Learn patterns from a specific GitHub repository. Clones, analyzes code structure, extracts patterns, populates procedural memory AND syncs to Obsidian vault for Graph View visualization. Use for: targeted learning from known quality repos, quick knowledge acquisition, specific pattern extraction. Triggers: /repo-learn, /curator-repo-learn, 'learn from repo'.
Scanned 9/3/2026
Install to Claude Code
npx -y skills add alfredolopez80/multi-agent-ralph-loop --skill curator-repo-learn --agent claude-codeInstalls into .claude/skills of the current project.
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---
# VERSION: 3.1.0
name: curator-repo-learn
description: "Learn patterns from a specific GitHub repository. Clones, analyzes code structure, extracts patterns, populates procedural memory AND syncs to Obsidian vault for Graph View visualization. Use for: targeted learning from known quality repos, quick knowledge acquisition, specific pattern extraction. Triggers: /repo-learn, /curator-repo-learn, 'learn from repo'."
argument-hint: "<github-url> [--domain <domain>]"
user-invocable: true
context: fork
allowed-tools:
- Task
- Bash
- Read
- Write
---
# Curator Repo-Learn Skill (v3.1.0)
**Single Repository Pattern Extraction** - Learn from a specific GitHub repository.
## Role & Priorities
**Priorities (ordered):** accuracy → relevance → speed → coverage
**Scope:** Clone repository, analyze structure, extract patterns, update procedural memory.
## Agent Teams Integration (v2.88)
**Optimal Scenario**: B (Custom Subagents)
### Why Scenario B for Repo-Learn
- **Independent operation**: Single repo, single task
- **High specialization need**: Pattern recognition requires expertise
- **Low coordination need**: No multi-stage pipeline
- **Efficient execution**: Direct spawn, no team overhead
### Scenario Analysis
| Criterion | Weight | Score | Rationale |
|-----------|--------|-------|-----------|
| Coordination Need | 25% | 2/10 | Independent operation |
| Specialization Need | 25% | 9/10 | Requires pattern recognition |
| Quality Gate Need | 20% | 6/10 | Moderate validation needed |
| Tool Restriction Need | 15% | 3/10 | Standard tools sufficient |
| Scalability | 15% | 2/10 | Single repo focus |
| **Total** | 100% | **5.2/10** | Scenario B optimal |
### Workflow (Scenario B)
```yaml
# Direct Subagent Spawn
Task(subagent_type="ralph-researcher", prompt="""
Analyze repository ${REPO_URL}:
1. Clone repository (shallow)
2. Detect domain and language
3. Scan for:
- Function/method patterns
- Class/interface definitions
- Configuration patterns
- Error handling patterns
- Testing patterns
4. Extract rules with:
- domain: <detected>
- category: <detected>
- confidence: 0.75-0.95
- source_repo: ${REPO_URL}
- source_file: <path>
5. Update .claude/rules/learned/ (MemPalace taxonomy)
6. Create manifest with files[] array
Return: patterns extracted, rules added, domain detected
""")
```
## Usage
### Basic Usage
```bash
/repo-learn https://github.com/owner/repo
```
### With Domain Override
```bash
/repo-learn https://github.com/nestjs/nest --domain backend
```
### With Language Hint
```bash
/repo-learn https://github.com/vercel/next.js --lang typescript
```
## Process Flow
```
┌─────────────────────────────────────────────────────────────┐
│ REPO-LEARN PIPELINE │
├─────────────────────────────────────────────────────────────┤
│ │
│ 1. VALIDATE URL │
│ ├── Check GitHub format │
│ └── Verify repository exists │
│ │
│ 2. CLONE REPOSITORY │
│ ├── Shallow clone (--depth 1) │
│ └── Store in .claude/corpus/learning/ │
│ │
│ 3. DETECT METADATA │
│ ├── Domain (backend, frontend, etc.) │
│ ├── Language (typescript, python, etc.) │
│ └── Framework indicators │
│ │
│ 4. SCAN FILES │
│ ├── Source files (*.ts, *.py, etc.) │
│ ├── Configuration files │
│ └── Documentation files │
│ │
│ 5. EXTRACT PATTERNS │
│ ├── Function signatures │
│ ├── Class structures │
│ ├── Import patterns │
│ ├── Error handling patterns │
│ └── Configuration patterns │
│ │
│ 6. CREATE RULES │
│ ├── rule_id: unique identifier │
│ ├── domain: detected or specified │
│ ├── category: sub-domain │
│ ├── confidence: 0.75-0.95 │
│ ├── source_repo: repository URL │
│ ├── source_file: file path │
│ └── behavior: pattern description │
│ │
│ 7. UPDATE PROCEDURAL MEMORY │
│ ├── Backup existing rules.json │
│ ├── Merge new rules (unique_by rule_id) │
│ └── Update manifest │
│ │
│ 8. CREATE MANIFEST (GAP-C01 FIX) │
│ ├── files[]: processed file list │
│ ├── patterns_extracted: count │
│ ├── detected_domain: domain │
│ └── detected_language: language │
│ │
└─────────────────────────────────────────────────────────────┘
```
## Domain Detection (GAP-C02 FIX)
Automatic domain detection from repository content:
```bash
# Domain Keywords
backend: api, server, rest, graphql, controller, service
frontend: react, vue, angular, component, hook, state
database: sql, query, schema, migration, orm, prisma
security: auth, jwt, token, encrypt, hash, csrf
testing: test, spec, jest, vitest, mock, coverage
devops: docker, kubernetes, ci, deploy, pipeline
hooks: hook, lifecycle, callback, trigger, event
general: config, util, helper, common, shared
```
## Output Example
```json
{
"repository": "https://github.com/nestjs/nest",
"learned_at": "2026-02-14T22:00:00Z",
"detected_domain": "backend",
"detected_language": "typescript",
"files": [
"packages/core/nest-application.ts",
"packages/core/nest-factory.ts",
"packages/common/services/logger.service.ts"
],
"patterns_extracted": 12,
"rules_added": [
{
"rule_id": "rule-backend-1739566800-abc123",
"domain": "backend",
"category": "backend",
"source_repo": "https://github.com/nestjs/nest",
"source_file": "packages/core/nest-application.ts",
"behavior": "Classes: class NestApplication. Functions: async initialize, async dispose.",
"confidence": 0.85
}
]
}
```
## Error Handling
| Error | Recovery |
|-------|----------|
| Invalid URL | Show usage, exit |
| Repository not found | Suggest alternatives, exit |
| Clone failure | Retry with different depth |
| No patterns found | Log warning, return empty |
| Rules merge failure | Restore from backup |
## Integration with Curator Pipeline
```bash
# Quick learning without full pipeline
/curator quick --repo owner/repo
# Full pipeline for comprehensive learning
/curator full --type backend --lang typescript
# Single repo learning (this skill)
/repo-learn https://github.com/owner/repo
```
## Related Skills
- `/curator` - Full pipeline (Scenario C)
- `/smart-fork` - Pattern extraction and forking
- `/research` - Repository research
## Files
| File | Purpose |
|------|---------|
| `.claude/scripts/curator-learn.sh` | Pattern extraction (GAP-C01, GAP-C02 fixed) |
| `.claude/scripts/curator-ingest.sh` | Repository cloning |
| `.claude/scripts/backfill-domains.sh` | Domain backfill for existing rules |
| `.claude/rules/learned/` | Procedural memory (MemPalace taxonomy) |
## Action Reporting (v2.93.0)
**Esta skill genera reportes automáticos completos** para trazabilidad:
### Reporte Automático
Cuando esta skill completa, se genera automáticamente:
1. **En la conversación de Claude**: Resultados visibles
2. **En el repositorio**: `docs/actions/curator-repo-learn/{timestamp}.md`
3. **Metadatos JSON**: `.claude/metadata/actions/curator-repo-learn/{timestamp}.json`
### Contenido del Reporte
Cada reporte incluye:
- ✅ **Summary**: Descripción de la tarea ejecutada
- ✅ **Execution Details**: Duración, iteraciones, archivos modificados
- ✅ **Results**: Errores encontrados, recomendaciones
- ✅ **Next Steps**: Próximas acciones sugeridas
### Ver Reportes Anteriores
```bash
# Listar todos los reportes de esta skill
ls -lt docs/actions/curator-repo-learn/
# Ver el reporte más reciente
cat $(ls -t docs/actions/curator-repo-learn/*.md | head -1)
# Buscar reportes fallidos
grep -l "Status: FAILED" docs/actions/curator-repo-learn/*.md
```
### Generación Manual (Opcional)
```bash
source .claude/lib/action-report-lib.sh
start_action_report "curator-repo-learn" "Task description"
# ... ejecución ...
complete_action_report "success" "Summary" "Recommendations"
```
### Referencias del Sistema
- [Action Reports System](docs/actions/README.md) - Documentación completa
- [action-report-lib.sh](.claude/lib/action-report-lib.sh) - Librería helper
- [action-report-generator.sh](.claude/lib/action-report-generator.sh) - Generador
- [Learning System Audit](../../../docs/audits/LEARNING_SYSTEM_AUDIT_v2.88.md)
- [Learning System Scenarios](../../../docs/architecture/LEARNING_SYSTEM_SCENARIOS_v2.88.md)
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