Open-source AI layer for governing, validating, and safely shipping data-orchestration jobs (Databricks, Airflow, dbt, Snowflake Tasks) with Claude Code
Project description
jobwright
An open-source AI layer for governing, validating, and safely shipping data-orchestration jobs with Claude Code.
jobwright treats your jobs — Databricks Jobs, Airflow DAGs, dbt jobs, Snowflake Tasks — as deployable artifacts that deserve a governed lifecycle: a catalog you can recall before you rebuild, architecture-compliance scanning, a per-job validation gate, and a deploy-safety guard that pauses for confirmation before destructive commands — so a stale-definition overwrite can't happen unattended.
Five-minute quickstart
pip install jobwright # or: uvx jobwright
# Claude Code plugin (skills + hooks):
# /plugin marketplace add kyle-chalmers/jobwright
# /plugin install jobwright@jobwright
jobwright init # the setup wizard: detects your platform, asks ≤5 questions,
# writes a validated jobwright.config.yaml (rest = commented defaults)
jobwright doctor # verify config + environment (a missing CLI degrades, doesn't block)
jobwright jobs-index # build the catalog: jobs/JOBS.md + OBJECTS.md
Then work through the front door:
/start-job BI-813 "Remitter Report"
One command owns the lifecycle — it recalls prior work from the catalog, scaffolds (or resumes)
the job, drafts its documentation from the code, gates it with jobwright validate-job, and
routes to /safe-deploy when it's ready to ship.
The skills
| Skill | What it does |
|---|---|
| /start-job | the front door: recall → scaffold or open → document → build → validate → route to deploy |
| /setup | configure a repo (the init wizard) or adopt one that already has jobs |
| /document-job | bring a job's docs up to the gate by inspecting the code — you only answer what the code can't |
| /safe-deploy | the only sanctioned deploy: validates first, diffs live-vs-repo, checks active runs, confirms side-effects |
| /triage-failure | investigate a failed run, classify it, propose a scoped fix |
| /architecture-audit | scan for deprecated-schema references and layer violations (no DB connection) |
| /build-jobs-index | regenerate the deterministic catalog (JOBS.md + OBJECTS.md; CI-gateable with --check) |
Old v0.0.x names (/onboard, /configure-workspace, /scaffold-job, /validate-job) still work
as deprecated aliases — see the changelog for the rename map and upgrade path.
What keeps you safe
- A deploy-safety guard that announces itself at session start and pauses before destructive
job/SQL commands — deletes, resets, drops, destructive SQL (even hidden in a
-ffile). It defends against shell-quote and full-path evasion, and it fails open: it only ever adds a confirmation. - A validation gate a deploy can't skip.
/safe-deployrunsjobwright validate-jobbefore anything else touches the platform; the same gate runs in/start-joband CI. - Drift detection before overwrite.
jobwright diff-jobcompares the live definition to the repo's before a deploy, because repo files go stale — and a stale reset has broken production jobs. On platforms that deploy straight from git it tells you so and points atgit diff. - Graceful degradation. No platform CLI on PATH? Every file-based check (validation, catalog,
compliance scan) still works;
doctornames exactly what the live steps need.
Works with your platform
Databricks Jobs, Snowflake Tasks, Apache Airflow, and dbt ship as adapters; the checks and the
guard are platform-agnostic. See examples/ for runnable Databricks and
Airflow + BigQuery sample repos, jobwright.config.example.yaml
for the full documented config, and docs/architecture.md for the
two-seam model, deploy models, and how to add a platform (two files).
Complementary, not overlapping with ticketwright. ticketwright governs ticket-driven analysis work; jobwright governs the jobs themselves — definitions, compliance, and safe deploys. ticketwright's "pause before any prod job deploy" gotcha is exactly the hand-off to jobwright's
/safe-deploy. Third kit in the family with streamsnow.
CLI
jobwright init [--yes] [--force] | doctor | jobs-index [--check]
validate-job <folder> [--offline] | diff-job <job>
check {syntax|job-defs|deps|architecture|docs} <paths>
new-job <ticket> "<name>" | gen-agents
Status
Alpha. Publishing is gated on a security/leak review — see docs/PUBLISHING.md.
MIT licensed.
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