ontology-clawra v5.0 - Local Ontology Reasoning Engine
1. Core定位 (Accurate Description)
This is a local reasoning engine, not a cross-skill coordinator.
Actual Capabilities:
✅ Local ontology knowledge graph storage and reasoning
✅ Confidence calculation and meta-cognition
✅ Local memory file search
✅ Automatic learning (write to local memory directory)
Actual Limitations:
❌ No skill scheduling (no Event Router)
❌ No cross-skill communication
❌ No automatic network requests
❌ No agent-to-agent RPC
2. File Access Permissions
| Operation | Path | Description |
|---|---|---|
| Read | ~/.openclaw/skills/ontology-clawra/memory/ |
Ontology files |
| Read | ~/.openclaw/workspace/memory/*.md |
User context |
| Write | ~/.openclaw/skills/ontology-clawra/memory/ |
Learning results |
| Write | GitHub (via git push) | Requires user confirmation |
| ❌ | Other directories | Never accessed |
Network Behavior:
- No automatic network requests
- network_fetch.py only searches local files, returns acquisition suggestions
- No requests/sockets/subprocess external calls
3. Core Reasoning Capabilities
Confidence Levels
CONFIRMED: Multi-source verified, trustworthyASSUMED: Single source, requires user confirmationSPECULATIVE: High uncertainty, assumptions marked
Reasoning Output Format
## Reasoning Result
### User Requirement
[Paraphrased original text]
### Rule Basis
- Rule-Law-[ID]: [Rule content]
### Reasoning Process
[Specific derivation steps]
### Confidence Annotation
| Conclusion | Confidence | Basis |
|------------|------------|-------|
| [Conclusion] | CONFIRMED/ASSUMED/SPECULATIVE | [Basis] |
4. Ontology File Format
Directory: ~/.openclaw/skills/ontology-clawra/memory/
| File | Purpose |
|---|---|
graph.jsonl |
Entities (Concept/Entity) |
rules.yaml |
Rules (Rule/Law) |
laws.yaml |
Patterns (inductive patterns) |
confidence_tracker.jsonl |
Confidence tracking |
reasoning.jsonl |
Reasoning log |
5. Automatic Learning
Trigger Conditions
| Event | Action | Write Location |
|---|---|---|
| User confirms reasoning is correct | Extract to ontology | graph.jsonl |
| Confidence can be upgraded | Update confidence | confidence_tracker.jsonl |
| Reasoning fails | Suggest ontology addition | Prompt only |
Write Rules
- Inform user before all write operations
- Write only to
~/.openclaw/skills/ontology-clawra/memory/ - Do not upload any data to external services
6. Security Statement
- No external network calls: Code contains no requests/urllib/sockets external calls
- No credential access: Does not read environment variables or API keys
- Privacy isolation: Workspace memory files used only for context, not synced
- Localization: All learning results stored only in local memory directory
7. Version History
| Version | Date | Description |
|---|---|---|
| v5.0 | 2026-03-25 | Removed GitHub sprint-related descriptions |
| v3.9 | 2026-03-24 | Removed exaggerated descriptions, clarified localization |
| v3.8 | 2026-03-20 | Added Skill ecosystem documentation |
| v3.7 | 2026-03-16 | Enabled automatic learning |
| v3.6 | 2026-03-16 | Initial version |
8. Supported Domain Ontologies
Supply chain procurement, healthcare, finance banking, cybersecurity, automotive manufacturing, human resources, photography, furniture, elderly care, childcare, tea culture, moving services, dating, aerospace, and 50+ domains.
Ontology files located in: corresponding yaml files under ~/.openclaw/skills/ontology-clawra/memory/