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.

text

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#

OperationPathDescriptionRead~/.openclaw/skills/ontology-clawra/memory/Ontology filesRead~/.openclaw/workspace/memory/*.mdUser contextWrite~/.openclaw/skills/ontology-clawra/memory/Learning resultsWriteGitHub (via git push)Requires user confirmation❌Other directoriesNever 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, trustworthy
• ASSUMED: Single source, requires user confirmation
• SPECULATIVE: High uncertainty, assumptions marked

Reasoning Output Format#

text

## 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/

FilePurposegraph.jsonlEntities (Concept/Entity)rules.yamlRules (Rule/Law)laws.yamlPatterns (inductive patterns)confidence_tracker.jsonlConfidence trackingreasoning.jsonlReasoning log

5. Automatic Learning#

Trigger Conditions#

EventActionWrite LocationUser confirms reasoning is correctExtract to ontologygraph.jsonlConfidence can be upgradedUpdate confidenceconfidence_tracker.jsonlReasoning failsSuggest ontology additionPrompt 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#

1. No external network calls: Code contains no requests/urllib/sockets external calls
2. No credential access: Does not read environment variables or API keys
3. Privacy isolation: Workspace memory files used only for context, not synced
4. Localization: All learning results stored only in local memory directory

7. Version History#

VersionDateDescriptionv5.02026-03-25Removed GitHub sprint-related descriptionsv3.92026-03-24Removed exaggerated descriptions, clarified localizationv3.82026-03-20Added Skill ecosystem documentationv3.72026-03-16Enabled automatic learningv3.62026-03-16Initial 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/