Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 |
| 601 | 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 |
| 633 | 20.317 | awsmcp · devops | aws | 429 installs | No commit datelisted | No one-command install · Source |
| 634 | Unranked | appcrane-mcpmcp · devops | MCP 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 yet | No one-command install · Source | |
| 635 | Unranked | mcp-cloudflare-radarmcp · devops | Enables querying Cloudflare Radar data for internet traffic, attacks, BGP, and quality insights via natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 636 | Unranked | pipeworx-io-cloudflare-radarmcp · devops | Cloudflare Radar internet observatory — traffic quality, DDoS attacks, BGP route leaks, and top locations via Pipeworx. | No signals yet | No one-command install · Source | |
| 637 | Unranked | cloudcost-mcp-servermcp · devops | Enables 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 yet | No one-command install · Source | |
| 638 | Unranked | appcirclemcp · devops | Bridges AI tools with the Appcircle mobile CI/CD platform for build profiles, signing, testing distribution, and app store publishing. | No signals yet | No one-command install · Source | |
| 639 | Unranked | appcircle-mcpmcp · devops | Enables AI agents to interact with Appcircle mobile CI/CD platform for build management, signing identities, testing distribution, and reporting. | No signals yet | No one-command install · Source | |
| 640 | Unranked | infraops-mcp-servermcp · devops | Enables infrastructure operations through Claude Code by exposing 195 tools across 7 providers including Coolify, VPS, Hetzner, Namecheap, Cloudflare… | No signals yet | No one-command install · Source | |
| 641 | Unranked | alysko-zabbixmcp · devops | Integrates with Zabbix 7.4 monitoring infrastructure with 86 tools, read-only mode, and 96% test coverage. | No signals yet | No one-command install · Source | |
| 642 | Unranked | cicd-aiopsmcp · devops | Governed CI/CD operations for self-hosted GitLab and Gitea — pipeline-failure, runner, artifact-bloat, and stale-branch RCA, with unbypassable audit… | No signals yet | No one-command install · Source | |
| 643 | Unranked | mcp-bridge-cfmcp · devops | A generic bridge that connects MCP clients to any tool provider via Cloudflare Workers, enabling dynamic tool registration and discovery over… | No signals yet | No one-command install · Source | |
| 644 | Unranked | ai-cloud-memorymcp · devops | Enables AI clients to access a shared, authenticated memory and project management system with durable storage, task tracking, roadmaps, and semantic… | No signals yet | No one-command install · Source | |
| 645 | Unranked | vps-docker-mcp-advancedmcp · devops | Enables safe VPS diagnostics and Docker/Docker Compose management over SSH, providing predefined read-only and mutating tools for system monitoring… | No signals yet | No one-command install · Source | |
| 646 | Unranked | br0ski777-dns-lookupmcp · devops | Look up DNS records — A, AAAA, MX, TXT, CNAME, NS — via Cloudflare. | No signals yet | No one-command install · Source | |
| 647 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-dohmcp · devops | DNS 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 yet | No one-command install · Source | |
| 648 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-doh-2mcp · devops | DNS 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 yet | No one-command install · Source | |
| 649 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-doh-3mcp · devops | DNS 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 yet | No one-command install · Source | |
| 650 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-doh-4mcp · devops | DNS 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 yet | No one-command install · Source | |
| 651 | Unranked | terraform-engine-mcp-servermcp · devops | Enables AI agents to manage infrastructure by exposing Terraform tasks and deployments as tools via STDIO or SSE. | No signals yet | No one-command install · Source | |
| 652 | Unranked | taistock-mcp-servermcp · devops | Deploys a remote MCP server on Cloudflare Workers without authentication, allowing easy customization and connection to AI Playground or Claude… | No signals yet | No one-command install · Source | |
| 653 | Unranked | malware-sandbox-mcpmcp · devops | Enables assistants to analyze files and URLs for malware by integrating with security services like VirusTotal and ANY.RUN, returning threat reports. | No signals yet | No one-command install · Source | |
| 654 | Unranked | heavenly-health-protocolmcp · devops | Enables AI clients to securely access, query, and mutate normalized user-controlled health data (e.g., from Apple Health or Supabase) through a… | No signals yet | No one-command install · Source | |
| 655 | Unranked | nm-hard-toolsmcp · devops | Provides deployable, stateless MCP services for rigorous inference evaluation and benchmarking, including a profiled lm-evaluation-harness… | No signals yet | No one-command install · Source | |
| 656 | Unranked | downatthebottomofthemolehole-infracostmcp · devops | Integrates with the Infracost CLI to estimate, compare, and publish cloud infrastructure cost changes from Terraform and Infrastructure as Code… | No signals yet | No one-command install · Source | |
| 657 | Unranked | infracost-mcp-servermcp · devops | An MCP server for running the Infracost CLI to estimate, compare, and publish infrastructure cost changes from Terraform and other IaC projects. | No signals yet | No one-command install · Source | |
| 658 | Unranked | pigeonpostmcp · devops | Provides asynchronous messaging infrastructure for AI agents, enabling them to get permanent addresses and send/receive encrypted messages via MCP… | No signals yet | No one-command install · Source | |
| 659 | Unranked | sandbox-as-a-service-mcpmcp · devops | Provides agents with real Linux VMs to run commands, manage files, expose ports, and track costs, all through an ephemeral sandbox service. | No signals yet | No one-command install · Source | |
| 660 | Unranked | mimiops-mcpmcp · devops | Enables AI agents to safely observe and troubleshoot Kubernetes workloads, with limited recovery actions like pod deletion and Helm rollbacks, while… | No signals yet | No one-command install · Source | |
| 661 | Unranked | linuxserver-io-mcp-registrymcp · devops | Enables searching LinuxServer.io images, auditing Docker Compose and run commands against documentation-derived conventions, and searching open/closed… | No signals yet | No one-command install · Source | |
| 662 | Unranked | cn-hk-quotes-mcpmcp · devops | Deploys a stateless remote MCP server on Cloudflare Workers without authentication, enabling users to connect custom MCP tools to clients such as… | No signals yet | No one-command install · Source | |
| 663 | Unranked | lightning-fm-mcpmcp · devops | Provides 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 yet | No one-command install · Source | |
| 664 | Unranked | mcp-chatgpt-file-storemcp · devops | Enables saving and managing files in a sandboxed local folder via MCP, with tools for listing, reading, writing, appending, searching, moving, and… | No signals yet | No one-command install · Source | |
| 665 | Unranked | clbench-fireworks-rftmcp · devops | Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with… | No signals yet | No one-command install · Source | |
| 666 | Unranked | cyber-skill-routermcp · devops | A sandbox-first MCP server that enables AI agents to safely perform reverse-engineering tasks in fully isolated Docker containers, featuring… | No signals yet | No one-command install · Source | |
| 667 | Unranked | senatran-download-infra-omcp · devops | Provides read-only access to official Brazilian transit authority (SENATRAN) data for downloading traffic infraction records using a single MCP tool. | No signals yet | No one-command install · Source | |
| 668 | Unranked | senatran-boleto-da-infra-omcp · devops | Enables querying Brazilian traffic fine tickets (boletos de infração) from SENATRAN official source, read-only, via a single MCP tool for AI… | No signals yet | No one-command install · Source | |
| 669 | Unranked | infra-es-da-prfmcp · devops | Consulta o histórico de multas de trânsito da Polícia Rodoviária Federal por RENAVAM, incluindo canceladas, em aberto ou pagas, via uma ferramenta… | No signals yet | No one-command install · Source | |
| 670 | Unranked | dnit-infra-es-cnpjmcp · devops | Consult DNIT traffic fines for companies by CNPJ from official source. Provides a read-only tool to query vehicle infractions registered against a… | No signals yet | No one-command install · Source | |
| 671 | Unranked | enterprise-secure-aws-mcp-servermcp · devops | Enables secure tool discovery and execution on AWS Lambda with role-based access control, command injection defense, and sensitive data redaction… | No signals yet | No one-command install · Source | |
| 672 | Unranked | lizard-mcpmcp · devops | Enables deploying and managing apps on Lizard via natural language, covering services, deploys, logs, secrets, domains, and configuration as code. | No signals yet | No one-command install · Source | |
| 673 | Unranked | cmd-exec-mcpmcp · devops | A command execution MCP server supporting local execution, sandbox isolation via Docker/OpenSandbox, and SSH remote execution. | No signals yet | No one-command install · Source | |
| 674 | Unranked | agent-env-mcpmcp · devops | Provides a restricted Docker-based sandbox for LLM agents, enabling file operations, command execution, and local Git within an isolated runtime. | No signals yet | No one-command install · Source | |
| 675 | Unranked | email-deadsimple-dead-simple-emailmcp · devops | Provides AI agents with real email infrastructure, enabling them to create inboxes, send/receive messages, and extract verification codes from… | No signals yet | No one-command install · Source | |
| 676 | Unranked | s3-mcp-connectormcp · devops | Enables agents to interact with any S3-compatible storage (AWS S3, LocalStack, MinIO) via MCP, providing tools like list, read, write, delete objects… | No signals yet | No one-command install · Source | |
| 677 | Unranked | enterprise-devops-mcp-servermcp · devops | Enables AI agents to securely manage Linux, Docker, Kubernetes, and SSH infrastructure through MCP with permission control, audit logging, and… | No signals yet | No one-command install · Source | |
| 678 | Unranked | cadastremcp · devops | Cadastre is an address book and rulebook for infrastructure, giving people and AI agents a single place to query facts about servers, services… | No signals yet | No one-command install · Source | |
| 679 | Unranked | opencode-helper-mcpmcp · devops | Enables local, read-only code analysis through the OpenCode CLI, exposing fixed tools that call Cloudflare, MiMo, and Nemotron models in fallback… | No signals yet | No one-command install · Source | |
| 680 | Unranked | pipeworx-io-ripe-statmcp · devops | RIPE Stat IP address, ASN, and BGP routing data for internet infrastructure analysis via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 681 | Unranked | pipeworx-io-threatfoxmcp · devops | ThreatFox abuse.ch indicator-of-compromise feed for querying malware IOCs, threat actors, and malicious infrastructure via Pipeworx. | No signals yet | No one-command install · Source | |
| 682 | Unranked | firefly-iii-mcpmcp · devops | Deploy a Firefly III MCP server on Cloudflare Workers to let AI assistants interact with your Firefly III personal finance data, including accounts… | No signals yet | No one-command install · Source | |
| 683 | Unranked | opencode-sandboxmcp · devops | Spins up isolated opencode instances in Docker containers as MCP servers, providing 80 tools for file and shell operations within a scoped workspace… | No signals yet | No one-command install · Source | |
| 684 | Unranked | k8s-aiopsmcp · devops | Governed Kubernetes operations for AI agents with 15 MCP tools, audit logging, policy engine, and safety features. | No signals yet | No one-command install · Source | |
| 685 | Unranked | container-host-aiopsmcp · devops | Governed Docker + Portainer container-host operations (non-Kubernetes) — restart-loop, resource-pressure, and image/volume-bloat RCA, with guarded… | No signals yet | No one-command install · Source | |
| 686 | Unranked | smart-fhirmcp · devops | Enables read-only SMART on FHIR R4 discovery, search, and read operations against public synthetic sandboxes, returning actual empty results and 404s… | No signals yet | No one-command install · Source | |
| 687 | Unranked | secretscanmcp · devops | Scans diffs, files, and snippets for leaked secrets like AWS keys, GitHub tokens, and private keys, returning redacted findings while running fully… | No signals yet | No one-command install · Source | |
| 688 | Unranked | basic-fns-mcpmcp · devops | Provides core filesystem, shell, search, and listing tools with a path sandbox, supporting HTTP and stdio transports. | No signals yet | No one-command install · Source | |
| 689 | Unranked | cm-mcp-enginemcp · devops | Turns 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 yet | No one-command install · Source | |
| 690 | Unranked | sipap-mcpmcp · devops | Production-ready MCP server framework for AWS Lambda and ECS Fargate, providing base classes and infrastructure for building MCP servers that… | No signals yet | No one-command install · Source | |
| 691 | Unranked | cf-mcp-playgroundmcp · devops | Enables AI clients to explore MCP concepts, retrieve quickstart guides, and ask questions with Redis-cached answers, supporting deployment on… | No signals yet | No one-command install · Source | |
| 692 | Unranked | floci-mcpmcp · devops | Enables AI agents to deploy and manage simulated AWS resources (like EC2, S3, DynamoDB) on a local Floci instance through natural language. | No signals yet | No one-command install · Source | |
| 693 | Unranked | bucket-helper-mcpmcp · devops | Provides MCP tools for AWS S3 and S3-compatible storage, enabling file upload, download, listing, deletion, and temporary remote file staging via… | No signals yet | No one-command install · Source | |
| 694 | Unranked | synapse-mesh-mcp-connectormcp · devops | Enables AI coding assistants to search reproducibly verified bug fixes, compatibility recipes, and code patches, and to submit new solutions for… | No signals yet | No one-command install · Source | |
| 695 | Unranked | dungeon-player-display-mcp-v2mcp · devops | Deploys a stateless remote MCP server on Cloudflare Workers without authentication, allowing custom tools to be registered and used from clients like… | No signals yet | No one-command install · Source | |
| 696 | Unranked | agent-sandboxmcp · devops | Enables AI coding agents to run Kubernetes inspection and Terraform plan/apply operations inside ephemeral gVisor-sandboxed jobs with short-lived… | No signals yet | No one-command install · Source | |
| 697 | Unranked | checkridemcp · devops | Enables AI coding agents to run fast, sandboxed pre-flight validation—tests, type-checking, linting, security audits, Git safety scans, and fix… | No signals yet | No one-command install · Source | |
| 698 | Unranked | cdn-nodemcp · devops | Enables 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 yet | No one-command install · Source | |
| 699 | Unranked | agentic-devops-assistantmcp · devops | Enables AI-driven DevOps project analysis and automation through dynamic tool selection for file inspection, Dockerfile analysis, health checks, and… | No signals yet | No one-command install · Source | |
| 700 | Unranked | greennode-mcp-servermcp · devops | Enables AI assistants to manage VNG Cloud infrastructure including compute, storage, networking, and Kubernetes resources through natural language… | No signals yet | 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.