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OpenClaw GitHub Stale Issue Cleanup: Automate Backlog Hygiene with Human Review

This case identifies inactive GitHub issues on a fixed cadence, generates closure candidates for maintainers, and keeps issue backlogs manageable without fully automated blind closing.

Updated: 2026-03-12

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Target users

What it does

  • Scans open GitHub issues on a schedule and flags inactivity beyond a defined threshold (for example, 30 days).
  • Produces a candidate list for human maintainers instead of directly closing everything.
  • Supports a warn-then-close flow so contributors have a response window before closure.

Skills You Need

  • GitHub

Pain Point

Issue backlogs keep growing, but manual triage is irregular and expensive. Repositories often carry many inactive issues that hide high-priority work and slow down maintenance decisions.

Core value of this case

This case turns backlog cleanup into a repeatable operating routine. It reduces issue noise, preserves human control for final closure decisions, and keeps repository health visible over time.

Typical scenarios

  • Weekly maintenance for medium/large open-source repositories.
  • Team workflows where maintainers want cleanup suggestions, not automatic mass closure.
  • Repositories with recurring “abandoned issue” accumulation.

How to setup

  1. Define inactivity policy (for example, stale after 30 days, close 14 days after stale warning).
  2. Run a scheduled workflow that applies the stale label and warning comment.
  3. Route stale candidates to a maintainer review step before final close.

Related Links

  • GitHub Docs: Close inactive issues with actions/stale
  • actions/stale Repository

FAQ

Should stale issues be closed automatically?

Not always. A review gate is safer for repositories with active but slow-moving discussions.

What threshold is a practical starting point?

A common baseline is 30 days to mark stale and 14 extra days before closure.

How do we avoid closing valuable long-term issues?

Use labels or exemption rules for roadmap, security, or design-tracking issues before stale automation runs.

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Sources

  • Repository: GitHub Docs: Close inactive issues with actions/stale
  • Repository: actions/stale Repository
Category: operations
Difficulty: Intermediate
#issue-triage
#backlog-hygiene
#github-actions
#stale-detection
Open source maintainers
Engineering managers
Developer experience teams