Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | Unranked | bamboo-mcp-servermcp · devops | Enables management of Atlassian Bamboo CI/CD pipelines, projects, plans, builds, and deployments through natural language commands. | No signals yet | No one-command install · Source | |
| 802 | Unranked | cloud-sandbox-mcpmcp · devops | Provides ChatGPT with a persistent, VM-like Linux engineering workstation inside Docker, with root access, development tools, and a private nested… | No signals yet | No one-command install · Source | |
| 803 | Unranked | rollout-playbook-mcpmcp · devops | Exposes deployment playbooks as MCP resources and tools, enabling AI assistants to search best practices and generate tailored rollout plans. | No signals yet | No one-command install · Source | |
| 804 | Unranked | atlassian-mcp-infrastructuremcp · devops | Hardened Docker infrastructure enabling secure, single-tenant MCP access to Jira and Confluence Cloud through a proxy. | No signals yet | No one-command install · Source | |
| 805 | Unranked | sandbox-compute-brokermcp · devops | Enables AI agents to run compute tasks in secure sandboxes with optional interactive UIs, brokering between agents and isolated execution… | No signals yet | No one-command install · Source | |
| 806 | Unranked | superenalotto-mcp-servermcp · devops | Provides a template for deploying a remote MCP server on Cloudflare Workers without authentication, with instructions to customize tools and connect… | No signals yet | No one-command install · Source | |
| 807 | Unranked | n-mtema-mcp-foundrymcp · devops | Transforms OpenAPI specs into governed MCP applications with a local-first studio, OAuth, simulation, and Docker deployment. | No signals yet | No one-command install · Source | |
| 808 | Unranked | aiganak-aiops-mcpmcp · devops | Enables autonomous infrastructure diagnostics, log root-cause analysis, and safe code patching via tools for querying logs, inspecting Python AST, and… | No signals yet | No one-command install · Source | |
| 809 | Unranked | briefroom-mcpmcp · devops | Enables AI agents to deploy HTML and pull reviewer comments via the briefroom CLI without spawning shells. | No signals yet | No one-command install · Source | |
| 810 | Unranked | coolify-anythingllm-mcpmcp · devops | Connects AnythingLLM to Coolify for natural language management of self-hosted infrastructure, including diagnostics, log fetching, and deployment… | No signals yet | No one-command install · Source | |
| 811 | Unranked | aws-s3-connector-mcpmcp · devops | Enables MCP clients to connect to AWS S3 buckets, list, upload, and read objects in various formats, supporting public and private buckets with… | No signals yet | No one-command install · Source | |
| 812 | Unranked | cirdanmcp · devops | Cirdan maps and watches the live infrastructure your agent session can reach — Docker, Kubernetes, cloud, IaC, and telemetry — then exposes it over… | No signals yet | No one-command install · Source | |
| 813 | Unranked | provision-stack-mcpmcp · devops | Cloud infrastructure provisioning via natural language. Enables deploying production-ready infrastructure on AWS, GCP, Azure, or Oracle with a single… | No signals yet | No one-command install · Source | |
| 814 | Unranked | allternit-opsmcp · devops | A single MCP gateway for Allternit LLC business operations, providing tools for Stripe invoicing, Cloudflare Pages deployment, brain document search… | No signals yet | No one-command install · Source | |
| 815 | Unranked | cf-mcp-trafficmcp · devops | Exposes Cloudflare HTTP traffic and firewall analytics to Claude Code via MCP tools, including a deterministic suspicion scorer. | No signals yet | No one-command install · Source | |
| 816 | Unranked | mcp-agent-session-summariesmcp · devops | Let your OpenCode coding agent document agent sessions in a safe, sandboxed markdown folder. | No signals yet | No one-command install · Source | |
| 817 | Unranked | grok-web-mcpmcp · devops | Automates Grok web interface to provide chat, web search, and conversation management via MCP, supporting multiple accounts and local/remote… | No signals yet | No one-command install · Source | |
| 818 | Unranked | local-docker-mcpmcp · devops | Enables Docker container management and test execution via MCP tools, supporting image building, container operations, and automated test runs. | No signals yet | No one-command install · Source | |
| 819 | Unranked | ylx-devmcp · devops | Development assistant for YLx photo proofing platform, enabling PR review, codebase queries, feature suggestions, audits, test generation, and… | No signals yet | No one-command install · Source | |
| 820 | Unranked | docker-ops-servermcp · devops | Connects an AI assistant to local Docker and Kubernetes environments, enabling real-time command execution and log inspection with user approval. | No signals yet | No one-command install · Source | |
| 821 | Unranked | timer-mcpmcp · devops | A minimal MCP server that gives AI agents the ability to pause execution by waiting a specified number of seconds, with support for local and AWS… | No signals yet | No one-command install · Source | |
| 822 | Unranked | mcpsidecarmcp · devops | This MCP server runs as a sidecar in a Docker sandbox, providing tools for Microsoft Learn documentation and code sample search, and a resource for… | No signals yet | No one-command install · Source | |
| 823 | Unranked | mcp-docker-agenticmcp · devops | Enables agentic Docker container operations including file read/write, command execution, and interactive TTY sessions via the local Docker binary. | No signals yet | No one-command install · Source | |
| 824 | Unranked | mcp-pandasmcp · devops | Enables data analysis on CSV/Excel files using pandas. Supports profiling, column interpretation, sandboxed code execution, and interactive chart… | No signals yet | No one-command install · Source | |
| 825 | Unranked | mcp-k8s-ephemeral-jobmcp · devops | Enables running ephemeral Kubernetes Jobs/pods with caller-chosen images and commands, returning results and artifacts while automating cleanup… | No signals yet | No one-command install · Source | |
| 826 | Unranked | amplify-mcp-proxymcp · devops | Exposes tools to query Salesforce for candidates by name and send them to a BHA screening API. Designed for deployment on AWS Lambda with API Gateway. | No signals yet | No one-command install · Source | |
| 827 | Unranked | remote-mcp-authless-2mcp · devops | Deploys a remote MCP server on Cloudflare Workers without authentication, allowing connection from clients like Claude Desktop via mcp-remote proxy. | No signals yet | No one-command install · Source | |
| 828 | Unranked | checkov-mcpmcp · devops | MCP server for analyzing Checkov results and generating executive explanations of vulnerabilities in Terraform infrastructure. | No signals yet | No one-command install · Source | |
| 829 | Unranked | rs-mcp-lunarmcp · devops | Enables BaZi and Zi Wei Dou Shu calculations through a stateless MCP server deployed on Cloudflare Workers, providing tools like bazi_chart and… | No signals yet | No one-command install · Source | |
| 830 | Unranked | remote-mcp-server-on-cloudflare-authlessmcp · devops | Deploy an MCP server on Cloudflare Workers without authentication, enabling remote MCP client connections from AI Playground or Claude Desktop via… | No signals yet | No one-command install · Source | |
| 831 | Unranked | lucid-lineage-graphrag-mcpmcp · devops | Exposes six Neo4j graph tools for tracing data lineage, checking compliance boundaries, and managing audit findings in a simulated infrastructure… | No signals yet | No one-command install · Source | |
| 832 | Unranked | rjmlaird-mcpmcp · devops | A remote MCP server template for Cloudflare Workers, enabling easy deployment and connection to AI clients like Cloudflare AI Playground and Claude… | No signals yet | No one-command install · Source | |
| 833 | Unranked | openpouchmcp · devops | Agent-native hosting: your agent deploys any folder to a live URL in one command — no account, no dashboard, no CAPTCHA — and hands the human a link… | No signals yet | No one-command install · Source | |
| 834 | Unranked | shieldly-mcpmcp · devops | Enables AI assistants to analyze AWS IAM policies and CloudFormation templates for security risks. | No signals yet | No one-command install · Source | |
| 835 | Unranked | meal-tracker-mcpmcp · devops | Tracks meals for three people with cost calculation, deployable on Render and connectable to ChatGPT. | No signals yet | No one-command install · Source | |
| 836 | Unranked | archway-mcp-servermcp · devops | Provides governance posture assessment, engagement scoping, and R&D risk screening tools via MCP, deployed on Cloudflare Workers. | No signals yet | No one-command install · Source | |
| 837 | Unranked | cypht-mcpmcp · devops | Cloudflare Worker implementation of the Cypht email MCP, providing eight email tools for account management, email sending, listing, viewing… | No signals yet | No one-command install · Source | |
| 838 | Unranked | adios-mcpmcp · devops | Enables interacting with Adios workspaces, previews, builds, logs, and deployments from MCP clients. Hosted service at Adios, no local deployment… | No signals yet | No one-command install · Source | |
| 839 | Unranked | llmstxt-doc-searchmcp · devops | Live, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime. | No signals yet | No one-command install · Source | |
| 840 | Unranked | logflare-mcp-code-modemcp · devops | Enables agents to interact with the Logflare API by writing JavaScript functions that run in a Vercel Sandbox, using three tools: search… | No signals yet | No one-command install · Source | |
| 841 | Unranked | json-ui-renderer-mcpmcp · devops | Enables deploying a remote MCP server on Cloudflare Workers without authentication, allowing customization of tools for AI interaction. | No signals yet | No one-command install · Source | |
| 842 | Unranked | obsidian-git-sync-mcpmcp · devops | A dockerised, self-hostable host that runs an Obsidian vault headlessly and serves it to MCP clients, with pluggable sync (git first). | No signals yet | No one-command install · Source | |
| 843 | Unranked | mcp-powered-ai-assistancemcp · devops | Enables secure execution of Python code, SQL queries, and metric fetching through MCP with ephemeral Docker sandboxing. | No signals yet | No one-command install · Source | |
| 844 | Unranked | aws-compliance-mcp-servermcp · devops | Enables LLMs to perform automated compliance scanning of AWS infrastructure against PCI-DSS, CIS, and Well-Architected frameworks. It provides tools… | No signals yet | No one-command install · Source | |
| 845 | Unranked | solsentry-mcpmcp · devops | Provides post-deploy Solana threat intelligence, enabling AI agents to check operators, tokens, and network stats for detecting rug pulls and… | No signals yet | No one-command install · Source | |
| 846 | Unranked | proxmox-mcpsmcp · devops | Enables AI assistants to manage Proxmox VE infrastructure, including VMs, containers, storage, network, high availability, replication, SDN, and node… | No signals yet | No one-command install · Source | |
| 847 | Unranked | coolify-mcpmcp · devops | MCP server for Coolify infrastructure management, providing 45 tools for servers, applications, databases, deployments, and diagnostics via natural… | No signals yet | No one-command install · Source | |
| 848 | Unranked | objectstackmcp · devops | Connect Gemini CLI to any ObjectStack deployment over the Model Context Protocol to discover objects, query and change records, and run business… | No signals yet | No one-command install · Source | |
| 849 | Unranked | oci-mcp-blueprintmcp · devops | Provides a blueprint for building and deploying Python MCP servers on Oracle Cloud Infrastructure, with sample tools for database schema and data… | No signals yet | No one-command install · Source | |
| 850 | Unranked | afr-benchmark-mcpmcp · devops | Provides a template for deploying a remote MCP server on Cloudflare Workers without authentication, enabling customizable tools and integration with… | No signals yet | No one-command install · Source | |
| 851 | Unranked | images-mcpmcp · devops | Provides image generation tools powered by OpenRouter, running on Cloudflare Workers. | No signals yet | No one-command install · Source | |
| 852 | Unranked | nqs-gemini-imagesmcp · devops | MCP server for image generation and editing powered by Google Gemini, deployable on Cloudflare Workers. | No signals yet | No one-command install · Source | |
| 853 | Unranked | hugr-toolsmcp · devops | A monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools across SaaS providers and AWS, with composite tools for security, incident… | No signals yet | No one-command install · Source | |
| 854 | Unranked | kube-whisperermcp · devops | Autonomous AI agent for Kubernetes triage and infrastructure management using natural language. | No signals yet | No one-command install · Source | |
| 855 | Unranked | aws-infrastructure-mcp-servermcp · devops | Enables Claude AI to automatically audit AWS cloud resource configurations, diagnose security vulnerabilities, and generate high-availability… | No signals yet | No one-command install · Source | |
| 856 | Unranked | grok-mcp-cloudrunmcp · devops | Grok plugin for deploying and managing Google Cloud Run services via MCP tools, slash commands, and a skill. | No signals yet | No one-command install · Source | |
| 857 | Unranked | shiply-static-site-hosting-deploymentmcp · devops | Instant web hosting for AI agents. Publish a live site in one call, no account needed. | No signals yet | No one-command install · Source | |
| 858 | Unranked | xiaozhi-mcp-bridgemcp · devops | Bridges MCP for XiaoZhi AI agent using Cloudflare Workers + Durable Objects, maintaining persistent WebSocket connection and enabling custom tool… | No signals yet | No one-command install · Source | |
| 859 | Unranked | femcp · devops | Multi-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools. | No signals yet | No one-command install · Source | |
| 860 | Unranked | hostodo-mcpmcp · devops | Manage Hostodo VPS infrastructure from MCP clients and AI agents with scoped tokens and audit logs. | No signals yet | No one-command install · Source | |
| 861 | Unranked | agent-labmcp · devops | Run and test agentic systems in isolated Docker sandboxes, varying system prompts, models, and task prompts while capturing full behavior traces via… | No signals yet | No one-command install · Source | |
| 862 | Unranked | wovo-mcpmcp · devops | Enables AI agents to deploy HTML pages and manage them (list, archive, move, rename) in a versioned library via MCP tools. | No signals yet | No one-command install · Source | |
| 863 | Unranked | self-hosted-pages-mcpmcp · devops | Enables AI assistants to deploy and manage static websites on EdgeOne Pages via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 864 | Unranked | performance-engineer-mcpmcp · devops | Analyzes websites like a senior performance engineer and produces prioritized Core Web Vitals recommendations. Provides 16 tools for detailed… | No signals yet | No one-command install · Source | |
| 865 | Unranked | mcp-secure-sandboxmcp · devops | Provides a secure, containerized Python sandbox for executing LLM-generated code with multi-layer isolation, along with JSON/CSV validation and… | No signals yet | No one-command install · Source | |
| 866 | Unranked | partner-polarismcp · devops | Enables AI assistants to query, calculate, and benchmark AWS Partner Polaris training depth levels using CSV data. | No signals yet | No one-command install · Source | |
| 867 | Unranked | kubewhispermcp · devops | An AI-DevOps MCP server that gives LLMs read-only-by-default access to Kubernetes clusters, Prometheus metrics, and GitHub Actions, enabling natural… | No signals yet | No one-command install · Source | |
| 868 | Unranked | ops-copilot-mcpmcp · devops | A self-hosted MCP server providing a governed interface for AI agents to interact with local Docker infrastructure, featuring a two-phase confirm… | No signals yet | No one-command install · Source | |
| 869 | Unranked | jupyter-book-writermcp · devops | Automates Jupyter Book notebook creation by fixing common rendering issues (bold, math, markdown formatting) and provides tools for adding cells… | No signals yet | No one-command install · Source | |
| 870 | Unranked | dploymcp · devops | Enables AI agents to deploy applications and manage servers over SSH using natural language commands, with built-in tools for Python bots, Docker… | No signals yet | No one-command install · Source | |
| 871 | Unranked | k8s-ops-mcp-servermcp · devops | Connects Claude Desktop to any Kubernetes cluster, enabling natural language queries for diagnostics and operations such as listing pods, viewing… | No signals yet | No one-command install · Source | |
| 872 | Unranked | sakenowa-mcp-vercelmcp · devops | Enables querying Japanese sake data (prefectures, sakes, flavors, rankings) via MCP protocol, deployed as a Vercel serverless function. | No signals yet | No one-command install · Source | |
| 873 | Unranked | csoai-dora-nis2-crosswalkmcp · devops | Maps EU DORA and NIS2 regulatory obligations to unified compliance controls for financial and critical infrastructure operators. | No signals yet | No one-command install · Source | |
| 874 | Unranked | csoai-uk-ai-bill-compliancemcp · devops | Automates compliance audits against the UK AI White Paper's five principles for AI developers and deployers operating in the UK market. | No signals yet | No one-command install · Source | |
| 875 | Unranked | skybrainmcp · devops | Provides a shared MCP memory layer for AI clients, backed by Cloudflare Workers and D1, enabling personal Markdown notes management. | No signals yet | No one-command install · Source | |
| 876 | Unranked | infrapilotmcp · devops | Enables infrastructure operations including provisioning, configuration, monitoring, compliance auditing, and auto-remediation through natural… | No signals yet | No one-command install · Source | |
| 877 | Unranked | ci-sentinelmcp · devops | Security auditor for CI ecosystems that detects supply-chain and injection flaws in CI/CD configuration files across seven CI platforms, providing… | No signals yet | No one-command install · Source | |
| 878 | Unranked | mcp-dataforgemcp · devops | Turns natural language into data pipeline actions using six specialist agents that collaborate through MCP to build, validate, and monitor data… | No signals yet | No one-command install · Source | |
| 879 | Unranked | aws-mcp-gatewaymcp · devops | A minimal, security-focused MCP gateway for connecting ChatGPT to AWS account data through explicit, read-only tools. | No signals yet | No one-command install · Source | |
| 880 | Unranked | mcp-chefmcp · devops | Enables AI agents to participate in CodeChef contests by fetching problems, generating and testing solutions in a secure sandbox, and submitting… | No signals yet | No one-command install · Source | |
| 881 | Unranked | repcheckmcp · devops | Trust & reputation infrastructure for AI agents. Two tools: verify_agent returns trust scores and job history for any agent, report_outcome records… | No signals yet | No one-command install · Source | |
| 882 | Unranked | rnaseq-mcpmcp · devops | Enables analysis of bulk RNA-seq data using natural language queries, executing R and Python in a Docker container with automatic sample anonymization… | No signals yet | No one-command install · Source | |
| 883 | Unranked | vibe-code-mcpmcp · devops | Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project… | No signals yet | No one-command install · Source | |
| 884 | Unranked | latent-defense-mcp-servermcp · devops | Connects Claude Code to a Latent Defense deployment to map GitHub repositories into an infrastructure graph, discover attack paths using the JEPA… | No signals yet | No one-command install · Source | |
| 885 | Unranked | verditnxtgenmcp · devops | A cryptographic sidecar proxy that tests MCP tools for OWASP vulnerabilities before deployment. Automatically sandbox and audit your AI agents' tool… | No signals yet | No one-command install · Source | |
| 886 | Unranked | ykshah1309-global-sentinelmcp · devops | Aggregates Polymarket, GDELT, OpenSky, and Cloudflare Radar for real-time global intelligence. | No signals yet | No one-command install · Source | |
| 887 | Unranked | cloud71-mcp-connectormcp · devops | Enables AI assistants to deploy generated files (HTML, PDF, images, etc.) directly to cloud71 hosting, returning a public URL, and manage cloud71… | No signals yet | No one-command install · Source | |
| 888 | Unranked | firefly-iii-mcp-server-cloudflare-workermcp · devops | Enables AI tools to interact with Firefly III personal finance manager through the MCP protocol, deployed globally on Cloudflare Workers for low… | No signals yet | No one-command install · Source | |
| 889 | Unranked | daemoonmcp · devops | Enables AI coding agents to access and manage multiple dev infrastructure providers (Vercel, GitHub, Supabase, Cloudflare, GCP) through a single MCP… | No signals yet | No one-command install · Source | |
| 890 | Unranked | daemoon-2mcp · devops | Gives AI coding agents (Claude Code, Cursor, etc.) unified, secure access to dev infrastructure (Vercel, GitHub, Supabase, Cloudflare, GCP) via a… | No signals yet | No one-command install · Source | |
| 891 | Unranked | gemini-sidekickmcp · devops | A remote MCP connector deployed as a Cloudflare Worker that gives Claude access to Google Gemini models, enabling image generation/editing, model… | No signals yet | No one-command install · Source | |
| 892 | Unranked | mcp-gateway-sandboxmcp · devops | Enables executing arbitrary code and Postman collections in isolated Docker sandboxes via an MCP server, with a real-time web dashboard for… | No signals yet | No one-command install · Source | |
| 893 | Unranked | infra-mcpmcp · devops | MCP server that wraps Docker, Caddy, and GitHub Actions operations on a remote VPS, enabling Claude to take read-then-write-with-confirmation… | No signals yet | No one-command install · Source | |
| 894 | Unranked | bcdockermcp · devops | MCP server for managing Business Central Docker containers, enabling AI assistants to list, create, test, and manage BC sandboxes via natural… | No signals yet | No one-command install · Source | |
| 895 | Unranked | r2-bucket-mcpmcp · devops | Enables file operations (upload, download, list, delete) on Cloudflare R2 (S3-compatible) storage, with dedicated APK upload tool. | No signals yet | No one-command install · Source | |
| 896 | Unranked | ploi-io-mcp-servermcp · devops | Enables managing Ploi.io servers, sites, databases, and Docker containers through the Ploi API, supporting both local stdio and remote Cloudflare… | No signals yet | No one-command install · Source | |
| 897 | Unranked | vindata-mcp-servermcp · devops | Remote MCP server with built-in GitHub OAuth, deployed on Cloudflare Workers, enabling tools like addition, GitHub user info, and image generation… | No signals yet | No one-command install · Source | |
| 898 | Unranked | prismsremcp · devops | PrismSRE is an AI-powered Kubernetes troubleshooting agent that uses Google's Gemini models and the Model Context Protocol to provide autonomous… | No signals yet | No one-command install · Source | |
| 899 | Unranked | mcp-eval-harnessmcp · devops | MCP-based code evaluation harness — sandboxed execution + LLM quality scoring. | No signals yet | No one-command install · Source | |
| 900 | Unranked | sandbox-seedmcp · devops | Salesforce sandbox seeding, built for AI agents. SOQL-driven org-to-org record copy with automatic dependency-graph walking, cross-org FK remapping… | 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.