Project report / GitHub evidence

Clownfish Model Card

这是可索引项目报告证据页:它保留 Clownfish Model Card 的源材料入口、机制线索和限制提醒;正文仍需 reader/editor 与 academic public-copy review 后才能当作最终结论引用。

Clownfish Model Card

FieldValue
Repositoryopenclaw/clownfish
CategoryMaintainer Codex Harness for Issue Clusters
Stars / forks snapshot36 / 11
LanguageJavaScript
LicenseUnspecified (public page metadata)
Raw captureraw-github/openclaw_clownfish.md
Updated byhourly public metadata update, 2026-05-29 22:15 +0800

1. Role in Self Evolve

clownfish is OpenClaw’s maintainer codex harness focused on resolving issue clusters at scale with auditable workflows. It matters because self-evolving agents need repeatable harness control, measurable feedback loops, and reusable skill procedures before claiming stable improvement.

2. Working Principle

crawl and cluster large issue queues -> route clusters into codex-maintainer workflows -> execute fixes and verification steps -> feed resolved cases back into maintainable engineering loops

3. Evidence Path

web-observed GitHub page showed 36 stars, 11 forks, 1,793 commits and JavaScript language signals; page copy states clownfish is a maintainer codex harness for issue clusters. Shell GitHub API access remained blocked by DNS and local gh auth was invalid, so this card treats the snapshot as web-observed rather than API-verified.

4. Teaching Use

Use this card to explain Maintainer Codex Harness for Issue Clusters: it shows how harness/runtime/benchmark layers convert agent behavior into reproducible and auditable engineering workflows.

5. Limits

The repository was not cloned in this iteration; no benchmark run, plugin install, workflow execution, or agent loop experiment was executed. Counts and claims are visible public-page/search signals unless independently revalidated later.