploring 340 million academic papers from 15+ databases with semantic search, citation graphs, and knowledge graph connections…1 starNo one-command install · Source
253322.557freezetext-mcpmcp · ai-agentsMCP server for FreezeText — OCR anything on your Mac screen from Claude, Cursor, or any MCP client. Freeze the screen and extract text via Apple…1 starNo one-command install · Source
253422.557inkra-mcpmcp · ai-agentsMCP bridge for Inkra — drive a native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview from Claude, Cursor, or…1 starNo one-command install · Source
253522.557pdf-content-search-mcpmcp · searchMCP bridge for PDF Content Search — full-text PDF search with Apple Vision OCR across thousands of documents in under a second from Claude, Cursor, or…1 starNo one-command install · Source
253622.557nemeton-mcpmcp · observabilityMCP bridge for Nemeton — control native macOS virtual machines (Apple Virtualization.framework) from Claude Desktop, Claude Code, or any MCP client…1 starNo one-command install · Source
253722.557al-codegen-mcp-servermcp · back-endGenerates AL code for Business Central directly from your IDE, enhancing developer efficiency by providing tools, prompts, and resources for code…1 starNo one-command install · Source
253822.557pingfyr-mcpmcp · commsThe scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call.1 starNo one-command install · Source
253922.557easy8mcp · otherProject management MCP built into Easy8 for listing projects, managing issues, and automating workflow tasks.1 starNo one-command install · Source
254022.557joongna-mcpmcp · back-endMCP server to search and view details of Joongna (Korean second-hand marketplace) listings, including market price summaries.1 starNo one-command install · Source
254122.557danggn-mcpmcp · searchEnables searching Daangn listings, viewing details, and summarizing market prices via the Model Context Protocol.1 starNo one-command install · Source
254222.557token-of-esteemmcp · ai-agentsWrite and mail personalized funny booklets via an AI agent. Allows agents to commission custom 16-page print gifts for users.1 starNo one-command install · Source
254322.557mcp-locatormcp · ai-agentsAn MCP server that lets AI agents read and write locale JSON translation files directly from the conversation without loading the whole catalog into…1 starNo one-command install · Source
254422.557pinterest-vision-mcpmcp · ai-agentsMCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and…1 starNo one-command install · Source
254522.557lokyy-mcpmcp · back-endThis MCP server connects your AI to a knowledge base through semantic tools, enforcing strict rules with German-language rejections for violations. It…1 starNo one-command install · Source
254622.557agh-mail-mcp-servermcp · back-endEnables Claude to read and send emails from your AGH University mailbox via IMAP and SMTP.1 starNo one-command install · Source
254722.557youtube-mcp-2mcp · back-endEnables YouTube search, video details, channels, playlists, and comments scraping via MCP, no API key required.1 starNo one-command install · Source
254822.557canvas-mcp-2mcp · back-endEnables AI agents to interact with Canvas LMS via its REST API for reading courses, assignments, grades, announcements, discussions, and performing…1 starNo one-command install · Source
254922.557crawmcpmcp · back-endSelf-hosted MCP server for web crawling that bypasses anti-bot walls and JS challenges, using RabbitMQ, MinIO, and Redis for asynchronous content…1 starNo one-command install · Source
255022.557carlamcpmcp · otherEnables natural language-driven creation and execution of autonomous-vehicle scenarios in the CARLA simulator, with validated primitives and replay…1 starNo one-command install · Source
255122.557sdwan-netops-public-examplemcp · back-endEnables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with…1 starNo one-command install · Source
255222.557confluencemcpmcp · ai-agentsMCP server for searching internal Confluence documentation with features like score-based ranking, noun extraction, and LLM query rewriting.1 starNo one-command install · Source
255322.557tobs-code-cozo-memorymcp · ai-agentsLocal-first memory system for AI agents with hybrid search and graph reasoning.1 starNo one-command install · Source
255422.557mcp-azure-toolkitmcp · back-endAn MCP server that exposes core Azure services as read-mostly tools any MCP client can call, including Blob Storage, Key Vault, Service Bus, and…1 starNo one-command install · Source
255522.557mcpskillsmcp · back-endPre-install trust scoring & safety scanning for MCP servers, AI skills & npm packages — 15 signals incl. OSV/KEV/EPSS vuln intel and an auto-gate…1 starNo one-command install · Source
255622.557litellm-admin-mcpmcp · ai-agentsExposes LiteLLM Proxy admin APIs as MCP tools for managing internal users, virtual keys, and spend logs via streamable-http, enabling agents to…1 starNo one-command install · Source
255722.557kef-mcpmcp · back-endMCP server for controlling KEF wireless speakers (LSX II, LS50 Wireless II, LS60) and playing Spotify on them via local network and Spotify Web API.1 starNo one-command install · Source
255822.557cell-memmcp · ai-agentsAn MCP server that provides AI agents with persistent, multi-layered memory inspired by the human brain, including consolidation, self-reflection, and…1 starNo one-command install · Source
255922.557hsh-data-on-demandmcp · paymentsMade-to-order data for AI agents via x402 micropayments on Base. Describe a need in plain language, get a custom quote, pay per call. No signup, no…1 starNo one-command install · Source
256022.557mcp-lsp-v1mcp · back-endAn MCP stdio server that wraps language servers to expose read-oriented code-intelligence tools (hover, definition, references, diagnostics, etc.) for…1 starNo one-command install · Source
256122.557advocu-mcp-servermcp · back-endEnables Google Developer Experts, Docker Captains, and Microsoft MVPs to submit professional activity reports via conversational AI, with support for…1 starNo one-command install · Source
256222.557opcua2mcpmcp · otherConverts OPC UA sensor data into MCP-compatible tools and exposes machine health via both HTTP and MCP.1 starNo one-command install · Source
256322.557lecka-nutrition-race-plannermcp · otherRace nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns…1 starNo one-command install · Source
256422.557mcp-flowmcp · ai-agentsA safe, local MCP server that lets Claude drive a controlled software-development loop (inspect, read, plan, patch, apply, check, analyze, fix…1 starNo one-command install · Source
256522.557surveyhelpermcp · back-endA local-first MCP server that analyzes research papers, maps citation graphs, and surfaces insights with verbatim-verified contradictions, all while…1 starNo one-command install · Source
256622.557livejournal-mcp-servermcp · back-endEnables reading, searching, and posting to LiveJournal journals via the legacy XML-RPC API, with local SQLite caching for offline search.1 starNo one-command install · Source
256722.557nano-banana-claudemcp · ai-agentsAn MCP server that provides image generation using Google's Nano Banana Gemini models, with additional tools for background removal, upscaling, and…1 starNo one-command install · Source
256822.557base-intel-searchmcp · paymentsPay-per-call web search for AI agents, settled in USDC on Base via the x402 protocol. No API key or subscription required; users fund a wallet and get…1 starNo one-command install · Source
256922.557apple-fm-mcpmcp · ai-agentsExposes Apple's on-device 3B parameter LLM to Claude Code and Claude Desktop via MCP. Zero API cost, fully private, runs on Neural Engine.1 starNo one-command install · Source
257022.557libvirt-mcpmcp · otherEnables management of KVM/QEMU virtual machines on remote libvirt hosts via SSH, with tools for inspection, lifecycle management, snapshots, and…1 starNo one-command install · Source
257122.557nd-quirksmcp · back-endAn MCP Server that leverages notes written in Markdown, tailored for developing Cisco Nexus Dashboard applications using the REST API.1 starNo one-command install · Source
257222.557actual-outcomes-doitmcp · ai-agentsWork planner and issue tracker for AI agents with CLI and hierarchical task management.1 starNo one-command install · Source
257322.557rechtspraak-mcpmcp · back-endEnables searching and retrieving Dutch case law (uitspraken) via the Rechtspraak Open Data API, including full text and citation graph exploration.1 starNo one-command install · Source
257422.557hakimjonas-lambemcp · otherQuery, validate, and inspect JSON, YAML, TOML, HCL, XML, CSV, and TSV with a composable pipeline syntax.1 starNo one-command install · Source
257522.557grantd-mcpmcp · back-endOAuth token broker for AI agents to securely act on a user's behalf across third-party APIs (Gmail, Slack, GitHub, Notion, etc.) by vaulting tokens…1 starNo one-command install · Source
257622.557hyperdmcp · paymentsDeFi data and analytics platform providing token security, yield recommendations, DEX quotes, and wallet analysis via x402 micropayments.1 starNo one-command install · Source
257722.557linguamcpmcp · otherServes daily language lessons from a structured curriculum, enabling natural practice through conversation with AI tutors that track progress.1 starNo one-command install · Source
257822.557socials-mcpmcp · browserEnables Claude to perform actions on X, LinkedIn, and Reddit via a Chrome extension, such as connecting with recruiters, finding threads, and replying…1 starNo one-command install · Source
257922.557pg-dashmcp · databaseAI-native PostgreSQL health checker with 26 MCP tools for query analysis, bloat detection, migration safety, and CI integration.1 starNo one-command install · Source
258022.557symapsemcp · searchProvides code analysis tools for AI coding agents to understand project architecture, search for symbols, and plan changes with token reduction.1 starNo one-command install · Source
258122.557enterprise-mcp-gateway-and-tool-registrymcp · authEnables AI agents to discover and execute tools via a secure MCP server with JWT authentication, RBAC, rate limiting, and audit logging.1 starNo one-command install · Source
258222.557yotsuda-markdownpointermcp · otherMarkdown viewer for AI-assisted document review with element-level path and line number copying.1 starNo one-command install · Source
258322.557markdownpointermcp · otherEnables AI to open, navigate, and export Markdown documents, and to import/export PPTX files.1 starNo one-command install · Source
258422.557mcp-code-review-servermcp · back-endA code review tool that generates detailed HTML review documents by comparing branches or commits, with author filtering and intelligent analysis.1 starNo one-command install · Source
258522.557taiwan-payrollmcp · otherTaiwan statutory payroll calculation — labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age…1 starNo one-command install · Source
258622.557weclapp-api-knowledge-mcpmcp · back-endA standalone MCP server for exploring the weclapp REST API v2, providing offline knowledge about entities, endpoints, and relationships, plus optional…1 starNo one-command install · Source
258722.557aidatanordic-alexandria-mcpmcp · back-endReach for AIDataNordic/alexandria-mcp when you need the MCP server it provides.1 starNo one-command install · Source
258822.557meta-mcpmcp · back-endRead-only MCP server for Meta (Facebook) Graph API, enabling access to Marketing API, Pages, Instagram, and WhatsApp Business data through Claude Code…1 starNo one-command install · Source
258922.557universal-gas-framework-mcp-servermcp · back-endEnables AI agents to perform gasless cross-chain transactions by paying with supported tokens on one chain and executing on another, all without…1 starNo one-command install · Source
259022.557chatgpt-mcp-server-templatemcp · back-endA boilerplate for building local Node.js MCP servers that integrate with ChatGPT Web UI, featuring mock OAuth and secure tunneling for instant…1 starNo one-command install · Source
259122.557android-mcp-server-2mcp · ai-agentsA powerful MCP server that provides comprehensive Android device automation capabilities through ADB, enabling AI agents to interact with Android…1 starNo one-command install · Source
259222.557scribefy-mcpmcp · ai-agentsMCP server for Scribefy — extract YouTube transcripts from Claude Desktop, Cursor, Windsurf, ChatGPT custom GPTs, or any other MCP-compatible client.1 starNo one-command install · Source
259322.557storytelling-media-mcpmcp · ai-agentsProvides tools for agent-driven video creation, including image generation via Google's GenAI, video generation, and local video stitching with…1 starNo one-command install · Source
259422.557unblockingapi-mcpmcp · searchEnables AI agents to fetch bot-protected web pages, run structured Google searches, and check domain authority through UnblockingAPI's anti-detection…1 starNo one-command install · Source
259522.557mi-mi-mi-mcpmcp · front-endAdds emotional reactions (emojis, text, sounds) to code generation in opencode, with automatic or manual selection based on user sentiment.1 starNo one-command install · Source
259622.557cisco-psirt-openvuln-mcp-servermcp · back-endA production-quality MCP server for querying Cisco security advisories via the PSIRT OpenVuln API v2, enabling LLM-powered interfaces to search…1 starNo one-command install · Source
259722.557mcp-linux-desktopmcp · browserEnables full Linux desktop control including windows, mouse, keyboard, clipboard, audio, screenshots, OCR, accessibility, and system management…1 starNo one-command install · Source
259822.557robot-md-mcpmcp · ai-agentsA one-command MCP server that bridges a ROBOT.md file to any MCP-aware agent, exposing structured robot manifest resources and validation tools…1 starNo one-command install · Source
259922.557superhighway-mcpmcp · ai-agentsAn MCP server that provides real-time web search to AI agents via a pay-per-search USDC microtransaction system.1 starNo one-command install · Source
260022.557tdx-mcp-servermcp · back-endAn MCP server that wraps the TeamDynamix Web API, enabling AI assistants to search tickets, manage assets, query the knowledge base, and look up…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