Install
openclaw skills install @2233admin/ontology-kgTyped knowledge graph for AI agent memory. Create entities, link relations, enforce constraints. JSONL append-only storage, zero dependencies. Use when agent needs structured memory beyond flat files.
openclaw skills install @2233admin/ontology-kg你的 AI agent 记住了 200 条信息,全塞在一个 MEMORY.md 里。找东西靠 grep,关系靠脑补。
"Alice 负责哪个项目?" —— grep Alice,翻 10 条记录,猜。 "什么任务 block 了发布?" —— 没法回答,因为依赖关系没存。 "上次会议谁参加了?" —— 运气好能找到,运气不好淹在 200 行里。
问题不是记忆太少,是记忆没有结构。
Ontology KG 给 agent 的记忆加上类型、关系和约束。Person 有 name,Task 有 status 和 blocker,Project 有 owner。entity 之间用 relation 连接,约束自动校验。
存储是 JSONL append-only 文件,零依赖,git 友好。
Entity = { id, type, properties }
Relation = { from → rel_type → to }
Constraint = { type rules, relation rules, acyclic checks }
| Category | Types |
|---|---|
| People | Person, Organization |
| Work | Project, Task, Goal |
| Time | Event, Location |
| Info | Document, Message, Note |
| Resources | Account, Device, Credential |
| Meta | Action, Policy |
# Init storage
mkdir -p memory/ontology
touch memory/ontology/graph.jsonl
# Create entities
python3 scripts/ontology.py create --type Person --props '{"name":"Alice"}'
python3 scripts/ontology.py create --type Project --props '{"name":"Website","status":"active"}'
# Link them
python3 scripts/ontology.py relate --from proj_001 --rel has_owner --to p_001
# Query
python3 scripts/ontology.py query --type Task --where '{"status":"open"}'
python3 scripts/ontology.py related --id proj_001 --rel has_task
# Validate all constraints
python3 scripts/ontology.py validate
{"op":"create","entity":{"id":"p_001","type":"Person","properties":{"name":"Alice"}}}
{"op":"relate","from":"proj_001","rel":"has_owner","to":"p_001"}
Append-only. Git-friendly. Migrate to SQLite for big graphs.
Credential cannot store secrets directly (must use secret_ref)blocks relation is acyclic (no circular dependencies)Event.end >= Event.startTask requires title + status| Trigger | Action |
|---|---|
| "Remember that..." | Create/update entity |
| "What do I know about X?" | Query graph |
| "Link X to Y" | Create relation |
| "What depends on X?" | Traverse dependencies |
| "Show project status" | Aggregate by relations |
| Skills need shared state | Read/write entities |
references/schema.md — Full type definitions, relation types, constraintsreferences/queries.md — Query patterns, traversal examples, aggregationsInspired by oswalpalash/ontology. Optimized for practical agent use with streamlined schema and better defaults.