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

RankScoreComponentDescriptionEvidenceLast commitInstall
60122.557li-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
60122.557infra-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
60122.557gautamrajur-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
60122.557killcity-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
60122.557feifeigood-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
60122.557neosun100-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
60122.557frityet-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
60122.557binadox-terraformmcp · devopsValidates, secures, and estimates cloud costs for Terraform configurations with automatic code completion1 starNo one-command install · Source
60122.557vb30-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
60122.557wahyurudiyan-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
60122.557facets-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
60122.557cargoshipper-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
60122.557aamir-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
60122.557llm-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
60122.557ebs-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
60122.557patch-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
60122.557whh4git-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
60122.557cli-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
60122.557ptp-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
60122.557tafa-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
60122.557jsell-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
60122.557layerzero-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
60122.557rainhan99-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
60122.557dcamonier1980-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
60122.557pingaifun-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
60122.557jess321995-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
60122.557remote-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
60122.557serverless-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
60122.557yanbasic-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
60122.557time06d4mcp · 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
60122.557caseshy-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
60122.557gvnrmcp · devopsAI agent infrastructure providing spend caps, rate limits, idempotency, reconciliation, and approval bridges.1 starNo commit datelisted No one-command install · Source
63320.317awsmcp · devopsaws429 installsNo commit datelisted No one-command install · Source
634Unrankedappcrane-mcpmcp · devopsMCP connector for AppCrane that serves a bundled tool catalog for offline introspection and proxies tool calls to a self-hosted AppCrane instance for…No signals yetNo one-command install · Source
635Unrankedmcp-cloudflare-radarmcp · devopsEnables querying Cloudflare Radar data for internet traffic, attacks, BGP, and quality insights via natural language or direct tool calls.No signals yetNo one-command install · Source
636Unrankedpipeworx-io-cloudflare-radarmcp · devopsCloudflare Radar internet observatory — traffic quality, DDoS attacks, BGP route leaks, and top locations via Pipeworx.No signals yetNo one-command install · Source
637Unrankedcloudcost-mcp-servermcp · devopsEnables AI agents to parse multi-cloud infrastructure-as-code files, query real-time pricing from AWS, Azure, and GCP, and generate cost estimates and…No signals yetNo one-command install · Source
638Unrankedappcirclemcp · devopsBridges AI tools with the Appcircle mobile CI/CD platform for build profiles, signing, testing distribution, and app store publishing.No signals yetNo one-command install · Source
639Unrankedappcircle-mcpmcp · devopsEnables AI agents to interact with Appcircle mobile CI/CD platform for build management, signing identities, testing distribution, and reporting.No signals yetNo one-command install · Source
640Unrankedinfraops-mcp-servermcp · devopsEnables infrastructure operations through Claude Code by exposing 195 tools across 7 providers including Coolify, VPS, Hetzner, Namecheap, Cloudflare…No signals yetNo one-command install · Source
641Unrankedalysko-zabbixmcp · devopsIntegrates with Zabbix 7.4 monitoring infrastructure with 86 tools, read-only mode, and 96% test coverage.No signals yetNo one-command install · Source
642Unrankedcicd-aiopsmcp · devopsGoverned CI/CD operations for self-hosted GitLab and Gitea — pipeline-failure, runner, artifact-bloat, and stale-branch RCA, with unbypassable audit…No signals yetNo one-command install · Source
643Unrankedmcp-bridge-cfmcp · devopsA generic bridge that connects MCP clients to any tool provider via Cloudflare Workers, enabling dynamic tool registration and discovery over…No signals yetNo one-command install · Source
644Unrankedai-cloud-memorymcp · devopsEnables AI clients to access a shared, authenticated memory and project management system with durable storage, task tracking, roadmaps, and semantic…No signals yetNo one-command install · Source
645Unrankedvps-docker-mcp-advancedmcp · devopsEnables safe VPS diagnostics and Docker/Docker Compose management over SSH, providing predefined read-only and mutating tools for system monitoring…No signals yetNo one-command install · Source
646Unrankedbr0ski777-dns-lookupmcp · devopsLook up DNS records — A, AAAA, MX, TXT, CNAME, NS — via Cloudflare.No signals yetNo one-command install · Source
647Unrankeddns-lookup-a-mx-txt-cname-via-cloudflare-dohmcp · devopsDNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable…No signals yetNo one-command install · Source
648Unrankeddns-lookup-a-mx-txt-cname-via-cloudflare-doh-2mcp · devopsDNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable…No signals yetNo one-command install · Source
649Unrankeddns-lookup-a-mx-txt-cname-via-cloudflare-doh-3mcp · devopsDNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable…No signals yetNo one-command install · Source
650Unrankeddns-lookup-a-mx-txt-cname-via-cloudflare-doh-4mcp · devopsDNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable…No signals yetNo one-command install · Source
651Unrankedterraform-engine-mcp-servermcp · devopsEnables AI agents to manage infrastructure by exposing Terraform tasks and deployments as tools via STDIO or SSE.No signals yetNo one-command install · Source
652Unrankedtaistock-mcp-servermcp · devopsDeploys a remote MCP server on Cloudflare Workers without authentication, allowing easy customization and connection to AI Playground or Claude…No signals yetNo one-command install · Source
653Unrankedmalware-sandbox-mcpmcp · devopsEnables assistants to analyze files and URLs for malware by integrating with security services like VirusTotal and ANY.RUN, returning threat reports.No signals yetNo one-command install · Source
654Unrankedheavenly-health-protocolmcp · devopsEnables AI clients to securely access, query, and mutate normalized user-controlled health data (e.g., from Apple Health or Supabase) through a…No signals yetNo one-command install · Source
655Unrankednm-hard-toolsmcp · devopsProvides deployable, stateless MCP services for rigorous inference evaluation and benchmarking, including a profiled lm-evaluation-harness…No signals yetNo one-command install · Source
656Unrankeddownatthebottomofthemolehole-infracostmcp · devopsIntegrates with the Infracost CLI to estimate, compare, and publish cloud infrastructure cost changes from Terraform and Infrastructure as Code…No signals yetNo one-command install · Source
657Unrankedinfracost-mcp-servermcp · devopsAn MCP server for running the Infracost CLI to estimate, compare, and publish infrastructure cost changes from Terraform and other IaC projects.No signals yetNo one-command install · Source
658Unrankedpigeonpostmcp · devopsProvides asynchronous messaging infrastructure for AI agents, enabling them to get permanent addresses and send/receive encrypted messages via MCP…No signals yetNo one-command install · Source
659Unrankedsandbox-as-a-service-mcpmcp · devopsProvides agents with real Linux VMs to run commands, manage files, expose ports, and track costs, all through an ephemeral sandbox service.No signals yetNo one-command install · Source
660Unrankedmimiops-mcpmcp · devopsEnables AI agents to safely observe and troubleshoot Kubernetes workloads, with limited recovery actions like pod deletion and Helm rollbacks, while…No signals yetNo one-command install · Source
661Unrankedlinuxserver-io-mcp-registrymcp · devopsEnables searching LinuxServer.io images, auditing Docker Compose and run commands against documentation-derived conventions, and searching open/closed…No signals yetNo one-command install · Source
662Unrankedcn-hk-quotes-mcpmcp · devopsDeploys a stateless remote MCP server on Cloudflare Workers without authentication, enabling users to connect custom MCP tools to clients such as…No signals yetNo one-command install · Source
663Unrankedlightning-fm-mcpmcp · devopsProvides access to Lightning FM's music catalog, allowing agents to search tracks, look up artists, and check the currently playing track and stream…No signals yetNo one-command install · Source
664Unrankedmcp-chatgpt-file-storemcp · devopsEnables saving and managing files in a sandboxed local folder via MCP, with tools for listing, reading, writing, appending, searching, moving, and…No signals yetNo one-command install · Source
665Unrankedclbench-fireworks-rftmcp · devopsEnables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with…No signals yetNo one-command install · Source
666Unrankedcyber-skill-routermcp · devopsA sandbox-first MCP server that enables AI agents to safely perform reverse-engineering tasks in fully isolated Docker containers, featuring…No signals yetNo one-command install · Source
667Unrankedsenatran-download-infra-omcp · devopsProvides read-only access to official Brazilian transit authority (SENATRAN) data for downloading traffic infraction records using a single MCP tool.No signals yetNo one-command install · Source
668Unrankedsenatran-boleto-da-infra-omcp · devopsEnables querying Brazilian traffic fine tickets (boletos de infração) from SENATRAN official source, read-only, via a single MCP tool for AI…No signals yetNo one-command install · Source
669Unrankedinfra-es-da-prfmcp · devopsConsulta o histórico de multas de trânsito da Polícia Rodoviária Federal por RENAVAM, incluindo canceladas, em aberto ou pagas, via uma ferramenta…No signals yetNo one-command install · Source
670Unrankeddnit-infra-es-cnpjmcp · devopsConsult DNIT traffic fines for companies by CNPJ from official source. Provides a read-only tool to query vehicle infractions registered against a…No signals yetNo one-command install · Source
671Unrankedenterprise-secure-aws-mcp-servermcp · devopsEnables secure tool discovery and execution on AWS Lambda with role-based access control, command injection defense, and sensitive data redaction…No signals yetNo one-command install · Source
672Unrankedlizard-mcpmcp · devopsEnables deploying and managing apps on Lizard via natural language, covering services, deploys, logs, secrets, domains, and configuration as code.No signals yetNo one-command install · Source
673Unrankedcmd-exec-mcpmcp · devopsA command execution MCP server supporting local execution, sandbox isolation via Docker/OpenSandbox, and SSH remote execution.No signals yetNo one-command install · Source
674Unrankedagent-env-mcpmcp · devopsProvides a restricted Docker-based sandbox for LLM agents, enabling file operations, command execution, and local Git within an isolated runtime.No signals yetNo one-command install · Source
675Unrankedemail-deadsimple-dead-simple-emailmcp · devopsProvides AI agents with real email infrastructure, enabling them to create inboxes, send/receive messages, and extract verification codes from…No signals yetNo one-command install · Source
676Unrankeds3-mcp-connectormcp · devopsEnables agents to interact with any S3-compatible storage (AWS S3, LocalStack, MinIO) via MCP, providing tools like list, read, write, delete objects…No signals yetNo one-command install · Source
677Unrankedenterprise-devops-mcp-servermcp · devopsEnables AI agents to securely manage Linux, Docker, Kubernetes, and SSH infrastructure through MCP with permission control, audit logging, and…No signals yetNo one-command install · Source
678Unrankedcadastremcp · devopsCadastre is an address book and rulebook for infrastructure, giving people and AI agents a single place to query facts about servers, services…No signals yetNo one-command install · Source
679Unrankedopencode-helper-mcpmcp · devopsEnables local, read-only code analysis through the OpenCode CLI, exposing fixed tools that call Cloudflare, MiMo, and Nemotron models in fallback…No signals yetNo one-command install · Source
680Unrankedpipeworx-io-ripe-statmcp · devopsRIPE Stat IP address, ASN, and BGP routing data for internet infrastructure analysis via the Pipeworx gateway.No signals yetNo one-command install · Source
681Unrankedpipeworx-io-threatfoxmcp · devopsThreatFox abuse.ch indicator-of-compromise feed for querying malware IOCs, threat actors, and malicious infrastructure via Pipeworx.No signals yetNo one-command install · Source
682Unrankedfirefly-iii-mcpmcp · devopsDeploy a Firefly III MCP server on Cloudflare Workers to let AI assistants interact with your Firefly III personal finance data, including accounts…No signals yetNo one-command install · Source
683Unrankedopencode-sandboxmcp · devopsSpins up isolated opencode instances in Docker containers as MCP servers, providing 80 tools for file and shell operations within a scoped workspace…No signals yetNo one-command install · Source
684Unrankedk8s-aiopsmcp · devopsGoverned Kubernetes operations for AI agents with 15 MCP tools, audit logging, policy engine, and safety features.No signals yetNo one-command install · Source
685Unrankedcontainer-host-aiopsmcp · devopsGoverned Docker + Portainer container-host operations (non-Kubernetes) — restart-loop, resource-pressure, and image/volume-bloat RCA, with guarded…No signals yetNo one-command install · Source
686Unrankedsmart-fhirmcp · devopsEnables read-only SMART on FHIR R4 discovery, search, and read operations against public synthetic sandboxes, returning actual empty results and 404s…No signals yetNo one-command install · Source
687Unrankedsecretscanmcp · devopsScans diffs, files, and snippets for leaked secrets like AWS keys, GitHub tokens, and private keys, returning redacted findings while running fully…No signals yetNo one-command install · Source
688Unrankedbasic-fns-mcpmcp · devopsProvides core filesystem, shell, search, and listing tools with a path sandbox, supporting HTTP and stdio transports.No signals yetNo one-command install · Source
689Unrankedcm-mcp-enginemcp · devopsTurns approved contracts into runnable code, sandboxes it, caches it, and serves the result as MCP tools. It executes tool names and arguments without…No signals yetNo one-command install · Source
690Unrankedsipap-mcpmcp · devopsProduction-ready MCP server framework for AWS Lambda and ECS Fargate, providing base classes and infrastructure for building MCP servers that…No signals yetNo one-command install · Source
691Unrankedcf-mcp-playgroundmcp · devopsEnables AI clients to explore MCP concepts, retrieve quickstart guides, and ask questions with Redis-cached answers, supporting deployment on…No signals yetNo one-command install · Source
692Unrankedfloci-mcpmcp · devopsEnables AI agents to deploy and manage simulated AWS resources (like EC2, S3, DynamoDB) on a local Floci instance through natural language.No signals yetNo one-command install · Source
693Unrankedbucket-helper-mcpmcp · devopsProvides MCP tools for AWS S3 and S3-compatible storage, enabling file upload, download, listing, deletion, and temporary remote file staging via…No signals yetNo one-command install · Source
694Unrankedsynapse-mesh-mcp-connectormcp · devopsEnables AI coding assistants to search reproducibly verified bug fixes, compatibility recipes, and code patches, and to submit new solutions for…No signals yetNo one-command install · Source
695Unrankeddungeon-player-display-mcp-v2mcp · devopsDeploys a stateless remote MCP server on Cloudflare Workers without authentication, allowing custom tools to be registered and used from clients like…No signals yetNo one-command install · Source
696Unrankedagent-sandboxmcp · devopsEnables AI coding agents to run Kubernetes inspection and Terraform plan/apply operations inside ephemeral gVisor-sandboxed jobs with short-lived…No signals yetNo one-command install · Source
697Unrankedcheckridemcp · devopsEnables AI coding agents to run fast, sandboxed pre-flight validation—tests, type-checking, linting, security audits, Git safety scans, and fix…No signals yetNo one-command install · Source
698Unrankedcdn-nodemcp · devopsEnables auditing or configuring a registered Linux origin as a single Cloudflare-fronted 3x-ui/Xray WebSocket node through a fixed 31-tool MCP…No signals yetNo one-command install · Source
699Unrankedagentic-devops-assistantmcp · devopsEnables AI-driven DevOps project analysis and automation through dynamic tool selection for file inspection, Dockerfile analysis, health checks, and…No signals yetNo one-command install · Source
700Unrankedgreennode-mcp-servermcp · devopsEnables AI assistants to manage VNG Cloud infrastructure including compute, storage, networking, and Kubernetes resources through natural language…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