continuous-claude vs GitHub Actions for Loops
continuous-claude runs an autonomous agent loop with cost, time, and iteration caps. A GitHub Actions workflow runs your validation on a schedule or trigger but does not run an autonomous agent. Use Actions to validate; use continuous-claude (with caps and human approval) to iterate.
Why it matters
They solve different halves of a loop. Actions is a safe, official way to run checks on a cadence; continuous-claude is the part that actually iterates toward a goal. Mixing them up leads to either an agent with no schedule or a schedule with no agent.
continuous-claude vs GitHub Actions
| Aspect | continuous-claude | GitHub Actions |
|---|---|---|
| Runs an agent? | Yes (Claude Code / Codex) | No — runs your commands |
| Trigger | Manual or your script | Schedule or event (cron, push, PR) |
| Cost control | --max-cost, --max-runs, --max-duration | Job timeout-minutes |
| Stops on | Caps, stall threshold, completion signal | Command exit code |
| Merge | Manual (keep human approval) | Manual (do not auto-merge) |
| Best for | Iterating toward a goal | Validating checks safely |
| Maturity | Community (MIT) | Official (GitHub) |
Which to use
- 01Need to iterate toward a goal autonomously?continuous-claude (with caps)
- 02Just need to run validation on a schedule?GitHub Actions
- 03Both?Actions validates; continuous-claude iterates — keep human approval to merge
Practical checklist
- Use GitHub Actions to run validation on a schedule or trigger
- Use continuous-claude to iterate toward a goal with caps
- Always set --max-cost / --max-duration on the agent loop
- Keep merge manual — neither should auto-merge without review
- Give the Actions job a timeout-minutes safety limit
Example
A nightly GitHub Actions job runs pnpm lint && pnpm test and reports. Separately, a developer runs continuous-claude --max-runs 5 --max-cost 5 to fix what the job flagged, then reviews and merges by hand.
Common failure modes
Related templates
FAQ
Not on its own. A workflow runs the commands you define. You can invoke an agent CLI from a step, but the safe default — and what the GitHub Actions skeleton here produces — is to validate checks only, not run an autonomous agent.