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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
901Unrankedpy-sandboxmcp · devopsEnables AI agents to execute arbitrary Python code securely in a sandboxed environment with resource limits and security constraints via MCP protocol.No signals yetNo one-command install · Source
902Unrankedremote-mcp-google-chat-servermcp · devopsA remote MCP server for Google Chat, deployed on Cloudflare Workers without authentication, enabling tool execution via MCP protocol.No signals yetNo one-command install · Source
903Unrankedcsoai-org-dockerfile-generator-ai-mcpmcp · devopsAI-powered Dockerfile and container configuration generation tools.No signals yetNo one-command install · Source
904Unrankedcsoai-org-devops-ai-mcpmcp · devopsAI-powered DevOps workflow automation and infrastructure management tools.No signals yetNo one-command install · Source
905Unrankedcsoai-org-ci-cd-generator-ai-mcpmcp · devopsAI-powered CI/CD pipeline generation and configuration tools.No signals yetNo one-command install · Source
906Unrankedsolenticmcp · devopsNative Solana staking infrastructure for AI agents with 26 MCP tools, one-shot signing, and webhook monitoring.No signals yetNo one-command install · Source
907Unrankedultramem-mcpmcp · devopsGive any MCP client durable, cross-session memory by exposing an UltraMem deployment's memory layer.No signals yetNo one-command install · Source
908Unrankedremote-mcp-server-authless-4mcp · devopsA remote MCP server deployed on Cloudflare Workers without authentication, enabling custom tools and connectivity to AI Playground and Claude Desktop.No signals yetNo one-command install · Source
909Unrankedhugo-llms-mcpmcp · devopsA generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cloudflare Workers. It reads your blog's llms.txt and llms-full.txt files…No signals yetNo one-command install · Source
910Unrankeddocker-kubernetes-mcp-servermcp · devopsEnables AI assistants to manage Docker containers and Kubernetes resources through natural language, supporting operations like container management…No signals yetNo one-command install · Source
911Unrankedcloudflare-deployermcp · devopsAn MCP server that enables Claude to deploy full-stack web apps to Cloudflare, including databases, authentication, and file storage, directly through…No signals yetNo one-command install · Source
912Unrankedtech-iconsmcp · devopsMCP server exposing 3100+ cloud technology icons (AWS, Azure, GCP, Microsoft, CNCF, Devicon) with 3-tier search and multiple output formats for…No signals yetNo one-command install · Source
913Unrankedmcp-cloudflare-crunchtoolsmcp · devopsA secure MCP server for managing Cloudflare DNS records, transform rules, page rules, and cache via natural language, with robust token handling and…No signals yetNo one-command install · Source
914Unrankedclaude-iac-mcp-servermcp · devopsEnables AI agents to query an approved Terraform module registry and generate compliant Azure infrastructure code. It provides tools for module…No signals yetNo one-command install · Source
915Unrankediron-cannonmcp · devopsAn MCP-powered compliance copilot for SaaS stacks, enabling structured audit workflows including stack detection, module wiremapping, implementation…No signals yetNo one-command install · Source
916Unrankedaws-notebook-runner-mcpmcp · devopsEnables running Jupyter notebooks on temporary AWS compute (EC2 + SSM) with cost estimation, dry-run planning, progress reporting, and automatic…No signals yetNo one-command install · Source
917Unrankedcloudwatch-mcpmcp · devopsProvides AI assistants with read-only access to AWS CloudWatch Logs for production debugging and log analysis, enabling error searching and bug report…No signals yetNo one-command install · Source
918Unrankedsynlakemcp · devopsCompare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure for AI agents.No signals yetNo one-command install · Source
919Unrankedsynlake-mcp-servermcp · devopsEnables AI agents to discover, evaluate, and provision cloud infrastructure across AWS, GCP, and Azure with cross-cloud normalization, cost…No signals yetNo one-command install · Source
920Unrankedsift-mcp-docker-editionmcp · devopsEnables digital forensics investigation by exposing SANS SIFT tools (The Sleuth Kit, Volatility 3, Plaso, etc.) as callable MCP tools, running in a…No signals yetNo one-command install · Source
921Unrankedscorton-mcpmcp · devopsMCP server for behavioral cybersecurity and AI risk scoring in financial workflows, deployed on Cloudflare Workers.No signals yetNo one-command install · Source
922Unrankedpolicypulse-mcpmcp · devopsPolicyPulse connects your AI assistant directly to your Kubernetes policy engines. Instead of switching between three dashboards and two CLIs, you ask…No signals yetNo one-command install · Source
923Unrankeddoubao-seedream-mcpmcp · devops封装豆包 Seedream 图像生成模型为 MCP 服务,支持文生图、图生图、组图及联网搜索生图,部署在 Cloudflare Workers 上No signals yetNo one-command install · Source
924Unrankedweathgardsmcp · devopsExposes MCP tools that enable remote LLMs to query local Docker containers, OS processes, and system services in real time.No signals yetNo one-command install · Source
925Unrankedremote-mcp-server-authless-3mcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, enabling tools to be used via AI Playground or Claude Desktop.No signals yetNo one-command install · Source
926Unrankedjasonwilbur-cloud-regionsmcp · devopsCloud region data for AWS, Azure, GCP, OCI, and 10 more providers. Query 267 regions by location, compliance, GPU availability, and sustainability.No signals yetNo one-command install · Source
927Unrankedmodal-mcp-servermcp · devopsConnects AI agents to Modal.com infrastructure, allowing management of deployments, apps, containers, volumes, secrets, and environments via MCP…No signals yetNo one-command install · Source
928Unrankedcloud-vm-mcpmcp · devopsManages and views virtual machines across multiple cloud providers (AWS, Azure, Alibaba Cloud). Enables AI assistants to list, inspect, and control…No signals yetNo one-command install · Source
929Unrankedk8s-manifest-auditmcp · devopsStatic audit of Kubernetes manifests via MCP, powered by kube-linter. Returns structured reports with severity, check ID, category, message, and…No signals yetNo one-command install · Source
930Unrankeddocker-compose-auditmcp · devopsAudits docker-compose.yml files for security misconfigurations, providing severity ratings, remediation text, and YAML fix snippets for AI agents.No signals yetNo one-command install · Source
931Unrankedvivioomcp · devopsBrowse and interact with Vivioo's AI agent trust infrastructure — directory, jobs, verification, and 360 feedback.No signals yetNo one-command install · Source
932Unrankedtypescript-mcp-server-boilerplatemcp · devopsA boilerplate for building and deploying MCP servers on Vercel, featuring example tools like greeting, calculator, weather, and Hugging Face image…No signals yetNo one-command install · Source
933Unrankedmcp-devops-servermcp · devopsEnables AI assistants to perform DevOps tasks including Kubernetes management, cloud provider operations, CI/CD, security scanning, and infrastructure…No signals yetNo one-command install · Source
934Unrankednewplanetww-commerce-startermcp · devopsBoilerplate Python MCP server with e-commerce capabilities — product catalog browsing, keyword search, and checkout initiation, deployable to Vercel.No signals yetNo one-command install · Source
935Unrankedclaude-aws-mcpmcp · devopsEnables natural language control of AWS resources (EC2, Security Groups, S3, Bedrock, etc.) directly from Claude Desktop or Claude Code.No signals yetNo one-command install · Source
936Unrankedsota-deploymcp · devopsDeploy and manage web applications via AI agents through the sota.io platform.No signals yetNo one-command install · Source
937Unrankedsota-io-mcpmcp · devopsEnables AI agents to deploy, manage, and configure web applications on sota.io, including project creation, deployment, environment variables, custom…No signals yetNo one-command install · Source
938Unrankedsafety-replaymcp · devopsSafety replays, policy gates, evaluation receipts, and release evidence for AI agent deployments.No signals yetNo one-command install · Source
939Unrankedagent-data-boundarymcp · devopsPermission boundary mapping, sensitive field flagging, and data access receipts for AI agent deployments.No signals yetNo one-command install · Source
940Unrankedtierproxymcp · devopsMulti-provider proxy infrastructure for AI and ML with geo-routing, sessions, cost-aware routing, and usage tools.No signals yetNo one-command install · Source
941Unrankedlazymac2x-agent-memorymcp · devopsPersistent key-value memory store for AI agents, deployed via Cloudflare Workers with REST and MCP interfaces.No signals yetNo one-command install · Source
942Unrankedmcp-localstack-servermcp · devopsProvides conversational access to LocalStack AWS services (S3, DynamoDB, Lambda, SQS) through natural language, enabling local cloud infrastructure…No signals yetNo one-command install · Source
943Unrankedgetmycertmcp · devops13,000+ IT certification practice questions for AI agents (AWS, Azure, GCP, CompTIA, CISSP, PMP, Kubernetes, Terraform, Cisco, Salesforce)…No signals yetNo one-command install · Source
944Unrankedbch1212-agenttrustmcp · devopsTrust scores and reputation infrastructure for agent-to-agent transactions — register identities, record transactions, and verify counterparty trust.No signals yetNo one-command install · Source
945Unrankedmemory-mcp-workermcp · devopsCloudflare Worker implementing MCP protocol for cross-device memory/knowledge graph access.No signals yetNo one-command install · Source
946Unrankedpinionmcp · devopsAI-powered characterization test generator that reads Python functions or class methods, synthesizes inputs, captures behavior in a sandbox, and emits…No signals yetNo one-command install · Source
947Unrankedcrowvaultmcp · devops327 developer tools via MCP for generating Dockerfiles, schemas, Kubernetes configs, APIs, and more.No signals yetNo one-command install · Source
948Unrankeddrifthound-mcp-servermcp · devopsEnables Claude to discover and understand infrastructure-as-code drift by listing projects with drift, analyzing Terraform plan outputs, and providing…No signals yetNo one-command install · Source
949Unrankedhiveconsciousnessmcp · devopsSystem self-awareness, health monitoring, and autonomous self-repair for agent infrastructure.No signals yetNo one-command install · Source
950Unrankedremote-mcp-server-authless-12mcp · devopsDeploys a remote MCP server on Cloudflare Workers without authentication, allowing tools to be used from clients like Cloudflare AI Playground or…No signals yetNo one-command install · Source
951Unrankedappium-mcpmcp · devopsProfessional mobile test automation framework with AI-powered test generation, Page Object Model support, and AWS Bedrock integration.No signals yetNo one-command install · Source
952Unrankedmcp-deploy-intelmcp · devopsProvides Kubernetes deployment intelligence with typed query tools and AI-synthesized risk briefs, enabling users to list workloads, get detailed…No signals yetNo one-command install · Source
953Unrankedproxmox-lab-mcpmcp · devopsProxmox home lab management MCP server that enables Claude Code to manage Proxmox VMs, Terraform, Ansible, Kubernetes, ArgoCD, and other lab utilities…No signals yetNo one-command install · Source
954Unrankedsendfox-mcpmcp · devopsA remote MCP server template deployable on Cloudflare Workers without authentication, allowing you to define custom tools and connect to MCP clients…No signals yetNo one-command install · Source
955Unrankedredactor-mcpmcp · devopsWraps AWS Comprehend for PII detection and redaction, allowing users to upload files and remove PII via natural language in Claude Desktop.No signals yetNo one-command install · Source
956Unrankedth1234th-devopsmcp · devopsDevOps automation platform implementing MCP with integrations for Docker, Kubernetes, and AWS, featuring LLM-powered natural language automation.No signals yetNo one-command install · Source
957Unrankedmcp-server-terraformmcp · devopsAn MCP server that exposes Terraform CLI operations as tools for Claude and other MCP-compatible AI assistants, enabling AI-driven…No signals yetNo one-command install · Source
958Unrankedgcp-infrastructure-mcp-servermcp · devopsProvides 30+ read-only tools for querying Google Cloud Platform infrastructure, designed for AI assistants and Terraform workflows.No signals yetNo one-command install · Source
959Unrankederen-solutions-report-needsmcp · devopsInfrastructure demand signal collection from AI agents encountering capability gaps.No signals yetNo one-command install · Source
960Unrankedworph-trellomcp · devopsManages Trello boards, lists, cards, comments, checklists, and attachments via Dockerized HTTP transport with Beacon discovery.No signals yetNo one-command install · Source
961Unrankedgh-rmishracloud-kubernetesmcp · devopsManage Kubernetes clusters with pod listing, log retrieval, and deployment operations.No signals yetNo one-command install · Source
962Unrankedmcp-waitmcp · devopsProvides a wait tool for AI agents to pause execution until a time duration elapses or a process terminates, useful for polling and waiting for…No signals yetNo one-command install · Source
963Unrankeddoris-mcp-server-on-aws-agentcoremcp · devopsDeploys 25 MCP tools for Apache Doris, enabling SQL execution, metadata queries, monitoring, and data governance over HTTPS via AWS Bedrock AgentCore…No signals yetNo one-command install · Source
964Unrankedremote-mcp-server-authless-11mcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, enabling AI tools to be used via SSE from MCP clients like Claude Desktop or…No signals yetNo one-command install · Source
965Unrankedmxkhec01-dokploy-mcp-bridgemcp · devopsDocker sidecar MCP server for Dokploy deployments with database queries, Docker operations, and container telemetry.No signals yetNo one-command install · Source
966Unrankednl2shell-sandbox-bashmcp · devopsExecutes bash commands in sandboxed Docker containers with network isolation, capability dropping, and command blocklisting.No signals yetNo one-command install · Source
967Unrankedmcp-server-aws-devopsmcp · devopsReference implementation for deploying MCP servers to AWS Lambda with Streamable HTTP transport and CDK infrastructure.No signals yetNo one-command install · Source
968Unrankedynishi-boxed-analysismcp · devopsContainer-sandboxed code analysis running in Docker via MCP.No signals yetNo one-command install · Source
969Unrankedjosephtandle-cloudflaremcp · devopsMCP server enabling AI assistants to manage Cloudflare infrastructure including DNS records, cache purging, Workers, SSL, and analytics.No signals yetNo one-command install · Source
970Unrankeddevops-dashboard-mcp-servermcp · devopsEnables AI assistants to monitor and manage Linux infrastructure including services, logs, processes, disk, memory, ports, cron, nginx, Docker, and…No signals yetNo one-command install · Source
971Unrankedmaryadawson-code-integritypulsemcp · devopsVerified cloud cost forecasting for AI agents across AWS, GCP, and Azure.No signals yetNo one-command install · Source
972Unrankedterrormcp · devopsTerror is an agentic Terraform replacement that lets you provision and manage cloud infrastructure through natural language, using a stateless…No signals yetNo one-command install · Source
973Unrankedoijusti-k8s-port-forwardmcp · devopsKubernetes port forwarding management for services and pods with lifecycle control.No signals yetNo one-command install · Source
974Unrankedrefinex-mcpmcp · devopsEnables querying live AWS spot price arbitrage signals and suppression logs directly in Claude Code or any MCP-compatible AI tool.No signals yetNo one-command install · Source
975Unrankedguhcostan-stravamcp · devopsStrava training data access deployed on Cloudflare Workers.No signals yetNo one-command install · Source
976Unrankedvirtualizemcp · devopsFree, cross-platform VM orchestration for AI workflows with built-in MCP integration, sandboxed code execution, and compliance-ready architecture (SOC…No signals yetNo one-command install · Source
977Unrankeddocker-release-informationmcp · devopsProvides Docker Desktop release notes and security informationNo signals yetNo one-command install · Source
978Unrankedwirternow-agent-bankmcp · devopsFinancial infrastructure for autonomous AI agents with self-custody wallets, USDC transfers, collateralized lending, job marketplace, and price…No signals yetNo one-command install · Source
979Unrankedponzumcp · devopsERC-20 token launchpad on Ethereum for deploying tokens, managing presales, swapping, and farming via AI agents.No signals yetNo one-command install · Source
980Unrankedauth-less-remote-mcp-servermcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, easily add custom tools, and connect to AI Playground or Claude Desktop.No signals yetNo one-command install · Source
981Unrankedsandbox-agentmcp · devopsEnables code execution in isolated Docker containers with persistent IPython, Node.js, or R kernels, supporting file import/export and cross-session…No signals yetNo one-command install · Source
982Unrankedsystemkernelmcpmcp · devopsProvides 180+ tools for full system control including terminal, Git, Docker, Kubernetes, VMs, BIOS, kernel, cybersecurity, AI, and cloud, designed to…No signals yetNo one-command install · Source
983Unrankeddemo-stmcp · devopsEnables deploying static websites to a subdomain on demo.st, with tools for subdomain reservation, zip upload, and content management.No signals yetNo one-command install · Source
984Unrankedcubancodepath-nanobananamcp · devopsAI image generation and editing powered by Google Gemini with local and remote deployment.No signals yetNo one-command install · Source
985Unrankedbrave-search-mcp-cloudflaremcp · devopsRemote Brave Search wrapper deployed as a Cloudflare Worker with Durable Objects and optional Zero Trust auth.No signals yetNo one-command install · Source
986Unrankedmcp-tfstate-readermcp · devopsA local MCP server that parses Terraform .tfstate files and lets AI agents audit enterprise infrastructure for security misconfigurations without…No signals yetNo one-command install · Source
987Unrankedcontentstack-app-mcp-remote-servermcp · devopsEnables remote access to Contentstack App MCP tools over HTTP, deployable to platforms like Vercel or Contentstack Launch.No signals yetNo one-command install · Source
988Unrankedremote-mcp-server-authless-6mcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, enabling connection from AI Playground and Claude Desktop.No signals yetNo one-command install · Source
989Unrankedremote-mcp-server-authless-7mcp · devopsEnables deploying a remote MCP server on Cloudflare Workers without authentication, allowing MCP tools to be used from clients like Cloudflare AI…No signals yetNo one-command install · Source
990Unrankedazure-platform-engineering-mcp-servermcp · devopsProvides AI agents with real-time access to live Azure infrastructure, including AKS cluster health, resource management, policy validation, and…No signals yetNo one-command install · Source
991Unrankedremote-mcp-server-authless-10mcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, allowing you to create custom tools and connect to MCP clients like Claude…No signals yetNo one-command install · Source
992Unrankedgh-isgudtek-mycrabmcp · devopsInstant public HTTPS URLs via Cloudflare Tunnels for AI agents with optional permanent subdomains.No signals yetNo one-command install · Source
993Unrankedkubernetes-mcpmcp · devopsMCP server that gives AI assistants full access to Kubernetes clusters and Helm, exposing 73 tools for managing pods, deployments, services, configs…No signals yetNo one-command install · Source
994Unrankedremote-mcp-server-authless-16mcp · devopsDeploys a remote MCP server on Cloudflare Workers without authentication, enabling custom tools and connections to clients like Claude Desktop and…No signals yetNo one-command install · Source
995Unrankedremote-mcp-server-authless-15mcp · devopsAllows deploying a remote MCP server on Cloudflare Workers without authentication, enabling easy connection to MCP clients like Cloudflare AI…No signals yetNo one-command install · Source
996Unrankedtomcat-mcpmcp · devopsEnables AI-assisted management of Apache Tomcat, including start/stop, WAR deployment, log analysis, thread and heap dumps, and diagnostics.No signals yetNo one-command install · Source
997Unrankedproject-scaffoldmcp · devopsAn MCP server that scaffolds full-stack projects with consistent structure, Docker setup, CI/CD pipelines, and database configuration.No signals yetNo one-command install · Source
998Unrankedsubfeedmcp · devopsCloud platform for AI agents to register, build, and deploy other agents autonomously.No signals yetNo one-command install · Source
999Unrankedremote-mcp-server-authless-13mcp · devopsDeploys a remote MCP server on Cloudflare Workers without authentication, allowing connection to AI Playground or Claude Desktop.No signals yetNo one-command install · Source
1000Unrankedweb-search-mcp-server-authlessmcp · devopsDeployable remote MCP server on Cloudflare Workers without authentication, enabling custom tool integration with AI Playground and Claude Desktop.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