ontology-clawra

🧠 ontology-clawra v5.1 - Local Ontology Reasoning & Learning Engine **USE THIS SKILL WHENEVER** you need structured reasoning, knowledge graph management…

Skill by wu-xiaochen

IndexedLicense unknown★ 17

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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/wu-xiaochen-ontology-clawra

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

🧠 ontology-clawra v5.1 - Local Ontology Reasoning & Learning Engine **USE THIS SKILL WHENEVER** you need structured reasoning, knowledge graph management, logical inference, or learning from interactions. This is your go-to tool for: - Building and querying ontology knowledge graphs (concepts, entities, relationships) - Performing confidence-based reasoning with evidence tracking - Recording insights and patterns from completed tasks - Local memory search and knowledge retrieval **Key Use Cases:** - Before making complex decisions: "Let me use ontology-clawra to reason about this" - After completing tasks: "Record this learning to ontology-clawra" - Building domain expertise: "Create concepts for [domain] in ontology-clawra" - Analyzing patterns: "Query ontology-clawra for similar past cases" **Core Capabilities:** ✅ Local ontology storage in `~/.openclaw/skills/ontology-clawra/memory/` ✅ Confidence calculation (CONFIRMED/ASSUMED/SPECULATIVE) ✅ Learning from user confirmations ✅ Local memory search (no network requests) ✅ Rule-based reasoning engine **Security Note:** - All data stored locally, no external network requests - File operations restricted to user's home directory - No credential access or environment variable reading **Always use this skill** when the user mentions learning, reasoning, ontology, knowledge graphs, or when you need to record insights from completed work.

Use cases: data, ml, security, productivity

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools: No tools found
Secrets: None asked for
Install scripts: None found
Runs as: Python package

Network hosts it talks to 1

codeload.github.com · found in install command

Files it touches

~/.claude/skills/ontology-clawra

What's inside

Skill name: ontology-clawra
Description: 🧠 ontology-clawra v5.1 - Local Ontology Reasoning & Learning Engine **USE THIS SKILL WHENEVER** you need structured reasoning, knowledge graph management, logical inference, or learning from interactions. This is your go-to tool for: - Building and querying ontology knowledge graphs (concepts, entities, relationships) - Performing confidence-based reasoning with evidence tracking - Recording insights and patterns from completed tasks - Local memory search and knowledge retrieval **Key Use Cases:** - Before making complex decisions: "Let me use ontology-clawra to reason about this" - After completing tasks: "Record this learning to ontology-clawra" - Building domain expertise: "Create concepts for [domain] in ontology-clawra" - Analyzing patterns: "Query ontology-clawra for similar past cases" **Core Capabilities:** ✅ Local ontology storage in `~/.openclaw/skills/ontology-clawra/memory/` ✅ Confidence calculation (CONFIRMED/ASSUMED/SPECULATIVE) ✅ Learning from user confirmations ✅ Local memory search (no network requests) ✅ Rule-based reasoning engine **Security Note:** - All data stored locally, no external network requests - File operations restricted to user's home directory - No credential access or environment variable reading **Always use this skill** when the user mentions learning, reasoning, ontology, knowledge graphs, or when you need to record insights from completed work.
License: unknown
Instructions: 117 lines in SKILL.md · view on GitHub

Before installing

Ships executable scripts
Instructions call the network

Agent Skills spec issues

description: longer than 1024 characters

Files (74)

.gitignore
CHANGELOG.md
README.md
SKILL.md
backup_hermes.sh · backup/
.bundled_manifest · backup/skills/skills/
DESCRIPTION.md · backup/skills/skills/apple/
DESCRIPTION.md · backup/skills/skills/autonomous-ai-agents/
DESCRIPTION.md · backup/skills/skills/creative/
DESCRIPTION.md · backup/skills/skills/data-science/
DESCRIPTION.md · backup/skills/skills/diagramming/
DESCRIPTION.md · backup/skills/skills/domain/
DESCRIPTION.md · backup/skills/skills/email/
DESCRIPTION.md · backup/skills/skills/feeds/
DESCRIPTION.md · backup/skills/skills/gaming/
DESCRIPTION.md · backup/skills/skills/gifs/
DESCRIPTION.md · backup/skills/skills/github/
DESCRIPTION.md · backup/skills/skills/inference-sh/
DESCRIPTION.md · backup/skills/skills/mcp/
DESCRIPTION.md · backup/skills/skills/media/
DESCRIPTION.md · backup/skills/skills/mlops/
DESCRIPTION.md · backup/skills/skills/mlops/cloud/
DESCRIPTION.md · backup/skills/skills/mlops/evaluation/
DESCRIPTION.md · backup/skills/skills/mlops/inference/
DESCRIPTION.md · backup/skills/skills/mlops/models/
DESCRIPTION.md · backup/skills/skills/mlops/research/
DESCRIPTION.md · backup/skills/skills/mlops/training/
DESCRIPTION.md · backup/skills/skills/mlops/vector-databases/
DESCRIPTION.md · backup/skills/skills/note-taking/
lock.json · backup/skills/skills/openclaw-imports/.clawhub/
DESCRIPTION.md · backup/skills/skills/openclaw-imports/
DESCRIPTION.md · backup/skills/skills/productivity/
DESCRIPTION.md · backup/skills/skills/research/
DESCRIPTION.md · backup/skills/skills/smart-home/
DESCRIPTION.md · backup/skills/skills/social-media/
install.md
project-validation.md · scenarios/
validate-platform.md · scenarios/
confidence_tracker.py · scripts/
enhanced_display.py · scripts/
interactive_confirm.py · scripts/
main.py · scripts/
network_fetch.py · scripts/
ontology-clawra.py · scripts/
self_eval.py · scripts/
typical_scenarios.py · scripts/
DESCRIPTION.md · skills/apple/
DESCRIPTION.md · skills/autonomous-ai-agents/
DESCRIPTION.md · skills/creative/
DESCRIPTION.md · skills/data-science/
DESCRIPTION.md · skills/diagramming/
DESCRIPTION.md · skills/domain/
DESCRIPTION.md · skills/email/
DESCRIPTION.md · skills/feeds/
DESCRIPTION.md · skills/gaming/
DESCRIPTION.md · skills/gifs/
DESCRIPTION.md · skills/github/
DESCRIPTION.md · skills/inference-sh/
DESCRIPTION.md · skills/mcp/
DESCRIPTION.md · skills/media/
…and 14 more

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

Signals

Stars: 17
Forks: 5
Open issues: 0
Last commit: Apr 10, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License: License unknown
Repository: github.com/wu-xiaochen/ontology-clawra
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: GitHub github-graphql

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ontology-clawra skill. Agent Mart. https://agentmart.dev/skills/wu-xiaochen-ontology-clawra (last updated 2026-10-24)