add skills
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# OpenClaw Agent — Data Format Reference
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Field-level notes for parsing `~/.openclaw/` artifacts during wiki ingest.
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## Cache Root
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`~/.openclaw/` — all paths below are relative to this root.
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## workspace/MEMORY.md
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Plain markdown. No required frontmatter — structure varies by user and agent configuration. Typically looks like:
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```markdown
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# Memory
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## User Preferences
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- Prefers concise responses without trailing summaries
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- Uses pnpm over npm
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## Projects
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### my-api
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- FastAPI app, deployed on Fly.io
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- Uses Postgres via Supabase
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## Patterns
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- Debugging: always check logs before code changes
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```
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This is the single most valuable source in the entire `~/.openclaw/` tree. Read it fully before touching session logs.
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## workspace/memory/YYYY-MM-DD.md
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Daily note files. Auto-generated by OpenClaw at the start of each day. Format:
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```markdown
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# 2026-04-15
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## Session: my-api refactor
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- Rewrote auth middleware to use JWT instead of sessions
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- Decision: keep refresh tokens in httpOnly cookies
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## Session: obsidian-wiki
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- Added cross-linker skill
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- Fixed broken wikilinks in concepts/
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```
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Today's and yesterday's files are loaded into every session automatically. Files older than ~7 days have sharply diminishing signal.
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## workspace/DREAMS.md
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Optional. Some OpenClaw configurations generate end-of-day summaries here. Plain markdown. Treat as a lower-priority supplement to MEMORY.md — skim for novel insights not already captured in MEMORY.md.
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## agents/\<agentId\>/sessions/sessions.json
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Session index. JSON array:
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```json
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[
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{
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"id": "abc123",
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"name": "my-api refactor",
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"created_at": "2026-04-15T10:00:00Z",
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"updated_at": "2026-04-15T12:30:00Z",
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"message_count": 47,
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"agent_id": "default"
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}
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]
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```
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Use this to:
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- Build a session inventory before opening JSONL files
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- Prioritize by `updated_at` (most recent = highest signal)
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- Map session IDs to human-readable names
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## agents/\<agentId\>/sessions/\<sessionId\>.jsonl
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Per-session transcript. JSONL, append-only. One JSON object per line:
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**User turn:**
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```json
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{"role": "user", "content": "How do I debounce a React input?", "timestamp": "2026-04-15T10:01:00Z"}
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```
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**Assistant turn:**
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```json
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{"role": "assistant", "content": "Use useCallback + useEffect with a clearTimeout...", "timestamp": "2026-04-15T10:01:02Z"}
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```
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**Tool call:**
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```json
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{"role": "tool", "name": "read_file", "input": {"path": "/home/ubuntu/app/src/App.tsx"}, "timestamp": "2026-04-15T10:01:05Z"}
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```
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**Tool result:**
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```json
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{"role": "tool_result", "name": "read_file", "content": "...", "timestamp": "2026-04-15T10:01:05Z"}
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```
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`role` is the primary dispatch field. `timestamp` is ISO 8601. `content` may be a string or a structured object (for multi-part responses).
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## agents/\<agentId\>/sessions/\<sessionId\>-topic-\<threadId\>.jsonl
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Telegram topic variant — same schema as the base session JSONL. The `-topic-<threadId>` suffix identifies which Telegram thread generated the session. Parse identically to a regular session file.
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## openclaw.json
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Global config. Rarely useful for ingest. Fields of interest if needed:
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```json
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{
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"agents": {
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"defaults": {
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"workspace": "~/.openclaw/workspace",
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"bootstrapMaxChars": 20000
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}
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},
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"skills": {
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"load": {
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"extraDirs": []
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}
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}
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}
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```
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`agents.defaults.workspace` is the canonical path for MEMORY.md and daily notes if non-default.
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## Bootstrap file priority (for reference)
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OpenClaw loads context files in this order at session start:
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| Priority | File | Notes |
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| 10 | `AGENTS.md` | Always-on project instructions |
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| 20 | `SOUL.md` | Agent identity |
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| 30 | `IDENTITY.md` | Agent persona |
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| 40 | `USER.md` | User profile |
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| 50 | `TOOLS.md` | Tool config |
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| 60 | `BOOTSTRAP.md` | Custom bootstrap |
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| 70 | `MEMORY.md` | Long-term memory (workspace copy) |
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All files are truncated at `bootstrapMaxChars` (default 20,000 chars) per file.
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## Extraction Priority
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| Source | Signal | Noise |
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| `workspace/MEMORY.md` | Very high — curated, durable | Very low |
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| `workspace/memory/YYYY-MM-DD.md` (recent) | High — active context | Low |
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| `workspace/DREAMS.md` | Medium — summaries | Low |
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| `workspace/memory/YYYY-MM-DD.md` (old) | Low — stale | Medium |
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| `sessions/*.jsonl` — assistant turns | Medium | Medium |
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| `sessions/*.jsonl` — tool pairs | Low | High |
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| `openclaw.json` | Very low | — |
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| `credentials/` | None — skip | — |
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