Ext Ops Panel
Open dashboard

Willform Agent

Deploy containers on Kubernetes with x402 billing. 9 workload types and source builds.

MCP server · by willform.ai

About

Willform Agent is an MCP server published by willform.ai. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-13.

What it asks for

  • Runs remotely

None of the marketplaces we read publishes its tools or the settings it asks for.

Requires: Authorization header

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

A one-click link opens the client, which asks you to confirm before it adds the server.

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a remote MCP server

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --transport http willform-agent https://agent.willform.ai/api/mcp --header "Authorization: Bearer <YOUR_TOKEN>"
Codex~/.codex/config.toml
[mcp_servers.willform-agent]
url = "https://agent.willform.ai/api/mcp"
http_headers = { "Authorization" = "Bearer <YOUR_TOKEN>" }
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "willform-agent": {
      "url": "https://agent.willform.ai/api/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_TOKEN>"
      }
    }
  }
}

Replace the values in angle brackets with your own. We show the names of the settings, never values.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 1.0.0 No figure published Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

What changed

Nothing has moved on this plugin since we started watching it.

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • WhiteCapData-Dev io.github.Michael-WhiteCapData/WhiteCapData-Dev

    Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP server.

    by Michael-WhiteCapData · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Ownkube

    Deploy and run apps, workers, jobs, Postgres, and Valkey on Ownkube from your coding agent.

    by ownkube.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Qovery MCP Server

    Deploy apps and manage Kubernetes on AWS, GCP, Azure, and On-Premise with natural language.

    by qovery.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • k8s AIops

    Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audit labels.

    by AIops-tools · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Amazon ECS MCP Server

    AI-powered Amazon ECS workload management

    by ecs-mcp.us-east-1.api.aws · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Containerization Assist

    TypeScript MCP server for AI-powered containerization workflows with Docker and Kubernetes support

    by Azure · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • KubeStellar MCP

    AI-powered Kubernetes diagnostics, RBAC analysis, security checks, and app deployment via MCP

    by kubestellar · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • KSail

    SDK for creating, managing, and operating Kubernetes clusters and workloads with ease.

    by devantler-tech · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • K8s MCP Server (Go)

    Safe Kubernetes access for AI agents via MCP. Read-only by default, with explicit permission modes.

    by kaneg · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Komodo MCP Server

    MCP server for Komodo - manage Docker containers, servers, stacks, and deployments via AI

    by MP-Tool · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • defang

    Deploy any Docker Compose app to your own cloud account on AWS or GCP in minutes. The `/defang:deploy` skill guides you through the full workflow. Your code and secrets never…

    by DefangLabs · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • cpln

    Deploy and manage workloads on Control Plane — the AI-native virtual cloud spanning AWS, GCP, Azure, OCI, and bare metal under one API. Ships 23 skills, 8 guided agents…

    by controlplane-com · Plugin bundle

    Listed on: Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • rubixkube

    Site Reliability Intelligence for modern infrastructure. Investigate incidents, review evidence-backed root cause analyses, and track remediation across Kubernetes, AWS, GCP…

    by rubixkube-io · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • armo-ctrl

    Drive the ARMO Cloud and Kubernetes security platform from natural language: incidents, CVEs, posture, runtime, and policies, with dry-run safety on every mutation.

    by armosec · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • Cloud FinOps Skill & MCP

    Cloud cost + FinOps knowledge for AI agents: AWS/Azure/GCP optimisation, AI spend, waste playbooks.

    by OptimNow · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • mcp-tunnels

    Connect Claude to a private MCP server through an Anthropic MCP tunnel. The /create-docker-mcp-tunnel command drives the Docker Compose quickstart end to end: certificates, proxy…

    by Anthropic · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • aws-agents

    Build, deploy, and operate AI agents on AWS. Skills for scaffolding agents with Amazon Bedrock AgentCore, connecting tools, memory, policies, evaluation, debugging, and production…

    by aws · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • azure

    Transform Claude into an Azure expert. This plugin integrates the Azure MCP server and specialized Azure skills to move beyond generic advice. It enables Claude to perform…

    by microsoft · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes nearly the same job

  • Dynatrace

    Dynatrace observability skills: DQL query patterns, application and infrastructure monitoring, log analysis, problem investigation, and incident response workflows, with the…

    by Dynatrace · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • Terraform

    Generate more accurate Terraform and automate workflows for HCP Terraform and Terraform Enterprise

    by hashicorp · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • Grafana Cloud MCP

    Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.

    by grafana · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • render

    Deploy, debug, and monitor applications on Render. Includes skills, an agent, slash commands, and a render.yaml validation hook.

    by render-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • buildkite

    Official Buildkite skills for Claude Code, Cursor, and other AI coding agents — pipelines, migration, preflight, agent runtime, CLI, and API

    by buildkite · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • SigNoz

    Official SigNoz plugin for MCP setup, docs, queries, dashboards, and alerts

    by SigNoz · Plugin bundle

    Listed on: Claude: knowledge-work-plugins · Describes nearly the same job

  • datadog

    Use Datadog directly in Claude Code through a preconfigured Datadog MCP server. Query logs, metrics, traces, dashboards, and more through natural conversation. This plugin is in…

    by datadog-labs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • Cloudflare

    Cloudflare platform plugin with curated skills for Workers, Wrangler, and Agents SDK plus the official Cloudflare API MCP server.

    by Cloudflare · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Temporal

    Comprehensive skill for the entire Temporal lifecycle — developing applications, using the Temporal CLI, running and managing Temporal Server, and working with Temporal Cloud.

    by Temporal · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • crowdstrike-falcon-foundry

    CrowdStrike Falcon Foundry development skills for building cybersecurity applications on the Falcon platform. Includes UI development, collections, functions, workflows, API…

    by CrowdStrike · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Codex: openai-curated (openai/plugins), Copilot CLI: github/awesome-copilot, Community GitHub marketplaces, Claude Code: claude-plugins-community · Describes nearly the same job

  • Datadog (Preview)

    Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production…

    by Datadog · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • aks-skills

    AKS operational skills for troubleshooting, known issues, GPU inference, and packet capture.

    by Microsoft · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • aws-agents

    Build, deploy, and operate AI agents on AWS. Skills for scaffolding agents with Amazon Bedrock AgentCore, connecting tools, memory, policies, evaluation, debugging, and production…

    by aws · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • azure

    Transform Claude into an Azure expert. This plugin integrates the Azure MCP server and specialized Azure skills to move beyond generic advice. It enables Claude to perform…

    by microsoft · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes nearly the same job

  • Dynatrace

    Dynatrace observability skills: DQL query patterns, application and infrastructure monitoring, log analysis, problem investigation, and incident response workflows, with the…

    by Dynatrace · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • 4da-mcp-server io.github.4DA-Systems/4da-mcp-server

    Upgrade intelligence for AI agents: what an upgrade changes, where it touches your code, CVE scans.

    by 4DA-Systems · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • connector-namespaces

    Interactive GitHub Copilot canvas for discovering, connecting, and managing hosted MCP servers from an Azure Connector Namespace.

    by Azure · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • azure

    Transform Claude into an Azure expert. This plugin integrates the Azure MCP server and specialized Azure skills to move beyond generic advice. It enables Claude to perform…

    by microsoft · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes nearly the same job

  • devops-oncall

    A focused set of prompts, instructions, and a chat mode to help triage incidents and respond quickly with DevOps tools and Azure resources.

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • datadog

    Use Datadog directly in Copilot / VS Code through a preconfigured Datadog MCP server. Query logs, metrics, traces, dashboards, and more through natural conversation.

    by datadog-labs · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • foundry-hosted-agent-copilotkit

    Build CopilotKit + AG-UI web apps on Microsoft Foundry hosted agents (Microsoft Agent Framework): wiring, native Foundry primitives, human-in-the-loop approvals, azd deploy, and…

    by Sunil Sattiraju · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • mcp-apps

    Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • mobile-app

    Build and deploy Power Apps code apps for mobile using Expo (React Native), with native device functionality and Power Platform connectors

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

Has a listing on Cursor: cursor/plugins (5)
  • Orchestrate

    Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Agent Compatibility

    CLI-backed repo compatibility scans plus agents that audit startup, validation, and docs against reality.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Cursor SDK

    Build apps, scripts, and automations with the TypeScript SDK.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Create Plugin

    Scaffold and validate new agent plugins.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Origin Apps

    Skills for building on the Cursor Origin API. Fetch the live spec first, then follow the Origin rules for credentials, scopes, webhooks, paging, and errors. Includes a skill that…

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Kubernetes

    Connect to a Kubernetes cluster and manage it.

    by Flux159 · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Kubectl

    MCP Server that enables AI assistants to interact with Kubernetes clusters via kubectl operations.

    by rohitg00 · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Azure Kubernetes Service (AKS)

    Azure Kubernetes Service (AKS) official MCP server.

    by Azure · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Inspektor Gadget

    AI interface to troubleshoot and observe Kubernetes/Container workloads.

    by inspektor-gadget · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • testkube-mcp io.github.kubeshop/testkube-mcp

    MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants

    by kubeshop · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • WhiteCapData-Dev io.github.Michael-WhiteCapData/WhiteCapData-Dev

    Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP server.

    by Michael-WhiteCapData · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Ownkube

    Deploy and run apps, workers, jobs, Postgres, and Valkey on Ownkube from your coding agent.

    by ownkube.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Qovery MCP Server

    Deploy apps and manage Kubernetes on AWS, GCP, Azure, and On-Premise with natural language.

    by qovery.com · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • k8s AIops

    Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audit labels.

    by AIops-tools · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Amazon ECS MCP Server

    AI-powered Amazon ECS workload management

    by ecs-mcp.us-east-1.api.aws · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Is this your plugin?

Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built