Individual skill
Self-Improving + Proactive Agent
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when (1) a command, tool, API, or operation fails; (2) the user corrects you or rejects your work; (3) you realize your knowledge is outdated or incorrect; (4) you discover a better approach; (5) the user explicitly installs or references the skill for the current task.
configs/microservice/bff-service/configs/agent-skills/clawhub/self-improving/SKILL.md
Source commit bee2737925dae3033d7ca57dfbb7ed9dff983831
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- Yes
- Observed behavior
- Local scripts
- Last checked
- Nov 3, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 2,385
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai Repository topic
- llm Repository topic
- mcp Repository topic
- rag Repository topic
- wanwu Repository topic
- workflow Repository topic
- agentic-ai Repository topic
- agentic-framework Repository topic
- ai-agent Repository topic
- ai-agent-development-framework Repository topic
- education Derived category
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Files and excerpt
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Browse files
HEARTBEAT.mdruns · 261 bytesSKILL.mdcore · 8,582 bytes_meta.jsonruns · 134 bytesboundaries.mdruns · 2,236 bytescorrections.mdruns · 1,026 bytesheartbeat-rules.mdruns · 1,843 bytesheartbeat-state.mdruns · 584 byteslearning.mdruns · 2,951 bytesmemory-template.mdruns · 1,278 bytesmemory.mdruns · 756 bytesopenclaw-heartbeat.mdruns · 261 bytesoperations.mdruns · 3,435 bytesreflections.mdruns · 840 bytesscaling.mdruns · 2,945 bytessetup.mdruns · 6,347 bytes
Read excerpt
## When to Use
User corrects you or points out mistakes. You complete significant work and want to evaluate the outcome. You notice something in your own output that could be better. Knowledge should compound over time without manual maintenance.
## Architecture
Memory lives in `~/self-improving/` with tiered structure. If `~/self-improving/` does not exist, run `setup.md`.
Workspace setup should add the standard self-improving steering to the workspace AGENTS, SOUL, and `HEARTBEAT.md` files, with recurring maintenance routed through `heartbeat-rules.md`.
```
~/self-improving/
├── memory.md # HOT: ≤100 lines, always loaded
├── index.md # Topic index with line counts
├── heartbeat-state.md # Heartbeat state: last run, reviewed change, action notes