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SkillHub ClubAnalyze Data & AIFull StackData / AI

openclaw-reflect

Self-improvement layer with evaluation separation, rollback, and tiered operator gates. Observes outcomes across sessions, detects recurring patterns, proposes improvements, validates proposals through a separate evaluator invocation, and applies changes safely with snapshot/rollback capability.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
3,100
Hot score
99
Updated
March 20, 2026
Overall rating
C0.0
Composite score
0.0
Best-practice grade
C61.1

Install command

npx @skill-hub/cli install openclaw-skills-openclaw-reflect
self-improvementreflectionmemorysafetyhooksevaluation

Repository

openclaw/skills

Skill path: skills/atlaspa/openclaw-reflect

Self-improvement layer with evaluation separation, rollback, and tiered operator gates. Observes outcomes across sessions, detects recurring patterns, proposes improvements, validates proposals through a separate evaluator invocation, and applies changes safely with snapshot/rollback capability.

Open repository

Best for

Primary workflow: Analyze Data & AI.

Technical facets: Full Stack, Data / AI.

Target audience: everyone.

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: openclaw.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install openclaw-reflect into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/openclaw/skills before adding openclaw-reflect to shared team environments
  • Use openclaw-reflect for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.