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

RankScoreComponentDescriptionEvidenceLast commitInstall
120.317awsmcp · devopsaws429 installsNo commit datelisted No one-command install · Source
222.557gvnrmcp · devopsAI agent infrastructure providing spend caps, rate limits, idempotency, reconciliation, and approval bridges.1 starNo commit datelisted No one-command install · Source
322.557caseshy-aicoreutilsmcp · devopsProvides 114 JSON-first coreutils CLI commands for AI agents with sandbox and dry-run support.1 starNo commit datelisted No one-command install · Source
422.557time06d4mcp · devopsProvides current time information through a lightweight Node.js service that can be deployed via Docker or managed with PM2.1 starNo one-command install · Source
522.557yanbasic-emdmcp · devopsBridges Claude with the Easy Model Deployer tool to enable listing, deploying, managing, and invoking machine learning models on AWS services through…1 starNo one-command install · Source
622.557serverless-web-mcp-servermcp · devopsAn MCP server that enables LLM coding agents to deploy web applications to AWS serverless infrastructure, supporting backend, frontend, and fullstack…1 starNo one-command install · Source
722.557remote-mcp-server-authless-gif-searchmcp · devopsA remote MCP server deployed on Cloudflare Workers that returns gifs based on input queries without authentication.1 starNo one-command install · Source
822.557jess321995-kubernetes-natural-language-commandermcp · devopsConverts natural language requests into valid kubectl commands for Kubernetes cluster management, enabling administrators to interact with their…1 starNo one-command install · Source
922.557pingaifun-solana-blockchainmcp · devopsEnables interaction with the Solana blockchain for deploying tokens, fetching asset information, checking balances, transferring funds, minting NFTs…1 starNo one-command install · Source
1022.557dcamonier1980-terraform-registrymcp · devopsIntegrates with Terraform Registry APIs to enable automated discovery, extraction, and exploration of Terraform providers, resources, data sources…1 starNo one-command install · Source
1122.557rainhan99-cloud-infrastructure-managermcp · devopsProvides unified cloud infrastructure management across AWS, DigitalOcean, Vultr, and Alibaba Cloud for creating virtual machines, configuring…1 starNo one-command install · Source
1222.557layerzero-oftmcp · devopsDeploys and manages LayerZero OFT tokens across multiple blockchain networks with automated cross-chain bridging, consistent address deployment using…1 starNo one-command install · Source
1322.557jsell-rh-cluster-apimcp · devopsProvides secure bridge to Kubernetes Cluster API management clusters, enabling creation, scaling, and lifecycle management of Kubernetes clusters…1 starNo one-command install · Source
1422.557tafa-filesystemmcp · devopsProvides secure file system operations including read/write, directory management, search with pattern matching, batch compression, and duplicate…1 starNo one-command install · Source
1522.557ptp-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
1622.557cli-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
1722.557whh4git-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
1822.557patch-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
1922.557ebs-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
2022.557llm-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
2122.557aamir-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
2222.557cargoshipper-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
2322.557facets-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
2422.557wahyurudiyan-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
2522.557vb30-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
2622.557binadox-terraformmcp · devopsValidates, secures, and estimates cloud costs for Terraform configurations with automatic code completion1 starNo one-command install · Source
2722.557frityet-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
2822.557neosun100-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
2922.557feifeigood-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
3022.557killcity-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
3122.557gautamrajur-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
3222.557infra-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
3322.557li-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
3422.557cloud-architectmcp · devopsProvides cloud architecture analysis, recommendations, and artifacts (diagrams, ADRs, deployment comparisons) for any project, supporting AWS, GCP…1 starNo one-command install · Source
3522.557whatsnew-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
3622.557kasathur-energyatitmcp · devopsConnect AI agents to energy infrastructure.1 starNo one-command install · Source
3722.557sandbox-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
3822.557zotero-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
3922.557devaloi-mcpservemcp · devopsFilesystem operations and markdown note management with path sandboxing and JSON Schema validation.1 starNo one-command install · Source
4022.557jrigada-foundry-zksyncmcp · devopsExposes foundry-zksync CLI tools for zkSync Era smart contract development, testing, deployment, and blockchain interaction.1 starNo one-command install · Source
4122.557deployment-iomcp · devopsDeploy apps on your cloud with environment provisioning, infrastructure config, and job monitoring.1 starNo one-command install · Source
4222.557localstack-mcp-servermcp · devopsExposes LocalStack-managed AWS services as AI-agent tools, enabling LLMs and AI agents to interact with local AWS infrastructure during development…1 starNo one-command install · Source
4322.557giovanemartins-localstackmcp · devopsManages 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
4422.557cloud-commandmcp · devopsEnables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells.1 starNo one-command install · Source
4522.557mcp-docker-toolsmcp · devopsProvides Docker management tools for AI agents, including inspecting containers, images, Dockerfiles, and Compose configurations.1 starNo one-command install · Source
4622.557gh-productstein-holomimemcp · devopsBehavioral therapy infrastructure for AI agents using Big Five psychology and structured treatment.1 starNo one-command install · Source
4722.557dach3r-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
4822.557systems-thinking-mcpmcp · devopsProvides systems thinking models as composable analysis lenses for architecture, infrastructure, DevOps, incident analysis, and technical…1 starNo one-command install · Source
4922.557cacaview-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
5022.557yusiwen-drone-cimcp · devopsInteract with Drone CI/CD pipelines to manage repositories, builds, secrets, and cron jobs.1 starNo one-command install · Source
5122.557agimaulana-codemagicmcp · devopsManage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables.1 starNo one-command install · Source
5222.557mirecekd-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
5322.557fables-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
5422.557gh-daedalus-reverse-engineeringmcp · devopsSandboxed reverse engineering tools with multiple framework integrations.1 starNo one-command install · Source
5522.557st-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
5622.557qflav-agentdropmcp · devopsAI agent deployment and management tool for streamlined agent publishing workflows.1 starNo one-command install · Source
5722.557jdoornink-k8gentsmcp · devopsAutonomously monitors Kubernetes clusters for warning events and performs AI-powered root cause analysis.1 starNo one-command install · Source
5822.557vighriday-verismcp · devopsBehavioral verification infrastructure for AI coding agents with 17 MCP tools.1 starNo one-command install · Source
5922.557cloudflare-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
6022.557github-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
6122.557mcp-k8s-deployermcp · devopsEnables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest…1 starNo one-command install · Source
6222.557ensp-automation-mcpmcp · devopsGenerates eNSP network topologies, deploys Huawei VRP configurations, and provides verification plans for lab scenarios.1 starNo one-command install · Source
6322.557bult-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
6422.557mcp-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
6522.557daiji-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
6622.557selfhosted-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
6722.557icf-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
6822.557kubeaid-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
6922.557cloudflare-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
7022.557claude-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
7122.557google-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
7222.557statuscraftmcp · 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
7322.557onboard-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
7422.557sandboxrunnermcp · 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
7522.557dfridkin-clawopsmcp · devopsCLI and MCP server for deploying and managing self-hosted OpenClaw instances across AWS, GCP, Azure, and local VMs.1 starNo one-command install · Source
7622.557clawopsmcp · devopsMCP-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
7722.557evernode-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
7822.557bio-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
7922.557apple-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
8022.557agent-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
8122.557sunsiyuan-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
8222.557sarkmcp · 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
8322.557mcp-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
8422.557dockermcp-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
8522.557cadloop-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
8622.557vision-mcp-worker-2mcp · devopsMCP server deployed on Cloudflare Worker that provides AI with image understanding via the describe_image tool, plus an Apple-style model status…1 starNo one-command install · Source
8722.557vision-mcp-workermcp · devopsAn 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
8822.557paybond-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
8922.557durable-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
9022.557secure-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
9122.557localmcpcodermcp · 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
9222.557mctlhq-mctl-mcpmcp · devopsAI-native platform for Kubernetes management and automated GitOps (30+ tools).1 starNo one-command install · Source
9322.557x-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
9422.557sandbox-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
9522.557antideploy-mcpmcp · devopsDeploys applications from coding agents to Antideploy, handling packaging, environment variables, and asynchronous deployment without Dockerfiles or…1 starNo one-command install · Source
9622.557rattanmcp · 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
9722.557thesnakefang-buyapimcp · devopsEvaluate and compare vendor options for infrastructure and software purchasing decisions.1 starNo one-command install · Source
9822.557agent-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
9922.557mcp-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
10022.557massdriver-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

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