# Lhwcv Tinykaggleclaw Tinykaggleclaw

> Bulk Optimize

- Skill: `tomevault-io/lhwcv-tinykaggleclaw-tinykaggleclaw` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add tomevault-io/lhwcv-tinykaggleclaw-tinykaggleclaw`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/lhwcv-tinykaggleclaw-tinykaggleclaw/raw
- Safety review: pending (external: skill-scanner PASS, skillspector CAUTION)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: tomevault-io (https://skillmd.com/u/tomevault-io)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/tomevault-io/lhwcv-tinykaggleclaw-tinykaggleclaw

---


# Bulk Optimize

Improve external SKILL.md files for PR contributions using `tessl skill review` plus safety checks that prevent rejected PRs. Respects maintainers by detecting auto-generated files, preserving domain expertise, and suggesting appropriate PR scope.

## For External PR Contributions

Adds safety checks for contributing to other people's repositories. See [TEMPLATES.md](TEMPLATES.md) for lessons from past PR rejections.

## Workflow

### Phase 1: Safety Checks (CRITICAL)

Run before making changes to prevent rejected PRs:

```bash
# 1. Auto-generated file detection
grep -i "auto-generated\|generated by\|DO NOT EDIT\|generator:" <skill-path>/SKILL.md

# 2. Recent migration detection
git log --oneline -10 --all -- <skill-directory>/ | grep -i "migrate\|rename\|move"

# 3. Repository pattern analysis
find . -name "SKILL.md" -type f | head -5 | xargs head -20
```

**If auto-generated detected**: STOP - changes must go to generator source
**If recent migration found**: WARN - may cause merge conflicts
**Note domain patterns**: Preserve expert framing and terminology in Phase 4

### Phase 2: Baseline Evaluation

**Run review for each skill:**

```bash
tessl skill review <skill-path>/SKILL.md
```

Parse output to extract:
- Overall score
- Validation issues
- Description/content dimension scores
- Judge suggestions

**If improving multiple skills:**
- Track baseline scores for all
- Identify which need improvement most
- Consider PR scope (see Phase 7)

### Phase 3: Discover Skill Bundle

Read SKILL.md and list files in its directory. Bundle = SKILL.md + sibling files + referenced files. Use for progressive disclosure improvements.

Use bundle context for recommendations.

### Phase 4: Generate Recommendations (Preserve Domain Expertise)

Review recommendations to preserve valuable domain knowledge. Grep for specialized terminology (CRO, funnel, A/B test, etc.).

**KEEP**: Expert framing with domain concepts ("CRO expert who understands funnel optimization, conversion psychology...")
**REMOVE**: Generic expert statements ("You are an expert at helping users...")

For each issue: what to change, why (dimension + score), before/after, impact, domain check.

### Phase 5: Validate Recommendations

```python
# Validate Python syntax
import ast
ast.parse(code_snippet)  # Raises SyntaxError if invalid
```

```bash
# Validate command flags
gh pr create --help | grep -q "\-\-flag" || echo "Invalid"

# Validate file references
[[ -f "$SKILL_DIR/$FILE" ]] || echo "Missing file"
```

### Phase 6: Present Recommendations

Show recommendations with:
- Current state (score)
- Issue explanation
- Recommended change
- Impact
- Domain preservation note

**Get approval per skill or in batch** (user choice).

### Phase 7: PR Scope Assessment

**Multiple skills (15+)**: Recommend one-skill-per-PR for easier review. Start with 2-3 highest-impact, get feedback, iterate.

**High-scoring skills (90%+)**: Open issue first before unsolicited PR. Risk: maintainer may not want cosmetic changes.

### Phase 8: Apply Changes

Apply approved changes to approved skills only.

### Phase 9: Verify Improvements

```bash
# For each changed skill
tessl skill review <skill-path>/SKILL.md
```

Show before/after scores.

### Phase 10: Final Accuracy Review

Re-run validation from Phase 5 on updated SKILL.md. Check:
- ✓ Code syntax valid
- ✓ Command flags correct
- ✓ File references exist
- ✓ Third-person voice
- ✓ "Use when..." clause present

Fix issues, then re-run `tessl skill review`.

### Phase 11: PR Guidance

Use commit message format, PR description template, and best practices from [TEMPLATES.md](TEMPLATES.md). Display ready-to-create PR info for user confirmation.

## Notes

- Uses `tessl skill review` plus PR-specific safety checks
- For external PR work on repos you don't maintain
- For personal skill improvement, use `skill-optimizer` instead

---
> Source: [lhwcv/tinyKaggleClaw](https://github.com/lhwcv/tinyKaggleClaw) — distributed by [TomeVault](https://tomevault.io).
<!-- tomevault:4.0:skill_md:2026-06-22 -->