Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 20.317 | awsmcp · devops | aws | 429 installs | No commit datelisted | No one-command install · Source |
| 2 | 22.557 | gvnrmcp · devops | AI agent infrastructure providing spend caps, rate limits, idempotency, reconciliation, and approval bridges. | 1 star | No commit datelisted | No one-command install · Source |
| 3 | 22.557 | caseshy-aicoreutilsmcp · devops | Provides 114 JSON-first coreutils CLI commands for AI agents with sandbox and dry-run support. | 1 star | No commit datelisted | No one-command install · Source |
| 4 | 22.557 | time06d4mcp · devops | Provides current time information through a lightweight Node.js service that can be deployed via Docker or managed with PM2. | 1 star | No one-command install · Source | |
| 5 | 22.557 | yanbasic-emdmcp · devops | Bridges Claude with the Easy Model Deployer tool to enable listing, deploying, managing, and invoking machine learning models on AWS services through… | 1 star | No one-command install · Source | |
| 6 | 22.557 | serverless-web-mcp-servermcp · devops | An MCP server that enables LLM coding agents to deploy web applications to AWS serverless infrastructure, supporting backend, frontend, and fullstack… | 1 star | No one-command install · Source | |
| 7 | 22.557 | remote-mcp-server-authless-gif-searchmcp · devops | A remote MCP server deployed on Cloudflare Workers that returns gifs based on input queries without authentication. | 1 star | No one-command install · Source | |
| 8 | 22.557 | jess321995-kubernetes-natural-language-commandermcp · devops | Converts natural language requests into valid kubectl commands for Kubernetes cluster management, enabling administrators to interact with their… | 1 star | No one-command install · Source | |
| 9 | 22.557 | pingaifun-solana-blockchainmcp · devops | Enables interaction with the Solana blockchain for deploying tokens, fetching asset information, checking balances, transferring funds, minting NFTs… | 1 star | No one-command install · Source | |
| 10 | 22.557 | dcamonier1980-terraform-registrymcp · devops | Integrates with Terraform Registry APIs to enable automated discovery, extraction, and exploration of Terraform providers, resources, data sources… | 1 star | No one-command install · Source | |
| 11 | 22.557 | rainhan99-cloud-infrastructure-managermcp · devops | Provides unified cloud infrastructure management across AWS, DigitalOcean, Vultr, and Alibaba Cloud for creating virtual machines, configuring… | 1 star | No one-command install · Source | |
| 12 | 22.557 | layerzero-oftmcp · devops | Deploys and manages LayerZero OFT tokens across multiple blockchain networks with automated cross-chain bridging, consistent address deployment using… | 1 star | No one-command install · Source | |
| 13 | 22.557 | jsell-rh-cluster-apimcp · devops | Provides secure bridge to Kubernetes Cluster API management clusters, enabling creation, scaling, and lifecycle management of Kubernetes clusters… | 1 star | No one-command install · Source | |
| 14 | 22.557 | tafa-filesystemmcp · devops | Provides secure file system operations including read/write, directory management, search with pattern matching, batch compression, and duplicate… | 1 star | No one-command install · Source | |
| 15 | 22.557 | ptp-timing-monitor-openshiftmcp · devops | Monitors PTP timing infrastructure in OpenShift clusters through Kubernetes API integration, providing configuration retrieval, log analysis… | 1 star | No one-command install · Source | |
| 16 | 22.557 | cli-executor-mcpmcp · devops | Enables LLMs to execute CLI commands and scripts for system deployment and management tasks, with support for directory listing, system info, and… | 1 star | No one-command install · Source | |
| 17 | 22.557 | whh4git-code-runnermcp · devops | Executes Python and bash code in isolated Docker containers with configurable timeouts, environment variables, and pre-installed security tools for… | 1 star | No one-command install · Source | |
| 18 | 22.557 | patch-file-mcpmcp · devops | Enables precise file patching using SEARCH/REPLACE blocks, with mandatory directory sandboxing, automatic Python QA (Ruff/Black/MyPy), and git… | 1 star | No one-command install · Source | |
| 19 | 22.557 | ebs-initializer-mcpmcp · devops | Automates AWS EBS volume initialization via AWS Systems Manager, supporting multi-instance parallel execution and real-time progress tracking. | 1 star | No one-command install · Source | |
| 20 | 22.557 | llm-python-code-sandboxmcp · devops | Enables LLMs to execute Python code in isolated sandboxes with file operations and MCP integration, supporting multi-round execution and plot capture. | 1 star | No one-command install · Source | |
| 21 | 22.557 | aamir-gmail-python-sandboxmcp · devops | Provides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries… | 1 star | No one-command install · Source | |
| 22 | 22.557 | cargoshipper-mcpmcp · devops | A comprehensive MCP server that provides Claude with direct access to Docker, DigitalOcean, and CloudFlare APIs for infrastructure management and… | 1 star | No one-command install · Source | |
| 23 | 22.557 | facets-control-plane-mcp-servermcp · devops | Enables management of Facets Control Plane projects, resources, environments, and deployments through Claude, offering secure infrastructure… | 1 star | No one-command install · Source | |
| 24 | 22.557 | wahyurudiyan-dockermcp · devops | Integrates with Docker's API to manage containers, images, and deployments by accepting Docker Compose configurations and handling the complete… | 1 star | No one-command install · Source | |
| 25 | 22.557 | vb30-google-cloud-compliance-managermcp · devops | Integrates with Google Cloud Compliance Manager to discover, deploy, and manage compliance frameworks like CIS, NIST, and FedRAMP across… | 1 star | No one-command install · Source | |
| 26 | 22.557 | binadox-terraformmcp · devops | Validates, secures, and estimates cloud costs for Terraform configurations with automatic code completion | 1 star | No one-command install · Source | |
| 27 | 22.557 | frityet-teal-mcpmcp · devops | Provides sandboxed Lua code execution environments with session management, package installation via LuaRocks, and filesystem operations using Teal's… | 1 star | No one-command install · Source | |
| 28 | 22.557 | neosun100-minimind-dockermcp · devops | Containerized MiniMind language model deployment with training pipeline, GPU acceleration, and multiple interface options including MCP tools for chat… | 1 star | No one-command install · Source | |
| 29 | 22.557 | feifeigood-e2b-code-sandboxmcp · devops | Provides secure code execution capabilities through E2B's cloud sandbox infrastructure, enabling Python code execution and shell command execution in… | 1 star | No one-command install · Source | |
| 30 | 22.557 | killcity-device42mcp · devops | Integrates with Device42's IT asset management platform to query and manage infrastructure data including devices, IP addresses, subnets, racks… | 1 star | No one-command install · Source | |
| 31 | 22.557 | gautamrajur-infra-archaeologymcp · devops | Tracks AWS resource ownership and creation history by searching CloudTrail logs to identify who created EC2 instances, RDS databases, and S3 buckets… | 1 star | No one-command install · Source | |
| 32 | 22.557 | infra-ops-mcpmcp · devops | A comprehensive MCP server for infrastructure operations with 92 tools across 13 categories, covering system monitoring, networking, containers… | 1 star | No one-command install · Source | |
| 33 | 22.557 | li-xiu-qi-python-code-sandboxmcp · devops | Provides secure Python code execution in isolated Docker containers with automatic dependency installation, session persistence, and file retrieval… | 1 star | No one-command install · Source | |
| 34 | 22.557 | cloud-architectmcp · devops | Provides cloud architecture analysis, recommendations, and artifacts (diagrams, ADRs, deployment comparisons) for any project, supporting AWS, GCP… | 1 star | No one-command install · Source | |
| 35 | 22.557 | whatsnew-mcpservermcp · devops | Fetches AWS What's New announcements by month, allowing users to query announcements for a specific year/month via MCP tools. | 1 star | No one-command install · Source | |
| 36 | 22.557 | kasathur-energyatitmcp · devops | Connect AI agents to energy infrastructure. | 1 star | No one-command install · Source | |
| 37 | 22.557 | sandbox-mcpmcp · devops | Provides a local, isolated Linux VM sandbox for AI agents using Apple's Virtualization.framework, enabling fast command execution (~60ms) and package… | 1 star | No one-command install · Source | |
| 38 | 22.557 | zotero-assistant-mcp-remotemcp · devops | A remote MCP server for reading, writing, and managing items in your Zotero library, deployed on Cloudflare Workers. | 1 star | No one-command install · Source | |
| 39 | 22.557 | devaloi-mcpservemcp · devops | Filesystem operations and markdown note management with path sandboxing and JSON Schema validation. | 1 star | No one-command install · Source | |
| 40 | 22.557 | jrigada-foundry-zksyncmcp · devops | Exposes foundry-zksync CLI tools for zkSync Era smart contract development, testing, deployment, and blockchain interaction. | 1 star | No one-command install · Source | |
| 41 | 22.557 | deployment-iomcp · devops | Deploy apps on your cloud with environment provisioning, infrastructure config, and job monitoring. | 1 star | No one-command install · Source | |
| 42 | 22.557 | localstack-mcp-servermcp · devops | Exposes LocalStack-managed AWS services as AI-agent tools, enabling LLMs and AI agents to interact with local AWS infrastructure during development… | 1 star | No one-command install · Source | |
| 43 | 22.557 | giovanemartins-localstackmcp · devops | Manages local AWS service emulations through LocalStack including S3, SQS, SNS, EventBridge, Kinesis, DynamoDB, Lambda, Secrets Manager, SSM, and SES. | 1 star | No one-command install · Source | |
| 44 | 22.557 | cloud-commandmcp · devops | Enables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells. | 1 star | No one-command install · Source | |
| 45 | 22.557 | mcp-docker-toolsmcp · devops | Provides Docker management tools for AI agents, including inspecting containers, images, Dockerfiles, and Compose configurations. | 1 star | No one-command install · Source | |
| 46 | 22.557 | gh-productstein-holomimemcp · devops | Behavioral therapy infrastructure for AI agents using Big Five psychology and structured treatment. | 1 star | No one-command install · Source | |
| 47 | 22.557 | dach3r-airbrakemcp · devops | Integrates with Airbrake's error tracking platform to monitor application errors, manage error states, track deployments, analyze trends, and… | 1 star | No one-command install · Source | |
| 48 | 22.557 | systems-thinking-mcpmcp · devops | Provides systems thinking models as composable analysis lenses for architecture, infrastructure, DevOps, incident analysis, and technical… | 1 star | No one-command install · Source | |
| 49 | 22.557 | cacaview-wsl-terminalmcp · devops | Manages persistent terminal sessions in WSL and Docker environments with real-time output polling, log tailing, and file transfer capabilities. | 1 star | No one-command install · Source | |
| 50 | 22.557 | yusiwen-drone-cimcp · devops | Interact with Drone CI/CD pipelines to manage repositories, builds, secrets, and cron jobs. | 1 star | No one-command install · Source | |
| 51 | 22.557 | agimaulana-codemagicmcp · devops | Manage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables. | 1 star | No one-command install · Source | |
| 52 | 22.557 | mirecekd-amazon-nova-reelmcp · devops | Integrates with Amazon Nova Reel 1.1 through AWS Bedrock to generate videos from text prompts with configurable duration, frame rate, and dimensions… | 1 star | No one-command install · Source | |
| 53 | 22.557 | fables-mcp-servermcp · devops | An MCP server that provides AI agents with tools to build, deploy, and manage Flutter applications, including APK/AAB generation, keystore management… | 1 star | No one-command install · Source | |
| 54 | 22.557 | gh-daedalus-reverse-engineeringmcp · devops | Sandboxed reverse engineering tools with multiple framework integrations. | 1 star | No one-command install · Source | |
| 55 | 22.557 | st-k8s-mcp-servermcp · devops | Exposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural… | 1 star | No one-command install · Source | |
| 56 | 22.557 | qflav-agentdropmcp · devops | AI agent deployment and management tool for streamlined agent publishing workflows. | 1 star | No one-command install · Source | |
| 57 | 22.557 | jdoornink-k8gentsmcp · devops | Autonomously monitors Kubernetes clusters for warning events and performs AI-powered root cause analysis. | 1 star | No one-command install · Source | |
| 58 | 22.557 | vighriday-verismcp · devops | Behavioral verification infrastructure for AI coding agents with 17 MCP tools. | 1 star | No one-command install · Source | |
| 59 | 22.557 | cloudflare-sentinel-custom-mcp-toolsmcp · devops | Provides investigation tools for Cloudflare CCF data in Microsoft Sentinel, enabling security posture assessment, threat detection, and IP reputation… | 1 star | No one-command install · Source | |
| 60 | 22.557 | github-actions-mcp-servermcp · devops | An intelligent MCP server that gives AI agents full control over GitHub Actions CI/CD pipelines, including real-time monitoring, log analysis… | 1 star | No one-command install · Source | |
| 61 | 22.557 | mcp-k8s-deployermcp · devops | Enables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest… | 1 star | No one-command install · Source | |
| 62 | 22.557 | ensp-automation-mcpmcp · devops | Generates eNSP network topologies, deploys Huawei VRP configurations, and provides verification plans for lab scenarios. | 1 star | No one-command install · Source | |
| 63 | 22.557 | bult-mcp-servermcp · devops | Deploy and manage Bult.ai cloud hosting projects from MCP clients like Cursor, Claude Desktop, and Claude Code. Create projects and services, deploy… | 1 star | No one-command install · Source | |
| 64 | 22.557 | mcp-server-dev-testmcp · devops | A Model Context Protocol server implementation using Node.js, TypeScript, and Bun, designed for serverless and edge deployments on Vercel and… | 1 star | No one-command install · Source | |
| 65 | 22.557 | daiji-sshr-redmine-mcp-statelessmcp · devops | Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating… | 1 star | No one-command install · Source | |
| 66 | 22.557 | selfhosted-doctormcp · devops | Read-only MCP server that scans Docker Compose, Cloudflare Tunnel, and .env files for security risks in self-hosted homelabs. | 1 star | No one-command install · Source | |
| 67 | 22.557 | icf-mcp-server-cloudflare-workersmcp · devops | MCP server for the WHO International Classification of Functioning, Disability and Health (ICF) with tools for code lookup, search, and clinical… | 1 star | No one-command install · Source | |
| 68 | 22.557 | kubeaid-mcpmcp · devops | Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods… | 1 star | No one-command install · Source | |
| 69 | 22.557 | cloudflare-workers-mcp-servermcp · devops | Enables managing Cloudflare Workers through Claude, with read-only tools for listing and viewing workers, and planned deployment of static sites and… | 1 star | No one-command install · Source | |
| 70 | 22.557 | claude-ops-investigatormcp · devops | Enables read-only Kubernetes incident investigation through MCP tools for listing pods, describing resources, fetching logs, and searching runbooks. | 1 star | No one-command install · Source | |
| 71 | 22.557 | google-analytics-mcp-server-on-cloudflare-workersmcp · devops | Enables MCP clients to read Google Analytics 4 data, deployed as a Cloudflare Worker with service account authentication. | 1 star | No one-command install · Source | |
| 72 | 22.557 | statuscraftmcp · devops | Live operational status for 2,400+ major software services — AWS, GitHub, Stripe, OpenAI, Cloudflare, and more — pulled from each provider's official… | 1 star | No one-command install · Source | |
| 73 | 22.557 | onboard-mcpmcp · devops | Checks your local development environment for common issues like wrong Node version, missing Docker, missing git config, missing .env keys, and busy… | 1 star | No one-command install · Source | |
| 74 | 22.557 | sandboxrunnermcp · devops | Enables AI assistants to securely execute Python and C++ code snippets inside disposable, isolated Docker containers and receive structured results. | 1 star | No one-command install · Source | |
| 75 | 22.557 | dfridkin-clawopsmcp · devops | CLI and MCP server for deploying and managing self-hosted OpenClaw instances across AWS, GCP, Azure, and local VMs. | 1 star | No one-command install · Source | |
| 76 | 22.557 | clawopsmcp · devops | MCP-native infrastructure ops for deploying and managing self-hosted OpenClaw instances across cloud providers or local VMs, with read-only mode… | 1 star | No one-command install · Source | |
| 77 | 22.557 | evernode-mcpmcp · devops | Enables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism… | 1 star | No one-command install · Source | |
| 78 | 22.557 | bio-mcpmcp · devops | Enables users to generate volcano plots by submitting jobs with input files and parameters, supporting local or Docker execution. | 1 star | No one-command install · Source | |
| 79 | 22.557 | apple-health-shortcuts-mcp-4mcp · devops | Enables AI to read Apple Health data (activity, sleep, trends) via three read-only tools, deployed effortlessly on Cloudflare. | 1 star | No one-command install · Source | |
| 80 | 22.557 | agent-game-enginemcp · devops | Enables AI agents to create, run, and debug 2D games in a sandboxed engine, providing tools for simulation, state inspection, and quality validation. | 1 star | No one-command install · Source | |
| 81 | 22.557 | sunsiyuan-human-surveymcp · devops | Feedback collection infrastructure for AI agents to create surveys, distribute them to human respondents, and retrieve structured results. | 1 star | No one-command install · Source | |
| 82 | 22.557 | sarkmcp · devops | Enables Slack-driven coding agents in isolated cloud sandboxes per thread, with thread-scoped MCP tokens and fail-closed allowlists. | 1 star | No one-command install · Source | |
| 83 | 22.557 | mcp-kubevelamcp · devops | Enables AI assistants to query and manage KubeVela application delivery: check application status, trigger deployments, track workflows, manage… | 1 star | No one-command install · Source | |
| 84 | 22.557 | dockermcp-chatgptmcp · devops | Docker 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 star | No one-command install · Source | |
| 85 | 22.557 | cadloop-openscadmcp · devops | Enables parametric CAD modeling using OpenSCAD via MCP, supporting syntax checking, rendering, measuring, and previewing within a sandboxed workspace. | 1 star | No one-command install · Source | |
| 86 | 22.557 | vision-mcp-worker-2mcp · devops | MCP server deployed on Cloudflare Worker that provides AI with image understanding via the describe_image tool, plus an Apple-style model status… | 1 star | No one-command install · Source | |
| 87 | 22.557 | vision-mcp-workermcp · devops | An MCP server deployed on Cloudflare Workers that gives AI the ability to describe images via configurable vision models, including a model status… | 1 star | No one-command install · Source | |
| 88 | 22.557 | paybond-mcp-coding-agentmcp · devops | MCP coding agent with read-only tools and one paid tool for Paybond sandbox integration, enabling quick smoke testing and agent operations. | 1 star | No one-command install · Source | |
| 89 | 22.557 | durable-thinkingmcp · devops | Persistent sequential thinking for MCP clients, stored durably on Cloudflare Workers with support for branching, revision, and history retrieval. | 1 star | No one-command install · Source | |
| 90 | 22.557 | secure-grid-genesis-executionmcp · devops | Enables AI agents to safely execute Python, JavaScript, and Bash code in an isolated Docker sandbox with strict security constraints. | 1 star | No one-command install · Source | |
| 91 | 22.557 | localmcpcodermcp · devops | Enables 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 star | No one-command install · Source | |
| 92 | 22.557 | mctlhq-mctl-mcpmcp · devops | AI-native platform for Kubernetes management and automated GitOps (30+ tools). | 1 star | No one-command install · Source | |
| 93 | 22.557 | x-signalmcp · devops | Let ChatGPT or Codex research X (Twitter) through an existing account: search Top and Latest, follow threads, compare feeds, find accounts, and link… | 1 star | No one-command install · Source | |
| 94 | 22.557 | sandbox-env-mcpmcp · devops | MCP server providing AI agents with persistent shells, filesystem access, and multi-machine management backed by Docker containers or remote SSH… | 1 star | No one-command install · Source | |
| 95 | 22.557 | antideploy-mcpmcp · devops | Deploys applications from coding agents to Antideploy, handling packaging, environment variables, and asynchronous deployment without Dockerfiles or… | 1 star | No one-command install · Source | |
| 96 | 22.557 | rattanmcp · devops | Runs commands inside a secure Arch Linux sandbox with package management and environment commit/rollback, enabling isolated shell execution for MCP… | 1 star | No one-command install · Source | |
| 97 | 22.557 | thesnakefang-buyapimcp · devops | Evaluate and compare vendor options for infrastructure and software purchasing decisions. | 1 star | No one-command install · Source | |
| 98 | 22.557 | agent-cold-emailmcp · devops | Agent-native cold-email infrastructure providing ~12 high-level tools for domain setup, mailbox provisioning, campaign launch, inbox management, and… | 1 star | No one-command install · Source | |
| 99 | 22.557 | mcp-ranchermcp · devops | Operates Rancher-managed Kubernetes through any MCP client with capability detection, generic resource access, and curated workflows, wrapped in an… | 1 star | No one-command install · Source | |
| 100 | 22.557 | massdriver-mcp-servermcp · devops | A Model Context Protocol server for Massdriver that enables AI assistants to manage infrastructure platform resources like projects, environments… | 1 star | No 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.