Armory
Source

Leaderboard

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

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
Sort
ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

1,377 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
901Unrankedrnaseq-mcpmcp · devopsEnables analysis of bulk RNA-seq data using natural language queries, executing R and Python in a Docker container with automatic sample anonymization…No signals yetNo one-command install · Source
902Unrankedvibe-code-mcpmcp · devopsConnects 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 yetNo one-command install · Source
903Unrankedlatent-defense-mcp-servermcp · devopsConnects Claude Code to a Latent Defense deployment to map GitHub repositories into an infrastructure graph, discover attack paths using the JEPA…No signals yetNo one-command install · Source
904Unrankedverditnxtgenmcp · devopsA cryptographic sidecar proxy that tests MCP tools for OWASP vulnerabilities before deployment. Automatically sandbox and audit your AI agents' tool…No signals yetNo one-command install · Source
905Unrankedykshah1309-global-sentinelmcp · devopsAggregates Polymarket, GDELT, OpenSky, and Cloudflare Radar for real-time global intelligence.No signals yetNo one-command install · Source
906Unrankedcloud71-mcp-connectormcp · devopsEnables AI assistants to deploy generated files (HTML, PDF, images, etc.) directly to cloud71 hosting, returning a public URL, and manage cloud71…No signals yetNo one-command install · Source
907Unrankedfirefly-iii-mcp-server-cloudflare-workermcp · devopsEnables AI tools to interact with Firefly III personal finance manager through the MCP protocol, deployed globally on Cloudflare Workers for low…No signals yetNo one-command install · Source
908Unrankeddaemoonmcp · devopsEnables AI coding agents to access and manage multiple dev infrastructure providers (Vercel, GitHub, Supabase, Cloudflare, GCP) through a single MCP…No signals yetNo one-command install · Source
909Unrankeddaemoon-2mcp · devopsGives AI coding agents (Claude Code, Cursor, etc.) unified, secure access to dev infrastructure (Vercel, GitHub, Supabase, Cloudflare, GCP) via a…No signals yetNo one-command install · Source
910Unrankedgemini-sidekickmcp · devopsA remote MCP connector deployed as a Cloudflare Worker that gives Claude access to Google Gemini models, enabling image generation/editing, model…No signals yetNo one-command install · Source
911Unrankedmcp-gateway-sandboxmcp · devopsEnables executing arbitrary code and Postman collections in isolated Docker sandboxes via an MCP server, with a real-time web dashboard for…No signals yetNo one-command install · Source
912Unrankedinfra-mcpmcp · devopsMCP server that wraps Docker, Caddy, and GitHub Actions operations on a remote VPS, enabling Claude to take read-then-write-with-confirmation…No signals yetNo one-command install · Source
913Unrankedbcdockermcp · devopsMCP server for managing Business Central Docker containers, enabling AI assistants to list, create, test, and manage BC sandboxes via natural…No signals yetNo one-command install · Source
914Unrankedr2-bucket-mcpmcp · devopsEnables file operations (upload, download, list, delete) on Cloudflare R2 (S3-compatible) storage, with dedicated APK upload tool.No signals yetNo one-command install · Source
915Unrankedploi-io-mcp-servermcp · devopsEnables managing Ploi.io servers, sites, databases, and Docker containers through the Ploi API, supporting both local stdio and remote Cloudflare…No signals yetNo one-command install · Source
916Unrankedvindata-mcp-servermcp · devopsRemote MCP server with built-in GitHub OAuth, deployed on Cloudflare Workers, enabling tools like addition, GitHub user info, and image generation…No signals yetNo one-command install · Source
917Unrankedprismsremcp · devopsPrismSRE is an AI-powered Kubernetes troubleshooting agent that uses Google's Gemini models and the Model Context Protocol to provide autonomous…No signals yetNo one-command install · Source
918Unrankedmcp-eval-harnessmcp · devopsMCP-based code evaluation harness — sandboxed execution + LLM quality scoring.No signals yetNo one-command install · Source
919Unrankedsandbox-seedmcp · devopsSalesforce sandbox seeding, built for AI agents. SOQL-driven org-to-org record copy with automatic dependency-graph walking, cross-org FK remapping…No signals yetNo one-command install · Source
920Unrankedpy-sandboxmcp · devopsEnables AI agents to execute arbitrary Python code securely in a sandboxed environment with resource limits and security constraints via MCP protocol.No signals yetNo one-command install · Source
921Unrankedremote-mcp-google-chat-servermcp · devopsA remote MCP server for Google Chat, deployed on Cloudflare Workers without authentication, enabling tool execution via MCP protocol.No signals yetNo one-command install · Source
922Unrankedcsoai-org-dockerfile-generator-ai-mcpmcp · devopsAI-powered Dockerfile and container configuration generation tools.No signals yetNo one-command install · Source
923Unrankedcsoai-org-devops-ai-mcpmcp · devopsAI-powered DevOps workflow automation and infrastructure management tools.No signals yetNo one-command install · Source
924Unrankedcsoai-org-ci-cd-generator-ai-mcpmcp · devopsAI-powered CI/CD pipeline generation and configuration tools.No signals yetNo one-command install · Source
925Unrankedsolenticmcp · devopsNative Solana staking infrastructure for AI agents with 26 MCP tools, one-shot signing, and webhook monitoring.No signals yetNo one-command install · Source
926Unrankedultramem-mcpmcp · devopsGive any MCP client durable, cross-session memory by exposing an UltraMem deployment's memory layer.No signals yetNo one-command install · Source
927Unrankedremote-mcp-server-authless-4mcp · devopsA remote MCP server deployed on Cloudflare Workers without authentication, enabling custom tools and connectivity to AI Playground and Claude Desktop.No signals yetNo one-command install · Source
928Unrankedhugo-llms-mcpmcp · devopsA 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 yetNo one-command install · Source
929Unrankeddocker-kubernetes-mcp-servermcp · devopsEnables AI assistants to manage Docker containers and Kubernetes resources through natural language, supporting operations like container management…No signals yetNo one-command install · Source
930Unrankedcloudflare-deployermcp · devopsAn MCP server that enables Claude to deploy full-stack web apps to Cloudflare, including databases, authentication, and file storage, directly through…No signals yetNo one-command install · Source
931Unrankedtech-iconsmcp · devopsMCP server exposing 3100+ cloud technology icons (AWS, Azure, GCP, Microsoft, CNCF, Devicon) with 3-tier search and multiple output formats for…No signals yetNo one-command install · Source
932Unrankedmcp-cloudflare-crunchtoolsmcp · devopsA secure MCP server for managing Cloudflare DNS records, transform rules, page rules, and cache via natural language, with robust token handling and…No signals yetNo one-command install · Source
933Unrankedclaude-iac-mcp-servermcp · devopsEnables AI agents to query an approved Terraform module registry and generate compliant Azure infrastructure code. It provides tools for module…No signals yetNo one-command install · Source
934Unrankediron-cannonmcp · devopsAn MCP-powered compliance copilot for SaaS stacks, enabling structured audit workflows including stack detection, module wiremapping, implementation…No signals yetNo one-command install · Source
935Unrankedaws-notebook-runner-mcpmcp · devopsEnables running Jupyter notebooks on temporary AWS compute (EC2 + SSM) with cost estimation, dry-run planning, progress reporting, and automatic…No signals yetNo one-command install · Source
936Unrankedcloudwatch-mcpmcp · devopsProvides AI assistants with read-only access to AWS CloudWatch Logs for production debugging and log analysis, enabling error searching and bug report…No signals yetNo one-command install · Source
937Unrankedsynlakemcp · devopsCompare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure for AI agents.No signals yetNo one-command install · Source
938Unrankedsynlake-mcp-servermcp · devopsEnables AI agents to discover, evaluate, and provision cloud infrastructure across AWS, GCP, and Azure with cross-cloud normalization, cost…No signals yetNo one-command install · Source
939Unrankedsift-mcp-docker-editionmcp · devopsEnables digital forensics investigation by exposing SANS SIFT tools (The Sleuth Kit, Volatility 3, Plaso, etc.) as callable MCP tools, running in a…No signals yetNo one-command install · Source
940Unrankedscorton-mcpmcp · devopsMCP server for behavioral cybersecurity and AI risk scoring in financial workflows, deployed on Cloudflare Workers.No signals yetNo one-command install · Source
941Unrankedpolicypulse-mcpmcp · devopsPolicyPulse connects your AI assistant directly to your Kubernetes policy engines. Instead of switching between three dashboards and two CLIs, you ask…No signals yetNo one-command install · Source
942Unrankeddoubao-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 yetNo one-command install · Source
943Unrankedweathgardsmcp · devopsExposes MCP tools that enable remote LLMs to query local Docker containers, OS processes, and system services in real time.No signals yetNo one-command install · Source
944Unrankedremote-mcp-server-authless-3mcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, enabling tools to be used via AI Playground or Claude Desktop.No signals yetNo one-command install · Source
945Unrankedjasonwilbur-cloud-regionsmcp · devopsCloud region data for AWS, Azure, GCP, OCI, and 10 more providers. Query 267 regions by location, compliance, GPU availability, and sustainability.No signals yetNo one-command install · Source
946Unrankedmodal-mcp-servermcp · devopsConnects AI agents to Modal.com infrastructure, allowing management of deployments, apps, containers, volumes, secrets, and environments via MCP…No signals yetNo one-command install · Source
947Unrankedcloud-vm-mcpmcp · devopsManages and views virtual machines across multiple cloud providers (AWS, Azure, Alibaba Cloud). Enables AI assistants to list, inspect, and control…No signals yetNo one-command install · Source
948Unrankedk8s-manifest-auditmcp · devopsStatic audit of Kubernetes manifests via MCP, powered by kube-linter. Returns structured reports with severity, check ID, category, message, and…No signals yetNo one-command install · Source
949Unrankeddocker-compose-auditmcp · devopsAudits docker-compose.yml files for security misconfigurations, providing severity ratings, remediation text, and YAML fix snippets for AI agents.No signals yetNo one-command install · Source
950Unrankedvivioomcp · devopsBrowse and interact with Vivioo's AI agent trust infrastructure — directory, jobs, verification, and 360 feedback.No signals yetNo one-command install · Source
951Unrankedtypescript-mcp-server-boilerplatemcp · devopsA boilerplate for building and deploying MCP servers on Vercel, featuring example tools like greeting, calculator, weather, and Hugging Face image…No signals yetNo one-command install · Source
952Unrankedmcp-devops-servermcp · devopsEnables AI assistants to perform DevOps tasks including Kubernetes management, cloud provider operations, CI/CD, security scanning, and infrastructure…No signals yetNo one-command install · Source
953Unrankednewplanetww-commerce-startermcp · devopsBoilerplate Python MCP server with e-commerce capabilities — product catalog browsing, keyword search, and checkout initiation, deployable to Vercel.No signals yetNo one-command install · Source
954Unrankedclaude-aws-mcpmcp · devopsEnables natural language control of AWS resources (EC2, Security Groups, S3, Bedrock, etc.) directly from Claude Desktop or Claude Code.No signals yetNo one-command install · Source
955Unrankedsota-deploymcp · devopsDeploy and manage web applications via AI agents through the sota.io platform.No signals yetNo one-command install · Source
956Unrankedsota-io-mcpmcp · devopsEnables AI agents to deploy, manage, and configure web applications on sota.io, including project creation, deployment, environment variables, custom…No signals yetNo one-command install · Source
957Unrankedsafety-replaymcp · devopsSafety replays, policy gates, evaluation receipts, and release evidence for AI agent deployments.No signals yetNo one-command install · Source
958Unrankedagent-data-boundarymcp · devopsPermission boundary mapping, sensitive field flagging, and data access receipts for AI agent deployments.No signals yetNo one-command install · Source
959Unrankedtierproxymcp · devopsMulti-provider proxy infrastructure for AI and ML with geo-routing, sessions, cost-aware routing, and usage tools.No signals yetNo one-command install · Source
960Unrankedlazymac2x-agent-memorymcp · devopsPersistent key-value memory store for AI agents, deployed via Cloudflare Workers with REST and MCP interfaces.No signals yetNo one-command install · Source
961Unrankedmcp-localstack-servermcp · devopsProvides conversational access to LocalStack AWS services (S3, DynamoDB, Lambda, SQS) through natural language, enabling local cloud infrastructure…No signals yetNo one-command install · Source
962Unrankedgetmycertmcp · devops13,000+ IT certification practice questions for AI agents (AWS, Azure, GCP, CompTIA, CISSP, PMP, Kubernetes, Terraform, Cisco, Salesforce)…No signals yetNo one-command install · Source
963Unrankedbch1212-agenttrustmcp · devopsTrust scores and reputation infrastructure for agent-to-agent transactions — register identities, record transactions, and verify counterparty trust.No signals yetNo one-command install · Source
964Unrankedmemory-mcp-workermcp · devopsCloudflare Worker implementing MCP protocol for cross-device memory/knowledge graph access.No signals yetNo one-command install · Source
965Unrankedpinionmcp · devopsAI-powered characterization test generator that reads Python functions or class methods, synthesizes inputs, captures behavior in a sandbox, and emits…No signals yetNo one-command install · Source
966Unrankedcrowvaultmcp · devops327 developer tools via MCP for generating Dockerfiles, schemas, Kubernetes configs, APIs, and more.No signals yetNo one-command install · Source
967Unrankeddrifthound-mcp-servermcp · devopsEnables Claude to discover and understand infrastructure-as-code drift by listing projects with drift, analyzing Terraform plan outputs, and providing…No signals yetNo one-command install · Source
968Unrankedhiveconsciousnessmcp · devopsSystem self-awareness, health monitoring, and autonomous self-repair for agent infrastructure.No signals yetNo one-command install · Source
969Unrankedremote-mcp-server-authless-12mcp · devopsDeploys a remote MCP server on Cloudflare Workers without authentication, allowing tools to be used from clients like Cloudflare AI Playground or…No signals yetNo one-command install · Source
970Unrankedappium-mcpmcp · devopsProfessional mobile test automation framework with AI-powered test generation, Page Object Model support, and AWS Bedrock integration.No signals yetNo one-command install · Source
971Unrankedmcp-deploy-intelmcp · devopsProvides Kubernetes deployment intelligence with typed query tools and AI-synthesized risk briefs, enabling users to list workloads, get detailed…No signals yetNo one-command install · Source
972Unrankedproxmox-lab-mcpmcp · devopsProxmox home lab management MCP server that enables Claude Code to manage Proxmox VMs, Terraform, Ansible, Kubernetes, ArgoCD, and other lab utilities…No signals yetNo one-command install · Source
973Unrankedsendfox-mcpmcp · devopsA remote MCP server template deployable on Cloudflare Workers without authentication, allowing you to define custom tools and connect to MCP clients…No signals yetNo one-command install · Source
974Unrankedredactor-mcpmcp · devopsWraps AWS Comprehend for PII detection and redaction, allowing users to upload files and remove PII via natural language in Claude Desktop.No signals yetNo one-command install · Source
975Unrankedth1234th-devopsmcp · devopsDevOps automation platform implementing MCP with integrations for Docker, Kubernetes, and AWS, featuring LLM-powered natural language automation.No signals yetNo one-command install · Source
976Unrankedmcp-server-terraformmcp · devopsAn MCP server that exposes Terraform CLI operations as tools for Claude and other MCP-compatible AI assistants, enabling AI-driven…No signals yetNo one-command install · Source
977Unrankedgcp-infrastructure-mcp-servermcp · devopsProvides 30+ read-only tools for querying Google Cloud Platform infrastructure, designed for AI assistants and Terraform workflows.No signals yetNo one-command install · Source
978Unrankederen-solutions-report-needsmcp · devopsInfrastructure demand signal collection from AI agents encountering capability gaps.No signals yetNo one-command install · Source
979Unrankedworph-trellomcp · devopsManages Trello boards, lists, cards, comments, checklists, and attachments via Dockerized HTTP transport with Beacon discovery.No signals yetNo one-command install · Source
980Unrankedgh-rmishracloud-kubernetesmcp · devopsManage Kubernetes clusters with pod listing, log retrieval, and deployment operations.No signals yetNo one-command install · Source
981Unrankedmcp-waitmcp · devopsProvides 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 yetNo one-command install · Source
982Unrankeddoris-mcp-server-on-aws-agentcoremcp · devopsDeploys 25 MCP tools for Apache Doris, enabling SQL execution, metadata queries, monitoring, and data governance over HTTPS via AWS Bedrock AgentCore…No signals yetNo one-command install · Source
983Unrankedremote-mcp-server-authless-11mcp · devopsDeploy 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 yetNo one-command install · Source
984Unrankedmxkhec01-dokploy-mcp-bridgemcp · devopsDocker sidecar MCP server for Dokploy deployments with database queries, Docker operations, and container telemetry.No signals yetNo one-command install · Source
985Unrankednl2shell-sandbox-bashmcp · devopsExecutes bash commands in sandboxed Docker containers with network isolation, capability dropping, and command blocklisting.No signals yetNo one-command install · Source
986Unrankedmcp-server-aws-devopsmcp · devopsReference implementation for deploying MCP servers to AWS Lambda with Streamable HTTP transport and CDK infrastructure.No signals yetNo one-command install · Source
987Unrankedynishi-boxed-analysismcp · devopsContainer-sandboxed code analysis running in Docker via MCP.No signals yetNo one-command install · Source
988Unrankedjosephtandle-cloudflaremcp · devopsMCP server enabling AI assistants to manage Cloudflare infrastructure including DNS records, cache purging, Workers, SSL, and analytics.No signals yetNo one-command install · Source
989Unrankeddevops-dashboard-mcp-servermcp · devopsEnables AI assistants to monitor and manage Linux infrastructure including services, logs, processes, disk, memory, ports, cron, nginx, Docker, and…No signals yetNo one-command install · Source
990Unrankedmaryadawson-code-integritypulsemcp · devopsVerified cloud cost forecasting for AI agents across AWS, GCP, and Azure.No signals yetNo one-command install · Source
991Unrankedterrormcp · devopsTerror is an agentic Terraform replacement that lets you provision and manage cloud infrastructure through natural language, using a stateless…No signals yetNo one-command install · Source
992Unrankedoijusti-k8s-port-forwardmcp · devopsKubernetes port forwarding management for services and pods with lifecycle control.No signals yetNo one-command install · Source
993Unrankedrefinex-mcpmcp · devopsEnables querying live AWS spot price arbitrage signals and suppression logs directly in Claude Code or any MCP-compatible AI tool.No signals yetNo one-command install · Source
994Unrankedguhcostan-stravamcp · devopsStrava training data access deployed on Cloudflare Workers.No signals yetNo one-command install · Source
995Unrankedvirtualizemcp · devopsFree, cross-platform VM orchestration for AI workflows with built-in MCP integration, sandboxed code execution, and compliance-ready architecture (SOC…No signals yetNo one-command install · Source
996Unrankeddocker-release-informationmcp · devopsProvides Docker Desktop release notes and security informationNo signals yetNo one-command install · Source
997Unrankedwirternow-agent-bankmcp · devopsFinancial infrastructure for autonomous AI agents with self-custody wallets, USDC transfers, collateralized lending, job marketplace, and price…No signals yetNo one-command install · Source
998Unrankedponzumcp · devopsERC-20 token launchpad on Ethereum for deploying tokens, managing presales, swapping, and farming via AI agents.No signals yetNo one-command install · Source
999Unrankedauth-less-remote-mcp-servermcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, easily add custom tools, and connect to AI Playground or Claude Desktop.No signals yetNo one-command install · Source
1000Unrankedsandbox-agentmcp · devopsEnables code execution in isolated Docker containers with persistent IPython, Node.js, or R kernels, supporting file import/export and cross-session…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