Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | Unranked | py-sandboxmcp · devops | Enables AI agents to execute arbitrary Python code securely in a sandboxed environment with resource limits and security constraints via MCP protocol. | No signals yet | No one-command install · Source | |
| 902 | Unranked | remote-mcp-google-chat-servermcp · devops | A remote MCP server for Google Chat, deployed on Cloudflare Workers without authentication, enabling tool execution via MCP protocol. | No signals yet | No one-command install · Source | |
| 903 | Unranked | csoai-org-dockerfile-generator-ai-mcpmcp · devops | AI-powered Dockerfile and container configuration generation tools. | No signals yet | No one-command install · Source | |
| 904 | Unranked | csoai-org-devops-ai-mcpmcp · devops | AI-powered DevOps workflow automation and infrastructure management tools. | No signals yet | No one-command install · Source | |
| 905 | Unranked | csoai-org-ci-cd-generator-ai-mcpmcp · devops | AI-powered CI/CD pipeline generation and configuration tools. | No signals yet | No one-command install · Source | |
| 906 | Unranked | solenticmcp · devops | Native Solana staking infrastructure for AI agents with 26 MCP tools, one-shot signing, and webhook monitoring. | No signals yet | No one-command install · Source | |
| 907 | Unranked | ultramem-mcpmcp · devops | Give any MCP client durable, cross-session memory by exposing an UltraMem deployment's memory layer. | No signals yet | No one-command install · Source | |
| 908 | Unranked | remote-mcp-server-authless-4mcp · devops | A remote MCP server deployed on Cloudflare Workers without authentication, enabling custom tools and connectivity to AI Playground and Claude Desktop. | No signals yet | No one-command install · Source | |
| 909 | Unranked | hugo-llms-mcpmcp · devops | A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cloudflare Workers. It reads your blog's llms.txt and llms-full.txt files… | No signals yet | No one-command install · Source | |
| 910 | Unranked | docker-kubernetes-mcp-servermcp · devops | Enables AI assistants to manage Docker containers and Kubernetes resources through natural language, supporting operations like container management… | No signals yet | No one-command install · Source | |
| 911 | Unranked | cloudflare-deployermcp · devops | An MCP server that enables Claude to deploy full-stack web apps to Cloudflare, including databases, authentication, and file storage, directly through… | No signals yet | No one-command install · Source | |
| 912 | Unranked | tech-iconsmcp · devops | MCP server exposing 3100+ cloud technology icons (AWS, Azure, GCP, Microsoft, CNCF, Devicon) with 3-tier search and multiple output formats for… | No signals yet | No one-command install · Source | |
| 913 | Unranked | mcp-cloudflare-crunchtoolsmcp · devops | A secure MCP server for managing Cloudflare DNS records, transform rules, page rules, and cache via natural language, with robust token handling and… | No signals yet | No one-command install · Source | |
| 914 | Unranked | claude-iac-mcp-servermcp · devops | Enables AI agents to query an approved Terraform module registry and generate compliant Azure infrastructure code. It provides tools for module… | No signals yet | No one-command install · Source | |
| 915 | Unranked | iron-cannonmcp · devops | An MCP-powered compliance copilot for SaaS stacks, enabling structured audit workflows including stack detection, module wiremapping, implementation… | No signals yet | No one-command install · Source | |
| 916 | Unranked | aws-notebook-runner-mcpmcp · devops | Enables running Jupyter notebooks on temporary AWS compute (EC2 + SSM) with cost estimation, dry-run planning, progress reporting, and automatic… | No signals yet | No one-command install · Source | |
| 917 | Unranked | cloudwatch-mcpmcp · devops | Provides AI assistants with read-only access to AWS CloudWatch Logs for production debugging and log analysis, enabling error searching and bug report… | No signals yet | No one-command install · Source | |
| 918 | Unranked | synlakemcp · devops | Compare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure for AI agents. | No signals yet | No one-command install · Source | |
| 919 | Unranked | synlake-mcp-servermcp · devops | Enables AI agents to discover, evaluate, and provision cloud infrastructure across AWS, GCP, and Azure with cross-cloud normalization, cost… | No signals yet | No one-command install · Source | |
| 920 | Unranked | sift-mcp-docker-editionmcp · devops | Enables digital forensics investigation by exposing SANS SIFT tools (The Sleuth Kit, Volatility 3, Plaso, etc.) as callable MCP tools, running in a… | No signals yet | No one-command install · Source | |
| 921 | Unranked | scorton-mcpmcp · devops | MCP server for behavioral cybersecurity and AI risk scoring in financial workflows, deployed on Cloudflare Workers. | No signals yet | No one-command install · Source | |
| 922 | Unranked | policypulse-mcpmcp · devops | PolicyPulse connects your AI assistant directly to your Kubernetes policy engines. Instead of switching between three dashboards and two CLIs, you ask… | No signals yet | No one-command install · Source | |
| 923 | Unranked | doubao-seedream-mcpmcp · devops | 封装豆包 Seedream 图像生成模型为 MCP 服务,支持文生图、图生图、组图及联网搜索生图,部署在 Cloudflare Workers 上 | No signals yet | No one-command install · Source | |
| 924 | Unranked | weathgardsmcp · devops | Exposes MCP tools that enable remote LLMs to query local Docker containers, OS processes, and system services in real time. | No signals yet | No one-command install · Source | |
| 925 | Unranked | remote-mcp-server-authless-3mcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, enabling tools to be used via AI Playground or Claude Desktop. | No signals yet | No one-command install · Source | |
| 926 | Unranked | jasonwilbur-cloud-regionsmcp · devops | Cloud region data for AWS, Azure, GCP, OCI, and 10 more providers. Query 267 regions by location, compliance, GPU availability, and sustainability. | No signals yet | No one-command install · Source | |
| 927 | Unranked | modal-mcp-servermcp · devops | Connects AI agents to Modal.com infrastructure, allowing management of deployments, apps, containers, volumes, secrets, and environments via MCP… | No signals yet | No one-command install · Source | |
| 928 | Unranked | cloud-vm-mcpmcp · devops | Manages and views virtual machines across multiple cloud providers (AWS, Azure, Alibaba Cloud). Enables AI assistants to list, inspect, and control… | No signals yet | No one-command install · Source | |
| 929 | Unranked | k8s-manifest-auditmcp · devops | Static audit of Kubernetes manifests via MCP, powered by kube-linter. Returns structured reports with severity, check ID, category, message, and… | No signals yet | No one-command install · Source | |
| 930 | Unranked | docker-compose-auditmcp · devops | Audits docker-compose.yml files for security misconfigurations, providing severity ratings, remediation text, and YAML fix snippets for AI agents. | No signals yet | No one-command install · Source | |
| 931 | Unranked | vivioomcp · devops | Browse and interact with Vivioo's AI agent trust infrastructure — directory, jobs, verification, and 360 feedback. | No signals yet | No one-command install · Source | |
| 932 | Unranked | typescript-mcp-server-boilerplatemcp · devops | A boilerplate for building and deploying MCP servers on Vercel, featuring example tools like greeting, calculator, weather, and Hugging Face image… | No signals yet | No one-command install · Source | |
| 933 | Unranked | mcp-devops-servermcp · devops | Enables AI assistants to perform DevOps tasks including Kubernetes management, cloud provider operations, CI/CD, security scanning, and infrastructure… | No signals yet | No one-command install · Source | |
| 934 | Unranked | newplanetww-commerce-startermcp · devops | Boilerplate Python MCP server with e-commerce capabilities — product catalog browsing, keyword search, and checkout initiation, deployable to Vercel. | No signals yet | No one-command install · Source | |
| 935 | Unranked | claude-aws-mcpmcp · devops | Enables natural language control of AWS resources (EC2, Security Groups, S3, Bedrock, etc.) directly from Claude Desktop or Claude Code. | No signals yet | No one-command install · Source | |
| 936 | Unranked | sota-deploymcp · devops | Deploy and manage web applications via AI agents through the sota.io platform. | No signals yet | No one-command install · Source | |
| 937 | Unranked | sota-io-mcpmcp · devops | Enables AI agents to deploy, manage, and configure web applications on sota.io, including project creation, deployment, environment variables, custom… | No signals yet | No one-command install · Source | |
| 938 | Unranked | safety-replaymcp · devops | Safety replays, policy gates, evaluation receipts, and release evidence for AI agent deployments. | No signals yet | No one-command install · Source | |
| 939 | Unranked | agent-data-boundarymcp · devops | Permission boundary mapping, sensitive field flagging, and data access receipts for AI agent deployments. | No signals yet | No one-command install · Source | |
| 940 | Unranked | tierproxymcp · devops | Multi-provider proxy infrastructure for AI and ML with geo-routing, sessions, cost-aware routing, and usage tools. | No signals yet | No one-command install · Source | |
| 941 | Unranked | lazymac2x-agent-memorymcp · devops | Persistent key-value memory store for AI agents, deployed via Cloudflare Workers with REST and MCP interfaces. | No signals yet | No one-command install · Source | |
| 942 | Unranked | mcp-localstack-servermcp · devops | Provides conversational access to LocalStack AWS services (S3, DynamoDB, Lambda, SQS) through natural language, enabling local cloud infrastructure… | No signals yet | No one-command install · Source | |
| 943 | Unranked | getmycertmcp · devops | 13,000+ IT certification practice questions for AI agents (AWS, Azure, GCP, CompTIA, CISSP, PMP, Kubernetes, Terraform, Cisco, Salesforce)… | No signals yet | No one-command install · Source | |
| 944 | Unranked | bch1212-agenttrustmcp · devops | Trust scores and reputation infrastructure for agent-to-agent transactions — register identities, record transactions, and verify counterparty trust. | No signals yet | No one-command install · Source | |
| 945 | Unranked | memory-mcp-workermcp · devops | Cloudflare Worker implementing MCP protocol for cross-device memory/knowledge graph access. | No signals yet | No one-command install · Source | |
| 946 | Unranked | pinionmcp · devops | AI-powered characterization test generator that reads Python functions or class methods, synthesizes inputs, captures behavior in a sandbox, and emits… | No signals yet | No one-command install · Source | |
| 947 | Unranked | crowvaultmcp · devops | 327 developer tools via MCP for generating Dockerfiles, schemas, Kubernetes configs, APIs, and more. | No signals yet | No one-command install · Source | |
| 948 | Unranked | drifthound-mcp-servermcp · devops | Enables Claude to discover and understand infrastructure-as-code drift by listing projects with drift, analyzing Terraform plan outputs, and providing… | No signals yet | No one-command install · Source | |
| 949 | Unranked | hiveconsciousnessmcp · devops | System self-awareness, health monitoring, and autonomous self-repair for agent infrastructure. | No signals yet | No one-command install · Source | |
| 950 | Unranked | remote-mcp-server-authless-12mcp · devops | Deploys a remote MCP server on Cloudflare Workers without authentication, allowing tools to be used from clients like Cloudflare AI Playground or… | No signals yet | No one-command install · Source | |
| 951 | Unranked | appium-mcpmcp · devops | Professional mobile test automation framework with AI-powered test generation, Page Object Model support, and AWS Bedrock integration. | No signals yet | No one-command install · Source | |
| 952 | Unranked | mcp-deploy-intelmcp · devops | Provides Kubernetes deployment intelligence with typed query tools and AI-synthesized risk briefs, enabling users to list workloads, get detailed… | No signals yet | No one-command install · Source | |
| 953 | Unranked | proxmox-lab-mcpmcp · devops | Proxmox home lab management MCP server that enables Claude Code to manage Proxmox VMs, Terraform, Ansible, Kubernetes, ArgoCD, and other lab utilities… | No signals yet | No one-command install · Source | |
| 954 | Unranked | sendfox-mcpmcp · devops | A remote MCP server template deployable on Cloudflare Workers without authentication, allowing you to define custom tools and connect to MCP clients… | No signals yet | No one-command install · Source | |
| 955 | Unranked | redactor-mcpmcp · devops | Wraps AWS Comprehend for PII detection and redaction, allowing users to upload files and remove PII via natural language in Claude Desktop. | No signals yet | No one-command install · Source | |
| 956 | Unranked | th1234th-devopsmcp · devops | DevOps automation platform implementing MCP with integrations for Docker, Kubernetes, and AWS, featuring LLM-powered natural language automation. | No signals yet | No one-command install · Source | |
| 957 | Unranked | mcp-server-terraformmcp · devops | An MCP server that exposes Terraform CLI operations as tools for Claude and other MCP-compatible AI assistants, enabling AI-driven… | No signals yet | No one-command install · Source | |
| 958 | Unranked | gcp-infrastructure-mcp-servermcp · devops | Provides 30+ read-only tools for querying Google Cloud Platform infrastructure, designed for AI assistants and Terraform workflows. | No signals yet | No one-command install · Source | |
| 959 | Unranked | eren-solutions-report-needsmcp · devops | Infrastructure demand signal collection from AI agents encountering capability gaps. | No signals yet | No one-command install · Source | |
| 960 | Unranked | worph-trellomcp · devops | Manages Trello boards, lists, cards, comments, checklists, and attachments via Dockerized HTTP transport with Beacon discovery. | No signals yet | No one-command install · Source | |
| 961 | Unranked | gh-rmishracloud-kubernetesmcp · devops | Manage Kubernetes clusters with pod listing, log retrieval, and deployment operations. | No signals yet | No one-command install · Source | |
| 962 | Unranked | mcp-waitmcp · devops | Provides a wait tool for AI agents to pause execution until a time duration elapses or a process terminates, useful for polling and waiting for… | No signals yet | No one-command install · Source | |
| 963 | Unranked | doris-mcp-server-on-aws-agentcoremcp · devops | Deploys 25 MCP tools for Apache Doris, enabling SQL execution, metadata queries, monitoring, and data governance over HTTPS via AWS Bedrock AgentCore… | No signals yet | No one-command install · Source | |
| 964 | Unranked | remote-mcp-server-authless-11mcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, enabling AI tools to be used via SSE from MCP clients like Claude Desktop or… | No signals yet | No one-command install · Source | |
| 965 | Unranked | mxkhec01-dokploy-mcp-bridgemcp · devops | Docker sidecar MCP server for Dokploy deployments with database queries, Docker operations, and container telemetry. | No signals yet | No one-command install · Source | |
| 966 | Unranked | nl2shell-sandbox-bashmcp · devops | Executes bash commands in sandboxed Docker containers with network isolation, capability dropping, and command blocklisting. | No signals yet | No one-command install · Source | |
| 967 | Unranked | mcp-server-aws-devopsmcp · devops | Reference implementation for deploying MCP servers to AWS Lambda with Streamable HTTP transport and CDK infrastructure. | No signals yet | No one-command install · Source | |
| 968 | Unranked | ynishi-boxed-analysismcp · devops | Container-sandboxed code analysis running in Docker via MCP. | No signals yet | No one-command install · Source | |
| 969 | Unranked | josephtandle-cloudflaremcp · devops | MCP server enabling AI assistants to manage Cloudflare infrastructure including DNS records, cache purging, Workers, SSL, and analytics. | No signals yet | No one-command install · Source | |
| 970 | Unranked | devops-dashboard-mcp-servermcp · devops | Enables AI assistants to monitor and manage Linux infrastructure including services, logs, processes, disk, memory, ports, cron, nginx, Docker, and… | No signals yet | No one-command install · Source | |
| 971 | Unranked | maryadawson-code-integritypulsemcp · devops | Verified cloud cost forecasting for AI agents across AWS, GCP, and Azure. | No signals yet | No one-command install · Source | |
| 972 | Unranked | terrormcp · devops | Terror is an agentic Terraform replacement that lets you provision and manage cloud infrastructure through natural language, using a stateless… | No signals yet | No one-command install · Source | |
| 973 | Unranked | oijusti-k8s-port-forwardmcp · devops | Kubernetes port forwarding management for services and pods with lifecycle control. | No signals yet | No one-command install · Source | |
| 974 | Unranked | refinex-mcpmcp · devops | Enables querying live AWS spot price arbitrage signals and suppression logs directly in Claude Code or any MCP-compatible AI tool. | No signals yet | No one-command install · Source | |
| 975 | Unranked | guhcostan-stravamcp · devops | Strava training data access deployed on Cloudflare Workers. | No signals yet | No one-command install · Source | |
| 976 | Unranked | virtualizemcp · devops | Free, cross-platform VM orchestration for AI workflows with built-in MCP integration, sandboxed code execution, and compliance-ready architecture (SOC… | No signals yet | No one-command install · Source | |
| 977 | Unranked | docker-release-informationmcp · devops | Provides Docker Desktop release notes and security information | No signals yet | No one-command install · Source | |
| 978 | Unranked | wirternow-agent-bankmcp · devops | Financial infrastructure for autonomous AI agents with self-custody wallets, USDC transfers, collateralized lending, job marketplace, and price… | No signals yet | No one-command install · Source | |
| 979 | Unranked | ponzumcp · devops | ERC-20 token launchpad on Ethereum for deploying tokens, managing presales, swapping, and farming via AI agents. | No signals yet | No one-command install · Source | |
| 980 | Unranked | auth-less-remote-mcp-servermcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, easily add custom tools, and connect to AI Playground or Claude Desktop. | No signals yet | No one-command install · Source | |
| 981 | Unranked | sandbox-agentmcp · devops | Enables code execution in isolated Docker containers with persistent IPython, Node.js, or R kernels, supporting file import/export and cross-session… | No signals yet | No one-command install · Source | |
| 982 | Unranked | systemkernelmcpmcp · devops | Provides 180+ tools for full system control including terminal, Git, Docker, Kubernetes, VMs, BIOS, kernel, cybersecurity, AI, and cloud, designed to… | No signals yet | No one-command install · Source | |
| 983 | Unranked | demo-stmcp · devops | Enables deploying static websites to a subdomain on demo.st, with tools for subdomain reservation, zip upload, and content management. | No signals yet | No one-command install · Source | |
| 984 | Unranked | cubancodepath-nanobananamcp · devops | AI image generation and editing powered by Google Gemini with local and remote deployment. | No signals yet | No one-command install · Source | |
| 985 | Unranked | brave-search-mcp-cloudflaremcp · devops | Remote Brave Search wrapper deployed as a Cloudflare Worker with Durable Objects and optional Zero Trust auth. | No signals yet | No one-command install · Source | |
| 986 | Unranked | mcp-tfstate-readermcp · devops | A local MCP server that parses Terraform .tfstate files and lets AI agents audit enterprise infrastructure for security misconfigurations without… | No signals yet | No one-command install · Source | |
| 987 | Unranked | contentstack-app-mcp-remote-servermcp · devops | Enables remote access to Contentstack App MCP tools over HTTP, deployable to platforms like Vercel or Contentstack Launch. | No signals yet | No one-command install · Source | |
| 988 | Unranked | remote-mcp-server-authless-6mcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, enabling connection from AI Playground and Claude Desktop. | No signals yet | No one-command install · Source | |
| 989 | Unranked | remote-mcp-server-authless-7mcp · devops | Enables deploying a remote MCP server on Cloudflare Workers without authentication, allowing MCP tools to be used from clients like Cloudflare AI… | No signals yet | No one-command install · Source | |
| 990 | Unranked | azure-platform-engineering-mcp-servermcp · devops | Provides AI agents with real-time access to live Azure infrastructure, including AKS cluster health, resource management, policy validation, and… | No signals yet | No one-command install · Source | |
| 991 | Unranked | remote-mcp-server-authless-10mcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, allowing you to create custom tools and connect to MCP clients like Claude… | No signals yet | No one-command install · Source | |
| 992 | Unranked | gh-isgudtek-mycrabmcp · devops | Instant public HTTPS URLs via Cloudflare Tunnels for AI agents with optional permanent subdomains. | No signals yet | No one-command install · Source | |
| 993 | Unranked | kubernetes-mcpmcp · devops | MCP server that gives AI assistants full access to Kubernetes clusters and Helm, exposing 73 tools for managing pods, deployments, services, configs… | No signals yet | No one-command install · Source | |
| 994 | Unranked | remote-mcp-server-authless-16mcp · devops | Deploys a remote MCP server on Cloudflare Workers without authentication, enabling custom tools and connections to clients like Claude Desktop and… | No signals yet | No one-command install · Source | |
| 995 | Unranked | remote-mcp-server-authless-15mcp · devops | Allows deploying a remote MCP server on Cloudflare Workers without authentication, enabling easy connection to MCP clients like Cloudflare AI… | No signals yet | No one-command install · Source | |
| 996 | Unranked | tomcat-mcpmcp · devops | Enables AI-assisted management of Apache Tomcat, including start/stop, WAR deployment, log analysis, thread and heap dumps, and diagnostics. | No signals yet | No one-command install · Source | |
| 997 | Unranked | project-scaffoldmcp · devops | An MCP server that scaffolds full-stack projects with consistent structure, Docker setup, CI/CD pipelines, and database configuration. | No signals yet | No one-command install · Source | |
| 998 | Unranked | subfeedmcp · devops | Cloud platform for AI agents to register, build, and deploy other agents autonomously. | No signals yet | No one-command install · Source | |
| 999 | Unranked | remote-mcp-server-authless-13mcp · devops | Deploys a remote MCP server on Cloudflare Workers without authentication, allowing connection to AI Playground or Claude Desktop. | No signals yet | No one-command install · Source | |
| 1000 | Unranked | web-search-mcp-server-authlessmcp · devops | Deployable remote MCP server on Cloudflare Workers without authentication, enabling custom tool integration with AI Playground and Claude Desktop. | 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.