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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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1,377 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
701Unrankedinfra-guardmcp · devopsEnables AI assistants to scan Terraform and Dockerfiles for security misconfigurations, returning structured Checkov findings that can be explained in…No signals yetNo one-command install · Source
702Unrankedremote-mcp-server-geminimcp · devopsEnables deploying a stateless remote MCP server on Cloudflare Workers without authentication, supporting the MCP 2026-07-28 spec and legacy client…No signals yetNo one-command install · Source
703Unrankedweb-mcp-2mcp · devopsProvides MCP tools to search and read social discussions from Reddit and X, and fetch pages blocked by bot protection, using a private Cloudflare…No signals yetNo one-command install · Source
704Unrankedsalesforce-deployment-guardmcp · devopsEnables analyzing Salesforce deployment logs, validating metadata manifests, assessing permission risks, and generating remediation plans through…No signals yetNo one-command install · Source
705Unrankedclassroom-mcpmcp · devopsEnables AI assistants to directly operate Google Classroom, including checking submissions, listing students, and creating assignments and…No signals yetNo one-command install · Source
706Unrankedbyaml-mcpmcp · devopsEnables AI agents to generate BYaML Architecture Graphs from evaluations, Terraform plans, and AWS scans, and to derive insights such as blast radius…No signals yetNo one-command install · Source
707Unrankedrailway-sandbox-mcpmcp · devopsEnables ChatGPT to create, manage, and execute commands in ephemeral isolated Linux sandboxes on Railway, with file operations and checkpointing.No signals yetNo one-command install · Source
708Unrankedland-intelligencemcp · devopsEnables governed analytics and research on land development optionality, infrastructure proximity, and stewardship via MCP tools that provide…No signals yetNo one-command install · Source
709Unrankedcimb-mekari-mcp-servermcp · devopsEnables deployment of a stateless remote MCP server on Cloudflare Workers, allowing custom tools to be registered and accessed through MCP clients…No signals yetNo one-command install · Source
710Unrankedcloudflare-authless-remote-mcp-servermcp · devopsEnables deployment of a stateless remote MCP server on Cloudflare Workers without authentication, allowing users to register custom tools and connect…No signals yetNo one-command install · Source
711Unrankedgitops-drift-agentmcp · devopsEnables detection and remediation of Kubernetes GitOps drift via MCP tools, supporting drift detection, policy evaluation, patch application, PR…No signals yetNo one-command install · Source
712Unrankedgmail-mcp-5mcp · devopsDeployable MCP server on Cloudflare Workers that connects Gmail to AI assistants, enabling search, read, send, reply-all, forward, attachment…No signals yetNo one-command install · Source
713Unrankeddigital-mgmt-mcpmcp · devopsMCP server for Akij Resource Digital Management team providing KPI summaries and utility tools (time, echo, calculation) over Streamable HTTP…No signals yetNo one-command install · Source
714Unrankedagy-web-search-mcpmcp · devopsA Streamable HTTP MCP server that enables Google search capabilities using agy's OAuth session, deployable locally or on Cloudflare Workers/Vercel…No signals yetNo one-command install · Source
715Unrankedgomodelhub-3d-mcpmcp · devopsEnables 3D model generation via natural language, supporting text-to-3D and image-to-3D with remote or local deployment options.No signals yetNo one-command install · Source
716Unrankedfrappe-cloud-mcpmcp · devopsAn MCP server for the Frappe Cloud control plane that lets agents manage sites, bench groups, servers, backups, deploys, logs, analytics, and billing…No signals yetNo one-command install · Source
717Unrankedcloudledgermcp · devopsEnables natural language queries across AWS multi-account security scan history, including infrastructure configurations, public exposures, and…No signals yetNo one-command install · Source
718Unrankedpinecall-mcpmcp · devopsEnables coding agents to build, test, and deploy production voice agents with real phone numbers directly from the editor, including live call…No signals yetNo one-command install · Source
719Unrankedclaude-spx-mcpmcp · devopsEnables deploying a stateless remote MCP server on Cloudflare Workers without authentication, implementing the MCP 2026-07-28 specification and…No signals yetNo one-command install · Source
720Unrankedmicro-mcpmcp · devopsEnables building, verifying, previewing, deploying, diagnosing, updating, and rolling back full-stack Micro apps through typed local MCP tools backed…No signals yetNo one-command install · Source
721Unrankedantigravity-mcp-bridge-3mcp · devopsEnables AI clients to run Google Antigravity coding sub-agents as MCP tools, with synchronous and asynchronous execution, task polling, and sandboxed…No signals yetNo one-command install · Source
722Unrankedga4-analytics-mcpmcp · devopsEnables querying Google Analytics 4 properties through natural language, supporting historical and real-time reports, metadata discovery, and property…No signals yetNo one-command install · Source
723Unrankedai-engineering-brainmcp · devopsA unified MCP Gateway for enterprise knowledge, code, and memory tools, featuring admin management for documents, accounts, and MCP keys, with local…No signals yetNo one-command install · Source
724Unrankederova-vibesharingmcp · devopsDeploys prototypes and collects structured team feedback directly from AI coding assistants.No signals yetNo one-command install · Source
725Unrankedmcp-k8s-context-servermcp · devopsProvides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform…No signals yetNo one-command install · Source
726Unrankedlight-devops-mcp-servermcp · devopsEnables AI agents to query build/deploy status and request operations on a self-hosted Docker/Compose deployment platform, with Observer and Operator…No signals yetNo one-command install · Source
727Unrankedremote-mcp-server-cloudflare-authlessmcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, enabling custom tool definitions and SSE-based connections to clients like…No signals yetNo one-command install · Source
728Unrankedmcp-worker-servermcp · devopsEnables deploying stateless MCP servers on Cloudflare Workers with minimal setup, using createMcpHandler to handle MCP protocol details and tool…No signals yetNo one-command install · Source
729Unrankedcloudops-mcpmcp · devopsCloudOps MCP is a read-only Model Context Protocol server that exposes normalized operational infrastructure context (logs, metrics, deployments…No signals yetNo one-command install · Source
730Unrankedmodal-workspace-mcpmcp · devopsA remote MCP bridge that lets MCP clients use Modal sandboxes for Linux execution, dependency installation, Git operations, GPU jobs, and invoking…No signals yetNo one-command install · Source
731Unrankedgnaws-mcpmcp · devopsEnables AI agents to scan AWS accounts, build resource relationship graphs, detect unused resources, and export data via MCP tools.No signals yetNo one-command install · Source
732Unrankedfalldental-mcpmcp · devopsEnables sovereign, offline-capable dental practice management with Ed25519-signed transactions, running on your own infrastructure.No signals yetNo one-command install · Source
733Unrankedlabbenchmcp · devopsEnables Claude Code to browse coursework, manage user workspaces, run sandboxed tests, post hints, and assign new projects in LabBench.No signals yetNo one-command install · Source
734Unrankedgoogle-tasks-mcp-2mcp · devopsAn MCP server that lets Claude manage Google Tasks, including listing, creating, updating, completing, moving, and deleting tasks and task lists. It…No signals yetNo one-command install · Source
735Unrankedaws-mcp-connectormcp · devopsTalk to AWS CLI from an MCP-speaking agent. Run any aws <service> <operation> command through the Model Context Protocol, with read-only defaults and…No signals yetNo one-command install · Source
736Unrankedinfra-es-trabalhistas-mtemcp · devopsConsulta infrações trabalhistas registradas pelo Ministério do Trabalho e Emprego a partir de CPF ou CNPJ. Enables read-only querying of labor…No signals yetNo one-command install · Source
737Unrankeda2a-meta-clonesmcp · devopsDeployable MCP clone services for A2A-Meta, hosting pending clones via a multiplexer for Railway deployment.No signals yetNo one-command install · Source
738Unrankedfrank-mcp-servermcp · devopsAn MCP server that provides typed, audited, least-privilege tools for monitoring AWS infrastructure and GitHub pipelines, including instance health…No signals yetNo one-command install · Source
739Unrankedvercel-typescript-mcp-servermcp · devopsA production-ready MCP server for Vercel Serverless Functions using Streamable HTTP Transport, offering built-in tools for calculations, text…No signals yetNo one-command install · Source
740Unrankedloop-developer-agentmcp · devopsMCP server for LOOP financial infrastructure, enabling AI agents to inspect projects, generate payment integration code, and execute sandbox-validated…No signals yetNo one-command install · Source
741Unrankedsalesforce-remote-mcp-cloudflaremcp · devopsA remote MCP server for Salesforce deployed on Cloudflare Workers, enabling Claude to query and manage Salesforce data through SOQL, SOSL, DML, and…No signals yetNo one-command install · Source
742Unrankedsecretguard-mcpmcp · devopsScans code strings for hardcoded secrets (AWS keys, tokens, private keys, etc.) and returns redacted findings, helping AI coding agents catch secrets…No signals yetNo one-command install · Source
743Unrankedtcp-tunermcp · devopsEnables autonomous TCP congestion-control tuning through MCP tools for benchmarking, sysctl parameter adjustments, fault injection, and runbook…No signals yetNo one-command install · Source
744Unrankeddeployment-intelligence-mcpmcp · devopsEnables MCP agents to inspect deployment knowledge extracted from a repository, covering workflows, services, deployments, and images.No signals yetNo one-command install · Source
745Unrankedterraform-docsmcp · devopsProvides hybrid (BM25 + vector) search over Terraform AWS and Google provider documentation, with tools for ranked search and full document retrieval.No signals yetNo one-command install · Source
746Unrankedaws-ftr-eval-mcpmcp · devopsAutomates the AWS Foundational Technical Review (FTR) partner self-assessment by evaluating SOC 2 and WAFR reports against defined controls, returning…No signals yetNo one-command install · Source
747Unrankedzero-mcp-startermcp · devopsA Cloudflare-deployed MCP server providing web search and webpage reading via Jina, plus current weather and forecasts via WeatherAPI, with keys…No signals yetNo one-command install · Source
748Unrankedlaunchopsmcp · devopsAn MCP server that lets AI coding agents autonomously purchase and provision real infrastructure (databases, deployments, domains) with secure…No signals yetNo one-command install · Source
749Unrankedinfocepo-infra-mcpmcp · devopsExposes infocepo.com infrastructure (LLM, ChromaDB, S3, Docker registry, service discovery) as MCP tools for AI agents.No signals yetNo one-command install · Source
750Unrankededitor-mcpmcp · devopsA secure, isolated MCP server providing full code editor functionality for AI pair programming, with Docker-based command execution and Cloudflare…No signals yetNo one-command install · Source
751Unrankedenterprise-infrastructure-metrics-mcp-servermcp · devopsProvides read-only access to host system metrics (CPU, memory, disk), Docker container health/logs, and sandboxed log file analysis via MCP tools…No signals yetNo one-command install · Source
752Unrankedmcp-telegram-notifymcp · devopsMCP server for sending Telegram messages and scheduling reminders, supporting multiple transports and Docker deployment.No signals yetNo one-command install · Source
753Unrankedarmsightmcp · devopsAn MCP server that autonomously optimizes ONNX ML models for Arm64 deployment, providing tools to analyze models, apply real INT8 quantization…No signals yetNo one-command install · Source
754Unrankedmcp-cloud-deploymcp · devopsMCP server for deploying projects to multiple cloud platforms (Vercel, Railway, Neon, MongoDB Atlas, Docker) and running local dev servers, with…No signals yetNo one-command install · Source
755Unrankedsmart-home-mcp-servermcp · devopsControls TAPO L530E smart light bulbs via MCP, supporting on/off, brightness, and color temperature, with local and remote AWS deployment.No signals yetNo one-command install · Source
756Unrankednibblemcp · devopsEnables AI agents to investigate production incidents by exposing service health, logs, and deployment data through MCP tools.No signals yetNo one-command install · Source
757Unrankedseerr-mcpmcp · devopsEnables AI assistants to search media catalogs and request movies and shows on Overseerr or Jellyseerr, with automatic approval and availability…No signals yetNo one-command install · Source
758Unrankedvideodb-mcp-servermcp · devopsConnects Claude and other MCP clients to VideoDB, enabling video upload, indexing, semantic search, clipping, and streaming directly from a…No signals yetNo one-command install · Source
759Unrankeddevin-mcp-bridgemcp · devopsBridges MCP (Claude Code) to ACP (Devin), enabling Claude Code to delegate autonomous tasks to Devin with permission and filesystem sandbox controls.No signals yetNo one-command install · Source
760Unrankedprint-mcpmcp · devopsEnables generating print-ready PDFs from Markdown and submitting them to CUPS printers. Supports local, Tailscale, and Cloudflare Tunnel access.No signals yetNo one-command install · Source
761Unrankedcloudflare-remote-mcp-server-2mcp · devopsDeployable stateless remote MCP server on Cloudflare Workers without auth, with support for registering custom tools and connecting to MCP clients.No signals yetNo one-command install · Source
762Unrankedhalo-mcpmcp · devopsProvides 12 CRUD tools for managing Halo tags, categories, and articles via a secure Cloudflare Workers gateway.No signals yetNo one-command install · Source
763Unrankedcloudloopmcp · devopsProvides tools for document search, AWS cost estimation, checking latest AWS updates, and creating budget alerts, with a confirmation gate on the…No signals yetNo one-command install · Source
764Unrankedimp-ts-france-mcpmcp · devopsProvides 62 French tax calculation tools via MCP, running on Cloudflare Workers with Rust/Wasm and versioned official rules.No signals yetNo one-command install · Source
765Unrankedagent-jail-mcpmcp · devopsProvides MCP tools for managing disposable Docker sandboxes that let AI agents safely execute commands in isolated, ephemeral environments.No signals yetNo one-command install · Source
766Unrankedcloudguard-mcpmcp · devopsA read-only MCP server for inspecting AWS resources, detecting misconfigurations, and estimating costs across EC2, S3, and IAM, enabling agents to…No signals yetNo one-command install · Source
767Unrankedstraitsx-mcp-card-gatewaymcp · devopsEnables AI agents to pay with crypto (XSGD) via EIP-3009 and receive single-use virtual Visa cards from the StraitsX sandbox or production…No signals yetNo one-command install · Source
768Unrankedsitedropmcp · devopsMCP server for self-hosted static site publishing on Cloudflare Workers. Enables AI coding agents to deploy pages with a single 'publish' tool and get…No signals yetNo one-command install · Source
769Unrankedaws-infrastructure-operations-mcpmcp · devopsA read-only MCP server that lets an AI assistant inspect a single AWS lab instance's EC2 health, recent system/nginx errors from CloudWatch, and nginx…No signals yetNo one-command install · Source
770Unrankedmcp-sysadminmcp · devopsProvider-agnostic MCP server for managing heterogeneous infrastructure (SSH, Proxmox VE, Virtualizor, Hetzner Cloud, Cloudflare) via a JSON inventory…No signals yetNo one-command install · Source
771Unrankedmodal-sandbox-mcpmcp · devopsEnables AI agents to run arbitrary Python scripts on Modal's serverless infrastructure with on-demand CPU, memory, and GPU resources, providing…No signals yetNo one-command install · Source
772Unrankedcontext-keeper-remotemcp · devopsRemote MCP server that exposes context-keeper's rationale store (decisions, pipelines, constraints) over Streamable HTTP, deployable on Cloudflare…No signals yetNo one-command install · Source
773Unrankedmcp-lab-workshop-3mcp · devopsMCP server for controlling a real-time interactive dashboard deployed on Cloudflare Workers. It provides tools to toggle features, update statistics…No signals yetNo one-command install · Source
774Unrankedliplus-project-github-webhookmcp · devopsBridges GitHub webhooks via Cloudflare Worker for real-time event streaming.No signals yetNo one-command install · Source
775Unrankedl4mcp · devopsEnables MCP clients to access and manage a personal markdown knowledge base stored in Cloudflare R2. Provides tools for listing, reading, writing…No signals yetNo one-command install · Source
776Unrankedmcp-inbox-for-cloudflaremcp · devopsA stateless email inbox on Cloudflare with MCP tools that let agents list, read, claim, complete, and reply to messages.No signals yetNo one-command install · Source
777Unrankedupdated-mcp-spec-tutmcp · devopsAn MCP server that demonstrates modern MCP spec features including elicitation (interactive confirm dialogs), signed request state, and cache hints…No signals yetNo one-command install · Source
778Unrankedanvilmcp · devopsA throwaway Docker sandbox for agents to run code and shell commands safely.No signals yetNo one-command install · Source
779Unrankedseosiri-db-infra-mcpmcp · devopsProvides secure live database querying, schema inspection, AWS S3 security audits, and Cloudflare infrastructure control through MCP tools.No signals yetNo one-command install · Source
780Unrankedalias8818-enochmcp · devopsManage an Enoch control plane with tools for configuring AI agent infrastructure.No signals yetNo one-command install · Source
781Unrankedis-it-agent-readymcp · devopsProvides agent-readiness audits of public websites via Cloudflare's scanner, enabling users to run scans, save reports, and enforce safety boundaries…No signals yetNo one-command install · Source
782Unrankedout-professionals-crm-mcpmcp · devopsDeploys a stateless remote MCP server on Cloudflare Workers without authentication, supporting the MCP 2026-07-28 specification and custom tool…No signals yetNo one-command install · Source
783Unrankedcloudforgemcp · devopsCloud architecture designer and Terraform generator — visualize diagrams, generate HCL, import existing IaC, and manage infrastructure resources via…No signals yetNo one-command install · Source
784Unrankededucator-toolkit-mcpmcp · devopsAn MCP toolkit exposing six AI-powered educator-craft tools for reviewing, critiquing, and improving learning artifacts like lessons, curricula, AI…No signals yetNo one-command install · Source
785Unrankedmcp-worker-templatemcp · devopsAn MCP server template for Cloudflare Workers with zero runtime dependencies, providing a hand-rolled Streamable HTTP transport that lets you easily…No signals yetNo one-command install · Source
786Unrankedsnaphost-mcpmcp · devopsDeploys projects straight from an AI agent to Snaphost and returns a public URL, with automatic Dockerfile generation, build/run/log management, and…No signals yetNo one-command install · Source
787Unrankedtapcard-mcpmcp · devopsAllows AI assistants to preview, confirm, import, search, and manage NFC/QR digital business cards through a private Cloudflare-deployed contact…No signals yetNo one-command install · Source
788Unrankedmcp-rag-servicemcp · devopsA production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations…No signals yetNo one-command install · Source
789Unrankedvercel-deployment-mcpmcp · devopsA reference MCP server for observing Vercel projects and deployments over stdio. It provides read-only tools to list and fetch details of Vercel…No signals yetNo one-command install · Source
790Unrankedosource-managermcp · devopsEnables managing local repositories, CLIs, MCP servers, and skills via MCP tools, with inventory tracking, guarded updates, and Docker-sandboxed…No signals yetNo one-command install · Source
791Unrankedaws-architecture-scannermcp · devopsScans AWS environments and generates professional architecture diagrams showing VPC networking, compute, storage, and security resources.No signals yetNo one-command install · Source
792Unrankeddraft1-mcpmcp · devopsMCP server for generating and editing architecture diagrams from natural language or code, supporting formats like Terraform, docker-compose…No signals yetNo one-command install · Source
793Unrankedurirun-connector-mcp-filesystemmcp · devopsSandboxed filesystem connector for urirun/ifURI, providing query and command routes for file operations like list, read, stat, move, and write, with…No signals yetNo one-command install · Source
794Unrankedsendkit-mcpmcp · devopsEnables sending Telegram messages from MCP-compatible AI clients using the telegram tool, with optional CLI fallback and remote HTTP deployment.No signals yetNo one-command install · Source
795Unrankedaws-eks-mcp-servermcp · devopsEnables creating and managing AWS EKS clusters via Terraform, including VPC, node groups, add-ons, and kubectl configuration.No signals yetNo one-command install · Source
796Unrankedterraform-mcp-servermcp · devopsEnables generating, validating, planning, and applying Terraform configurations to manage infrastructure through natural language.No signals yetNo one-command install · Source
797Unrankedwebdeploy-mcpmcp · devopsEnables AI clients and users to deploy static sites, Node.js services, and Python web applications without Docker, with tools for project management…No signals yetNo one-command install · Source
798Unrankedsolana-infra-mcpmcp · devopsProvides Solana infrastructure awareness including RPC health, priority fee estimation, leader schedule, chain state, latency comparison, and keyless…No signals yetNo one-command install · Source
799Unrankedmcp-runtimemcp · devopsA high-performance MCP execution engine that runs tool code in isolated, resource-constrained sandboxes with context state persistence.No signals yetNo one-command install · Source
800Unrankedfastmcp-templatemcp · devopsA FastMCP server template that provides a greet tool returning personalized greetings. It supports local, Docker, and Railway cloud deployments.No signals yetNo 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