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

RankScoreComponentDescriptionEvidenceLast commitInstall
801Unrankedfastmcp-template-servermcp · devopsA FastMCP server template with a greet tool, deployable locally, via Docker, or on Railway. It demonstrates HTTP transport and easy environment…No signals yetNo one-command install · Source
802Unrankedinfralens-mcpmcp · devopsRead-only MCP server for investigating AWS ECS deployment and runtime issues, focusing on ECS Fargate services behind an Application Load Balancer.No signals yetNo one-command install · Source
803Unrankedapple-health-shortcuts-mcp-2mcp · devopsExposes read-only Apple Health data (current status, sleep details, trends) to AI via a Cloudflare-deployed MCP server and iPhone Shortcuts.No signals yetNo one-command install · Source
804Unrankedapple-health-shortcuts-mcp-5mcp · devopsEnables AI to read-only access Apple Health data (current status, sleep, trends) via a Cloudflare-deployed MCP server, using iPhone shortcuts to sync…No signals yetNo one-command install · Source
805Unrankedhive-mcp-depinmcp · devopsEnables listing and discovery of DePIN infrastructure capacity (storage, compute, GPU, etc.) with real USDC/USDT settlement across multiple chains.No signals yetNo one-command install · Source
806Unrankedsrotzin-hive-depinmcp · devopsDePIN marketplace for autonomous agents to discover and list infrastructure capacity across storage, compute, GPU, bandwidth, energy, and wireless…No signals yetNo one-command install · Source
807Unrankedterraform-assistantmcp · devopsAn advisory and generative copilot for Terraform that reviews existing scripts and generates compliant infrastructure using organization-specific…No signals yetNo one-command install · Source
808Unrankedmg6-mcp-servermcp · devopsNext.js MCP server with Streamable HTTP, deployable to Vercel, providing tools for greeting, calculation, geocoding, weather, and image generation via…No signals yetNo one-command install · Source
809Unrankedmy-mcp-server-5mcp · devopsA TypeScript MCP server boilerplate that provides tools like calculator, weather, geocoding, and image generation via HuggingFace, supporting both…No signals yetNo one-command install · Source
810Unrankedmy-mcp-server-1mcp · devopsProvides tools for greeting, calculation, time lookup, geocoding, weather, and image generation via HuggingFace, with streamable HTTP and stdio…No signals yetNo one-command install · Source
811Unrankedmy-mcp-server-6mcp · devopsProvides tools for greetings, calculations, weather, geocoding, and image generation via Hugging Face, deployable to Vercel and integrable with…No signals yetNo one-command install · Source
812Unrankedvibecoin-mcpmcp · devopsDrafts and deploys a coin from your repo to pump.fun's bonding curve on Solana, with local key management and fee recycling into an agent budget.No signals yetNo one-command install · Source
813Unrankedcloudflare-mcp-server-authlessmcp · devopsDeploys a remote MCP server on Cloudflare Workers without authentication, enabling custom tools and connections to AI Playground or Claude Desktop.No signals yetNo one-command install · Source
814Unrankedcoderocket-mcpmcp · devopsMCP server for CodeRocket Deploy providing AI-generated CI/CD workflows and AI code review as tools inside Claude Code.No signals yetNo one-command install · Source
815Unrankedcloud-mcpmcp · devopsWraps multiple cloud CLIs (AWS, GCP, Azure, OCI) into a unified command interface and exposes them as MCP tools for AI assistants.No signals yetNo one-command install · Source
816Unrankedhrj-n8n-mcpmcp · devopsLocal stdio MCP bridge for managing n8n from HRJ Agent, providing read and write tools for workflows, executions, and Docker status with strong…No signals yetNo one-command install · Source
817Unrankeddocker-forge-mcpmcp · devopsGenerates, audits, and tunes Docker Compose stacks inside Claude Code.No signals yetNo one-command install · Source
818Unrankedlogistics-mcp-2mcp · devopsEnables deploying a remote MCP server on Cloudflare Workers without authentication, allowing custom tool definitions and connections to clients like…No signals yetNo one-command install · Source
819Unrankedmcp-vps-monitormcp · devopsProvides system monitoring tools for VPS including CPU, memory, disk, network ping, top processes, and Docker status, with read-only architecture and…No signals yetNo one-command install · Source
820Unrankedbamboo-mcp-servermcp · devopsEnables management of Atlassian Bamboo CI/CD pipelines, projects, plans, builds, and deployments through natural language commands.No signals yetNo one-command install · Source
821Unrankedcloud-sandbox-mcpmcp · devopsProvides ChatGPT with a persistent, VM-like Linux engineering workstation inside Docker, with root access, development tools, and a private nested…No signals yetNo one-command install · Source
822Unrankedrollout-playbook-mcpmcp · devopsExposes deployment playbooks as MCP resources and tools, enabling AI assistants to search best practices and generate tailored rollout plans.No signals yetNo one-command install · Source
823Unrankedatlassian-mcp-infrastructuremcp · devopsHardened Docker infrastructure enabling secure, single-tenant MCP access to Jira and Confluence Cloud through a proxy.No signals yetNo one-command install · Source
824Unrankedsandbox-compute-brokermcp · devopsEnables AI agents to run compute tasks in secure sandboxes with optional interactive UIs, brokering between agents and isolated execution…No signals yetNo one-command install · Source
825Unrankedsuperenalotto-mcp-servermcp · devopsProvides a template for deploying a remote MCP server on Cloudflare Workers without authentication, with instructions to customize tools and connect…No signals yetNo one-command install · Source
826Unrankedn-mtema-mcp-foundrymcp · devopsTransforms OpenAPI specs into governed MCP applications with a local-first studio, OAuth, simulation, and Docker deployment.No signals yetNo one-command install · Source
827Unrankedaiganak-aiops-mcpmcp · devopsEnables autonomous infrastructure diagnostics, log root-cause analysis, and safe code patching via tools for querying logs, inspecting Python AST, and…No signals yetNo one-command install · Source
828Unrankedbriefroom-mcpmcp · devopsEnables AI agents to deploy HTML and pull reviewer comments via the briefroom CLI without spawning shells.No signals yetNo one-command install · Source
829Unrankedcoolify-anythingllm-mcpmcp · devopsConnects AnythingLLM to Coolify for natural language management of self-hosted infrastructure, including diagnostics, log fetching, and deployment…No signals yetNo one-command install · Source
830Unrankedaws-s3-connector-mcpmcp · devopsEnables MCP clients to connect to AWS S3 buckets, list, upload, and read objects in various formats, supporting public and private buckets with…No signals yetNo one-command install · Source
831Unrankedcirdanmcp · devopsCirdan maps and watches the live infrastructure your agent session can reach — Docker, Kubernetes, cloud, IaC, and telemetry — then exposes it over…No signals yetNo one-command install · Source
832Unrankedprovision-stack-mcpmcp · devopsCloud infrastructure provisioning via natural language. Enables deploying production-ready infrastructure on AWS, GCP, Azure, or Oracle with a single…No signals yetNo one-command install · Source
833Unrankedallternit-opsmcp · devopsA single MCP gateway for Allternit LLC business operations, providing tools for Stripe invoicing, Cloudflare Pages deployment, brain document search…No signals yetNo one-command install · Source
834Unrankedcf-mcp-trafficmcp · devopsExposes Cloudflare HTTP traffic and firewall analytics to Claude Code via MCP tools, including a deterministic suspicion scorer.No signals yetNo one-command install · Source
835Unrankedmcp-agent-session-summariesmcp · devopsLet your OpenCode coding agent document agent sessions in a safe, sandboxed markdown folder.No signals yetNo one-command install · Source
836Unrankedgrok-web-mcpmcp · devopsAutomates Grok web interface to provide chat, web search, and conversation management via MCP, supporting multiple accounts and local/remote…No signals yetNo one-command install · Source
837Unrankedlocal-docker-mcpmcp · devopsEnables Docker container management and test execution via MCP tools, supporting image building, container operations, and automated test runs.No signals yetNo one-command install · Source
838Unrankedylx-devmcp · devopsDevelopment assistant for YLx photo proofing platform, enabling PR review, codebase queries, feature suggestions, audits, test generation, and…No signals yetNo one-command install · Source
839Unrankeddocker-ops-servermcp · devopsConnects an AI assistant to local Docker and Kubernetes environments, enabling real-time command execution and log inspection with user approval.No signals yetNo one-command install · Source
840Unrankedtimer-mcpmcp · devopsA 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 yetNo one-command install · Source
841Unrankedmcpsidecarmcp · devopsThis 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 yetNo one-command install · Source
842Unrankedmcp-docker-agenticmcp · devopsEnables agentic Docker container operations including file read/write, command execution, and interactive TTY sessions via the local Docker binary.No signals yetNo one-command install · Source
843Unrankedmcp-pandasmcp · devopsEnables data analysis on CSV/Excel files using pandas. Supports profiling, column interpretation, sandboxed code execution, and interactive chart…No signals yetNo one-command install · Source
844Unrankedmcp-k8s-ephemeral-jobmcp · devopsEnables running ephemeral Kubernetes Jobs/pods with caller-chosen images and commands, returning results and artifacts while automating cleanup…No signals yetNo one-command install · Source
845Unrankedamplify-mcp-proxymcp · devopsExposes 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 yetNo one-command install · Source
846Unrankedremote-mcp-authless-2mcp · devopsDeploys a remote MCP server on Cloudflare Workers without authentication, allowing connection from clients like Claude Desktop via mcp-remote proxy.No signals yetNo one-command install · Source
847Unrankedcheckov-mcpmcp · devopsMCP server for analyzing Checkov results and generating executive explanations of vulnerabilities in Terraform infrastructure.No signals yetNo one-command install · Source
848Unrankedrs-mcp-lunarmcp · devopsEnables BaZi and Zi Wei Dou Shu calculations through a stateless MCP server deployed on Cloudflare Workers, providing tools like bazi_chart and…No signals yetNo one-command install · Source
849Unrankedremote-mcp-server-on-cloudflare-authlessmcp · devopsDeploy an MCP server on Cloudflare Workers without authentication, enabling remote MCP client connections from AI Playground or Claude Desktop via…No signals yetNo one-command install · Source
850Unrankedlucid-lineage-graphrag-mcpmcp · devopsExposes six Neo4j graph tools for tracing data lineage, checking compliance boundaries, and managing audit findings in a simulated infrastructure…No signals yetNo one-command install · Source
851Unrankedrjmlaird-mcpmcp · devopsA remote MCP server template for Cloudflare Workers, enabling easy deployment and connection to AI clients like Cloudflare AI Playground and Claude…No signals yetNo one-command install · Source
852Unrankedopenpouchmcp · devopsAgent-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 yetNo one-command install · Source
853Unrankedshieldly-mcpmcp · devopsEnables AI assistants to analyze AWS IAM policies and CloudFormation templates for security risks.No signals yetNo one-command install · Source
854Unrankedmeal-tracker-mcpmcp · devopsTracks meals for three people with cost calculation, deployable on Render and connectable to ChatGPT.No signals yetNo one-command install · Source
855Unrankedarchway-mcp-servermcp · devopsProvides governance posture assessment, engagement scoping, and R&D risk screening tools via MCP, deployed on Cloudflare Workers.No signals yetNo one-command install · Source
856Unrankedcypht-mcpmcp · devopsCloudflare Worker implementation of the Cypht email MCP, providing eight email tools for account management, email sending, listing, viewing…No signals yetNo one-command install · Source
857Unrankedadios-mcpmcp · devopsEnables interacting with Adios workspaces, previews, builds, logs, and deployments from MCP clients. Hosted service at Adios, no local deployment…No signals yetNo one-command install · Source
858Unrankedllmstxt-doc-searchmcp · devopsLive, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime.No signals yetNo one-command install · Source
859Unrankedlogflare-mcp-code-modemcp · devopsEnables agents to interact with the Logflare API by writing JavaScript functions that run in a Vercel Sandbox, using three tools: search…No signals yetNo one-command install · Source
860Unrankedjson-ui-renderer-mcpmcp · devopsEnables deploying a remote MCP server on Cloudflare Workers without authentication, allowing customization of tools for AI interaction.No signals yetNo one-command install · Source
861Unrankedobsidian-git-sync-mcpmcp · devopsA dockerised, self-hostable host that runs an Obsidian vault headlessly and serves it to MCP clients, with pluggable sync (git first).No signals yetNo one-command install · Source
862Unrankedmcp-powered-ai-assistancemcp · devopsEnables secure execution of Python code, SQL queries, and metric fetching through MCP with ephemeral Docker sandboxing.No signals yetNo one-command install · Source
863Unrankedaws-compliance-mcp-servermcp · devopsEnables LLMs to perform automated compliance scanning of AWS infrastructure against PCI-DSS, CIS, and Well-Architected frameworks. It provides tools…No signals yetNo one-command install · Source
864Unrankedsolsentry-mcpmcp · devopsProvides post-deploy Solana threat intelligence, enabling AI agents to check operators, tokens, and network stats for detecting rug pulls and…No signals yetNo one-command install · Source
865Unrankedproxmox-mcpsmcp · devopsEnables AI assistants to manage Proxmox VE infrastructure, including VMs, containers, storage, network, high availability, replication, SDN, and node…No signals yetNo one-command install · Source
866Unrankedcoolify-mcpmcp · devopsMCP server for Coolify infrastructure management, providing 45 tools for servers, applications, databases, deployments, and diagnostics via natural…No signals yetNo one-command install · Source
867Unrankedobjectstackmcp · devopsConnect Gemini CLI to any ObjectStack deployment over the Model Context Protocol to discover objects, query and change records, and run business…No signals yetNo one-command install · Source
868Unrankedoci-mcp-blueprintmcp · devopsProvides a blueprint for building and deploying Python MCP servers on Oracle Cloud Infrastructure, with sample tools for database schema and data…No signals yetNo one-command install · Source
869Unrankedafr-benchmark-mcpmcp · devopsProvides a template for deploying a remote MCP server on Cloudflare Workers without authentication, enabling customizable tools and integration with…No signals yetNo one-command install · Source
870Unrankedimages-mcpmcp · devopsProvides image generation tools powered by OpenRouter, running on Cloudflare Workers.No signals yetNo one-command install · Source
871Unrankednqs-gemini-imagesmcp · devopsMCP server for image generation and editing powered by Google Gemini, deployable on Cloudflare Workers.No signals yetNo one-command install · Source
872Unrankedhugr-toolsmcp · devopsA monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools across SaaS providers and AWS, with composite tools for security, incident…No signals yetNo one-command install · Source
873Unrankedkube-whisperermcp · devopsAutonomous AI agent for Kubernetes triage and infrastructure management using natural language.No signals yetNo one-command install · Source
874Unrankedaws-infrastructure-mcp-servermcp · devopsEnables Claude AI to automatically audit AWS cloud resource configurations, diagnose security vulnerabilities, and generate high-availability…No signals yetNo one-command install · Source
875Unrankedgrok-mcp-cloudrunmcp · devopsGrok plugin for deploying and managing Google Cloud Run services via MCP tools, slash commands, and a skill.No signals yetNo one-command install · Source
876Unrankedshiply-static-site-hosting-deploymentmcp · devopsInstant web hosting for AI agents. Publish a live site in one call, no account needed.No signals yetNo one-command install · Source
877Unrankedxiaozhi-mcp-bridgemcp · devopsBridges MCP for XiaoZhi AI agent using Cloudflare Workers + Durable Objects, maintaining persistent WebSocket connection and enabling custom tool…No signals yetNo one-command install · Source
878Unrankedfemcp · devopsMulti-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools.No signals yetNo one-command install · Source
879Unrankedhostodo-mcpmcp · devopsManage Hostodo VPS infrastructure from MCP clients and AI agents with scoped tokens and audit logs.No signals yetNo one-command install · Source
880Unrankedagent-labmcp · devopsRun and test agentic systems in isolated Docker sandboxes, varying system prompts, models, and task prompts while capturing full behavior traces via…No signals yetNo one-command install · Source
881Unrankedwovo-mcpmcp · devopsEnables AI agents to deploy HTML pages and manage them (list, archive, move, rename) in a versioned library via MCP tools.No signals yetNo one-command install · Source
882Unrankedself-hosted-pages-mcpmcp · devopsEnables AI assistants to deploy and manage static websites on EdgeOne Pages via the Model Context Protocol.No signals yetNo one-command install · Source
883Unrankedperformance-engineer-mcpmcp · devopsAnalyzes websites like a senior performance engineer and produces prioritized Core Web Vitals recommendations. Provides 16 tools for detailed…No signals yetNo one-command install · Source
884Unrankedmcp-secure-sandboxmcp · devopsProvides a secure, containerized Python sandbox for executing LLM-generated code with multi-layer isolation, along with JSON/CSV validation and…No signals yetNo one-command install · Source
885Unrankedpartner-polarismcp · devopsEnables AI assistants to query, calculate, and benchmark AWS Partner Polaris training depth levels using CSV data.No signals yetNo one-command install · Source
886Unrankedkubewhispermcp · devopsAn AI-DevOps MCP server that gives LLMs read-only-by-default access to Kubernetes clusters, Prometheus metrics, and GitHub Actions, enabling natural…No signals yetNo one-command install · Source
887Unrankedops-copilot-mcpmcp · devopsA self-hosted MCP server providing a governed interface for AI agents to interact with local Docker infrastructure, featuring a two-phase confirm…No signals yetNo one-command install · Source
888Unrankedjupyter-book-writermcp · devopsAutomates Jupyter Book notebook creation by fixing common rendering issues (bold, math, markdown formatting) and provides tools for adding cells…No signals yetNo one-command install · Source
889Unrankeddploymcp · devopsEnables AI agents to deploy applications and manage servers over SSH using natural language commands, with built-in tools for Python bots, Docker…No signals yetNo one-command install · Source
890Unrankedk8s-ops-mcp-servermcp · devopsConnects Claude Desktop to any Kubernetes cluster, enabling natural language queries for diagnostics and operations such as listing pods, viewing…No signals yetNo one-command install · Source
891Unrankedsakenowa-mcp-vercelmcp · devopsEnables querying Japanese sake data (prefectures, sakes, flavors, rankings) via MCP protocol, deployed as a Vercel serverless function.No signals yetNo one-command install · Source
892Unrankedcsoai-dora-nis2-crosswalkmcp · devopsMaps EU DORA and NIS2 regulatory obligations to unified compliance controls for financial and critical infrastructure operators.No signals yetNo one-command install · Source
893Unrankedcsoai-uk-ai-bill-compliancemcp · devopsAutomates compliance audits against the UK AI White Paper's five principles for AI developers and deployers operating in the UK market.No signals yetNo one-command install · Source
894Unrankedskybrainmcp · devopsProvides a shared MCP memory layer for AI clients, backed by Cloudflare Workers and D1, enabling personal Markdown notes management.No signals yetNo one-command install · Source
895Unrankedinfrapilotmcp · devopsEnables infrastructure operations including provisioning, configuration, monitoring, compliance auditing, and auto-remediation through natural…No signals yetNo one-command install · Source
896Unrankedci-sentinelmcp · devopsSecurity auditor for CI ecosystems that detects supply-chain and injection flaws in CI/CD configuration files across seven CI platforms, providing…No signals yetNo one-command install · Source
897Unrankedmcp-dataforgemcp · devopsTurns natural language into data pipeline actions using six specialist agents that collaborate through MCP to build, validate, and monitor data…No signals yetNo one-command install · Source
898Unrankedaws-mcp-gatewaymcp · devopsA minimal, security-focused MCP gateway for connecting ChatGPT to AWS account data through explicit, read-only tools.No signals yetNo one-command install · Source
899Unrankedmcp-chefmcp · devopsEnables AI agents to participate in CodeChef contests by fetching problems, generating and testing solutions in a secure sandbox, and submitting…No signals yetNo one-command install · Source
900Unrankedrepcheckmcp · devopsTrust & reputation infrastructure for AI agents. Two tools: verify_agent returns trust scores and job history for any agent, report_outcome records…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