CI/CD & Coding Agents
qumod is engineered specifically for deterministic execution in automation pipelines and AI coding agent environments (such as Claude Code, Antigravity, and Cursor).
Exit Codes
qumod enforces strictly standard process exit codes:
GitHub Actions Integration
Use this recipe to deploy or manage projects in a GitHub Actions workflow:.github/workflows/deploy.yml
GitLab CI Integration
.gitlab-ci.yml
Coding Agent Recipes (Claude Code, Antigravity, Copilot)
When delegating commands to automated coding agents:- Always enable
--json: Ensures deterministic parsability of responses. - Handle API URL overrides: When developing against local testbeds, pass
--api-url http://localhost:8080or setQUMO_API_URL. - Parse stdout and stderr separately: Informational banners are logged to
stderr, while pure JSON payloads are written cleanly tostdout.