MCP server

Shoulders includes an MCP server (shoulders-mcp-server/) for AI assistants and MCP-compatible clients. It talks directly to the Kubernetes API and integrates with Loki and Tempo.

{
  "mcpServers": {
    "shoulders": {
      "command": "npx",
      "args": ["github:jherreros/shoulders-mcp-server"]
    }
  }
}

Tools include workspace/app CRUD, infra provisioning, platform status, cluster management, Loki logs and Tempo traces. Crossplane schemas and example manifests are exposed as MCP resources.

See shoulders-mcp-server/README.md for the full tool list.