Metaclaw

CLI Interface

# Hybrid Retrieval (default: 0.6 semantic + 0.4 keyword)
python3 scripts/memory-vector-wrapper.py "query" --mode hybrid
Semantic Search
python3 scripts/memory-vector-wrapper.py "query" --mode semantic
Keyword Search (FTS)
python3 scripts/memory-vector-wrapper.py "query" --mode keyword
Memory Extraction
python3 scripts/memory-extract.py [--date YYYY-MM-DD] [--dry-run]
Session Counter
./scripts/session-counter.sh --increment
./scripts/session-counter.sh --check  # exit 0 = consolidation ready
PluginEval Quality Check
python3 scripts/skill-eval.py --layer1 skills/metaclaw/
Auto-Fix (mit --allow-write zum Schreiben)
python3 scripts/skill-eval.py --auto-fix --allow-write skills/metaclaw/

Output

#### Memory Vector Search (JSON)

{
  "id": "memory/2026-04-01.md",
  "path": "/Users/donmeusi/.openclaw/workspace/memory/2026-04-01.md",
  "snippet": "Extrahierter Inhalt...",
  "date": "2026-04-01",
  "type": "daily",
  "tags": [],
  "score": 0.0,
  "relevance": 0.0,
  "method": "hybrid",
  "combined_score": 0.0
}

#### Memory Extraction (JSON)

{
  "extracted": "2026-04-01",
  "type": "project_state",
  "confidence": 0.85,
  "items": [
    {
      "category": "Project",
      "content": "MetaClaw Integration Phase 1",
      "type": "update",
      "source": "session"
    }
  ],
  "preferences": [],
  "project_state": []
}

#### Session Counter

$ ./scripts/session-counter.sh --check
exit 0: consolidation ready
exit 1: not ready yet

memory/config.yaml

# Hybrid Retrieval Settings
retrieval:
  default_mode: "hybrid"  # semantic, keyword, fts, hybrid
  semantic_weight: 0.6    # 0.6 semantic + 0.4 keyword/fts
  default_limit: 5
Consolidation Settings
consolidation:
  interval_sessions: 10   # alle N Sessions
  min_interval_hours: 6   # min 6h zwischen Consolidations
  max_memory_lines: 200   # Maximum Zeilen in MEMORY.md
Logging
logging:
  level: "INFO"  # DEBUG, INFO, WARNING, ERROR
  file: "~/.openclaw/workspace/memory/.log"

Problem: "Dependencies nicht verfügbar"

Lösung:

source .venv-metaclaw/bin/activate
pip install lancedb sentence-transformers numpy

Problem: "Tabelle nicht gefunden"

Lösung:

python3 skills/metaclaw/scripts/memory_vector_init.py

Problem: Session-Counter füllt sich nicht auf

Lösung:

./scripts/session-counter.sh --status
Prüfe ob --increment in Heartbeat aufgerufen wird