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

RankScoreComponentDescriptionEvidenceLast commitInstall
50123.374sofianhamiti-s3-toolsmcp · devopsIntegrates with AWS S3 to enable bucket listing and management, facilitating cloud storage operations for applications requiring file organization or…1 forkNo one-command install · Source
50123.374andrew-beniash-command-security-layermcp · devopsImplements a robust security layer for command processing, utilizing multi-step verification and auditing to enable high-security use cases like…1 forkNo one-command install · Source
50322.557kali-mcpmcp · devopsEnables AI assistants to run Kali Linux security tools in an isolated Docker container for tasks like network scanning, port checking, and service…1 starNo one-command install · Source
50322.557nicoletterankin-word-orbmcp · devopsLanguage infrastructure providing dictionary definitions, 47-language translations, IPA pronunciation, etymology, and age-appropriate content for AI…1 starNo one-command install · Source
50322.557edithatogo-sourcerightmcp · devopsRust-based reference verification infrastructure for academic writing, agent workflows, and citation processing.1 starNo one-command install · Source
50322.557machine-bridge-mcpmcp · devopsEnables remote MCP clients to access local filesystem and shell commands by deploying a Cloudflare Worker relay and a local daemon, providing tools…1 starNo one-command install · Source
50322.557mcp-11mcp · devopsBuild and deploy mobile apps through natural language.1 starNo one-command install · Source
50322.557bitfiction-staticbotmcp · devopsOrchestrates AWS deployment workflows via the Staticbot API for static site hosting, Supabase migrations, and multi-stage infrastructure management.1 starNo one-command install · Source
50322.557infra-advisor-mcpmcp · devopsEstimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.1 starNo one-command install · Source
50322.557terraform-best-practices-mcp-servermcp · devopsA Model Context Protocol (MCP) server for producing better Terraform through CLI analysis (tflint, checkov, trivy, kics, infracost), best-practice…1 starNo one-command install · Source
50322.557eu-open-banking-mcpmcp · devopsEnables secure, read-only access to personal European bank accounts through Enable Banking and Cloudflare Workers, allowing MCP clients to list…1 starNo one-command install · Source
50322.557alialbaker-cloudpricemcp · devopsCompare cloud pricing across AWS, Azure, and GCP for infrastructure decisions.1 starNo one-command install · Source
50322.557fusionalmcp · devopsSelf-hosted MCP governance gateway that aggregates 150+ tools behind policy profiles (strict/balanced/dev) with a per-call audit trail. Python…1 starNo one-command install · Source
50322.557golive-mcpmcp · devopsEnables AI agents to deploy code to any hosting provider by creating PRs, building, and verifying health checks, all from a single natural language…1 starNo one-command install · Source
50322.557massdriver-mcp-servermcp · devopsA Model Context Protocol server for Massdriver that enables AI assistants to manage infrastructure platform resources like projects, environments…1 starNo one-command install · Source
50322.557mcp-ranchermcp · devopsOperates Rancher-managed Kubernetes through any MCP client with capability detection, generic resource access, and curated workflows, wrapped in an…1 starNo one-command install · Source
50322.557agent-cold-emailmcp · devopsAgent-native cold-email infrastructure providing ~12 high-level tools for domain setup, mailbox provisioning, campaign launch, inbox management, and…1 starNo one-command install · Source
50322.557thesnakefang-buyapimcp · devopsEvaluate and compare vendor options for infrastructure and software purchasing decisions.1 starNo one-command install · Source
50322.557rattanmcp · devopsRuns commands inside a secure Arch Linux sandbox with package management and environment commit/rollback, enabling isolated shell execution for MCP…1 starNo one-command install · Source
50322.557antideploy-mcpmcp · devopsDeploys applications from coding agents to Antideploy, handling packaging, environment variables, and asynchronous deployment without Dockerfiles or…1 starNo one-command install · Source
50322.557sandbox-env-mcpmcp · devopsMCP server providing AI agents with persistent shells, filesystem access, and multi-machine management backed by Docker containers or remote SSH…1 starNo one-command install · Source
50322.557x-signalmcp · devopsLet ChatGPT or Codex research X (Twitter) through an existing account: search Top and Latest, follow threads, compare feeds, find accounts, and link…1 starNo one-command install · Source
50322.557mctlhq-mctl-mcpmcp · devopsAI-native platform for Kubernetes management and automated GitOps (30+ tools).1 starNo one-command install · Source
50322.557localmcpcodermcp · devopsEnables remote MCP clients like ChatGPT to run shell commands and manage files on your local machine via a Cloudflare tunnel, exposing tools for file…1 starNo one-command install · Source
50322.557secure-grid-genesis-executionmcp · devopsEnables AI agents to safely execute Python, JavaScript, and Bash code in an isolated Docker sandbox with strict security constraints.1 starNo one-command install · Source
50322.557durable-thinkingmcp · devopsPersistent sequential thinking for MCP clients, stored durably on Cloudflare Workers with support for branching, revision, and history retrieval.1 starNo one-command install · Source
50322.557paybond-mcp-coding-agentmcp · devopsMCP coding agent with read-only tools and one paid tool for Paybond sandbox integration, enabling quick smoke testing and agent operations.1 starNo one-command install · Source
50322.557vision-mcp-workermcp · devopsalso listed as vision-mcp-worker-2An MCP server deployed on Cloudflare Workers that gives AI the ability to describe images via configurable vision models, including a model status…1 starNo one-command install · Source
50322.557cadloop-openscadmcp · devopsEnables parametric CAD modeling using OpenSCAD via MCP, supporting syntax checking, rendering, measuring, and previewing within a sandboxed workspace.1 starNo one-command install · Source
50322.557dockermcp-chatgptmcp · devopsDocker MCP ChatGPT Sandbox is a self-hosted remote MCP server for ChatGPT that runs shell commands and edits code inside a hardened Ubuntu container…1 starNo one-command install · Source
50322.557mcp-kubevelamcp · devopsEnables AI assistants to query and manage KubeVela application delivery: check application status, trigger deployments, track workflows, manage…1 starNo one-command install · Source
50322.557sarkmcp · devopsEnables Slack-driven coding agents in isolated cloud sandboxes per thread, with thread-scoped MCP tokens and fail-closed allowlists.1 starNo one-command install · Source
50322.557sunsiyuan-human-surveymcp · devopsFeedback collection infrastructure for AI agents to create surveys, distribute them to human respondents, and retrieve structured results.1 starNo one-command install · Source
50322.557agent-game-enginemcp · devopsEnables AI agents to create, run, and debug 2D games in a sandboxed engine, providing tools for simulation, state inspection, and quality validation.1 starNo one-command install · Source
50322.557apple-health-shortcuts-mcp-4mcp · devopsEnables AI to read Apple Health data (activity, sleep, trends) via three read-only tools, deployed effortlessly on Cloudflare.1 starNo one-command install · Source
50322.557bio-mcpmcp · devopsEnables users to generate volcano plots by submitting jobs with input files and parameters, supporting local or Docker execution.1 starNo one-command install · Source
50322.557evernode-mcpmcp · devopsEnables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism…1 starNo one-command install · Source
50322.557clawopsmcp · devopsalso listed as dfridkin-clawopsMCP-native infrastructure ops for deploying and managing self-hosted OpenClaw instances across cloud providers or local VMs, with read-only mode…1 starNo one-command install · Source
50322.557sandboxrunnermcp · devopsEnables AI assistants to securely execute Python and C++ code snippets inside disposable, isolated Docker containers and receive structured results.1 starNo one-command install · Source
50322.557onboard-mcpmcp · devopsChecks your local development environment for common issues like wrong Node version, missing Docker, missing git config, missing .env keys, and busy…1 starNo one-command install · Source
50322.557statuscraftmcp · devopsLive operational status for 2,400+ major software services — AWS, GitHub, Stripe, OpenAI, Cloudflare, and more — pulled from each provider's official…1 starNo one-command install · Source
50322.557google-analytics-mcp-server-on-cloudflare-workersmcp · devopsEnables MCP clients to read Google Analytics 4 data, deployed as a Cloudflare Worker with service account authentication.1 starNo one-command install · Source
50322.557claude-ops-investigatormcp · devopsEnables read-only Kubernetes incident investigation through MCP tools for listing pods, describing resources, fetching logs, and searching runbooks.1 starNo one-command install · Source
50322.557cloudflare-workers-mcp-servermcp · devopsEnables managing Cloudflare Workers through Claude, with read-only tools for listing and viewing workers, and planned deployment of static sites and…1 starNo one-command install · Source
50322.557kubeaid-mcpmcp · devopsExposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods…1 starNo one-command install · Source
50322.557icf-mcp-server-cloudflare-workersmcp · devopsMCP server for the WHO International Classification of Functioning, Disability and Health (ICF) with tools for code lookup, search, and clinical…1 starNo one-command install · Source
50322.557selfhosted-doctormcp · devopsRead-only MCP server that scans Docker Compose, Cloudflare Tunnel, and .env files for security risks in self-hosted homelabs.1 starNo one-command install · Source
50322.557daiji-sshr-redmine-mcp-statelessmcp · devopsStateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating…1 starNo one-command install · Source
50322.557mcp-server-dev-testmcp · devopsA Model Context Protocol server implementation using Node.js, TypeScript, and Bun, designed for serverless and edge deployments on Vercel and…1 starNo one-command install · Source
50322.557bult-mcp-servermcp · devopsDeploy and manage Bult.ai cloud hosting projects from MCP clients like Cursor, Claude Desktop, and Claude Code. Create projects and services, deploy…1 starNo one-command install · Source
50322.557ensp-automation-mcpmcp · devopsGenerates eNSP network topologies, deploys Huawei VRP configurations, and provides verification plans for lab scenarios.1 starNo one-command install · Source
50322.557mcp-k8s-deployermcp · devopsEnables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest…1 starNo one-command install · Source
50322.557github-actions-mcp-servermcp · devopsAn intelligent MCP server that gives AI agents full control over GitHub Actions CI/CD pipelines, including real-time monitoring, log analysis…1 starNo one-command install · Source
50322.557cloudflare-sentinel-custom-mcp-toolsmcp · devopsProvides investigation tools for Cloudflare CCF data in Microsoft Sentinel, enabling security posture assessment, threat detection, and IP reputation…1 starNo one-command install · Source
50322.557vighriday-verismcp · devopsBehavioral verification infrastructure for AI coding agents with 17 MCP tools.1 starNo one-command install · Source
50322.557jdoornink-k8gentsmcp · devopsAutonomously monitors Kubernetes clusters for warning events and performs AI-powered root cause analysis.1 starNo one-command install · Source
50322.557qflav-agentdropmcp · devopsAI agent deployment and management tool for streamlined agent publishing workflows.1 starNo one-command install · Source
50322.557st-k8s-mcp-servermcp · devopsExposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural…1 starNo one-command install · Source
50322.557gh-daedalus-reverse-engineeringmcp · devopsSandboxed reverse engineering tools with multiple framework integrations.1 starNo one-command install · Source
50322.557fables-mcp-servermcp · devopsAn MCP server that provides AI agents with tools to build, deploy, and manage Flutter applications, including APK/AAB generation, keystore management…1 starNo one-command install · Source
50322.557mirecekd-amazon-nova-reelmcp · devopsIntegrates with Amazon Nova Reel 1.1 through AWS Bedrock to generate videos from text prompts with configurable duration, frame rate, and dimensions…1 starNo one-command install · Source
50322.557agimaulana-codemagicmcp · devopsManage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables.1 starNo one-command install · Source
50322.557yusiwen-drone-cimcp · devopsInteract with Drone CI/CD pipelines to manage repositories, builds, secrets, and cron jobs.1 starNo one-command install · Source
50322.557cacaview-wsl-terminalmcp · devopsManages persistent terminal sessions in WSL and Docker environments with real-time output polling, log tailing, and file transfer capabilities.1 starNo one-command install · Source
50322.557systems-thinking-mcpmcp · devopsProvides systems thinking models as composable analysis lenses for architecture, infrastructure, DevOps, incident analysis, and technical…1 starNo one-command install · Source
50322.557dach3r-airbrakemcp · devopsIntegrates with Airbrake's error tracking platform to monitor application errors, manage error states, track deployments, analyze trends, and…1 starNo one-command install · Source
50322.557gh-productstein-holomimemcp · devopsBehavioral therapy infrastructure for AI agents using Big Five psychology and structured treatment.1 starNo one-command install · Source
50322.557mcp-docker-toolsmcp · devopsProvides Docker management tools for AI agents, including inspecting containers, images, Dockerfiles, and Compose configurations.1 starNo one-command install · Source
50322.557cloud-commandmcp · devopsEnables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells.1 starNo one-command install · Source
50322.557giovanemartins-localstackmcp · devopsalso listed as localstack-mcp-serverManages local AWS service emulations through LocalStack including S3, SQS, SNS, EventBridge, Kinesis, DynamoDB, Lambda, Secrets Manager, SSM, and SES.1 starNo one-command install · Source
50322.557deployment-iomcp · devopsDeploy apps on your cloud with environment provisioning, infrastructure config, and job monitoring.1 starNo one-command install · Source
50322.557jrigada-foundry-zksyncmcp · devopsExposes foundry-zksync CLI tools for zkSync Era smart contract development, testing, deployment, and blockchain interaction.1 starNo one-command install · Source
50322.557devaloi-mcpservemcp · devopsFilesystem operations and markdown note management with path sandboxing and JSON Schema validation.1 starNo one-command install · Source
50322.557zotero-assistant-mcp-remotemcp · devopsA remote MCP server for reading, writing, and managing items in your Zotero library, deployed on Cloudflare Workers.1 starNo one-command install · Source
50322.557sandbox-mcpmcp · devopsProvides a local, isolated Linux VM sandbox for AI agents using Apple's Virtualization.framework, enabling fast command execution (~60ms) and package…1 starNo one-command install · Source
50322.557kasathur-energyatitmcp · devopsConnect AI agents to energy infrastructure.1 starNo one-command install · Source
50322.557whatsnew-mcpservermcp · devopsFetches AWS What's New announcements by month, allowing users to query announcements for a specific year/month via MCP tools.1 starNo one-command install · Source
50322.557cloud-architectmcp · devopsProvides cloud architecture analysis, recommendations, and artifacts (diagrams, ADRs, deployment comparisons) for any project, supporting AWS, GCP…1 starNo one-command install · Source
50322.557li-xiu-qi-python-code-sandboxmcp · devopsProvides secure Python code execution in isolated Docker containers with automatic dependency installation, session persistence, and file retrieval…1 starNo one-command install · Source
50322.557infra-ops-mcpmcp · devopsA comprehensive MCP server for infrastructure operations with 92 tools across 13 categories, covering system monitoring, networking, containers…1 starNo one-command install · Source
50322.557gautamrajur-infra-archaeologymcp · devopsTracks AWS resource ownership and creation history by searching CloudTrail logs to identify who created EC2 instances, RDS databases, and S3 buckets…1 starNo one-command install · Source
50322.557killcity-device42mcp · devopsIntegrates with Device42's IT asset management platform to query and manage infrastructure data including devices, IP addresses, subnets, racks…1 starNo one-command install · Source
50322.557feifeigood-e2b-code-sandboxmcp · devopsProvides secure code execution capabilities through E2B's cloud sandbox infrastructure, enabling Python code execution and shell command execution in…1 starNo one-command install · Source
50322.557neosun100-minimind-dockermcp · devopsContainerized MiniMind language model deployment with training pipeline, GPU acceleration, and multiple interface options including MCP tools for chat…1 starNo one-command install · Source
50322.557frityet-teal-mcpmcp · devopsProvides sandboxed Lua code execution environments with session management, package installation via LuaRocks, and filesystem operations using Teal's…1 starNo one-command install · Source
50322.557binadox-terraformmcp · devopsValidates, secures, and estimates cloud costs for Terraform configurations with automatic code completion1 starNo one-command install · Source
50322.557vb30-google-cloud-compliance-managermcp · devopsIntegrates with Google Cloud Compliance Manager to discover, deploy, and manage compliance frameworks like CIS, NIST, and FedRAMP across…1 starNo one-command install · Source
50322.557wahyurudiyan-dockermcp · devopsIntegrates with Docker's API to manage containers, images, and deployments by accepting Docker Compose configurations and handling the complete…1 starNo one-command install · Source
50322.557facets-control-plane-mcp-servermcp · devopsEnables management of Facets Control Plane projects, resources, environments, and deployments through Claude, offering secure infrastructure…1 starNo one-command install · Source
50322.557cargoshipper-mcpmcp · devopsA comprehensive MCP server that provides Claude with direct access to Docker, DigitalOcean, and CloudFlare APIs for infrastructure management and…1 starNo one-command install · Source
50322.557aamir-gmail-python-sandboxmcp · devopsProvides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries…1 starNo one-command install · Source
50322.557llm-python-code-sandboxmcp · devopsEnables LLMs to execute Python code in isolated sandboxes with file operations and MCP integration, supporting multi-round execution and plot capture.1 starNo one-command install · Source
50322.557ebs-initializer-mcpmcp · devopsAutomates AWS EBS volume initialization via AWS Systems Manager, supporting multi-instance parallel execution and real-time progress tracking.1 starNo one-command install · Source
50322.557patch-file-mcpmcp · devopsEnables precise file patching using SEARCH/REPLACE blocks, with mandatory directory sandboxing, automatic Python QA (Ruff/Black/MyPy), and git…1 starNo one-command install · Source
50322.557whh4git-code-runnermcp · devopsExecutes Python and bash code in isolated Docker containers with configurable timeouts, environment variables, and pre-installed security tools for…1 starNo one-command install · Source
50322.557cli-executor-mcpmcp · devopsEnables LLMs to execute CLI commands and scripts for system deployment and management tasks, with support for directory listing, system info, and…1 starNo one-command install · Source
50322.557ptp-timing-monitor-openshiftmcp · devopsMonitors PTP timing infrastructure in OpenShift clusters through Kubernetes API integration, providing configuration retrieval, log 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