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session-logs

This skill enables searching and analyzing complete conversation history stored in session JSONL files using jq and command-line tools. Use it when users ask about prior conversations, parent sessions, or historical context not available in current memory, providing access to timestamped messages, roles, content, and API costs across all archived agent sessions.

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git clone --depth 1 https://github.com/the-open-agent/openagent /tmp/session-logs && cp -r /tmp/session-logs/skills/session-logs ~/.claude/skills/session-logs
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SKILL.md

# session-logs

Search your complete conversation history stored in session JSONL files. Use this when a user references older/parent conversations or asks what was said before.

## Trigger

Use this skill when the user asks about prior chats, parent conversations, or historical context that isn't in memory files.

## Location

Session logs live under the active state directory:
`$OPENCLAW_STATE_DIR/agents/<agentId>/sessions/` (default: `~/.openclaw/agents/<agentId>/sessions/`).
Use the `agent=<id>` value from the system prompt Runtime line.

- **`sessions.json`** - Index mapping session keys to session IDs
- **`<session-id>.jsonl`** - Full conversation transcript per session

## Structure

Each `.jsonl` file contains messages with:

- `type`: "session" (metadata) or "message"
- `timestamp`: ISO timestamp
- `message.role`: "user", "assistant", or "toolResult"
- `message.content[]`: Text, thinking, or tool calls (filter `type=="text"` for human-readable content)
- `message.usage.cost.total`: Cost per response

## Common Queries

### List all sessions by date and size

```bash
AGENT_ID="<agentId>"
SESSION_DIR="${OPENCLAW_STATE_DIR:-$HOME/.openclaw}/agents/$AGENT_ID/sessions"
for f in "$SESSION_DIR"/*.jsonl; do
  date=$(head -1 "$f" | jq -r '.timestamp' | cut -dT -f1)
  size=$(ls -lh "$f" | awk '{print $5}')
  echo "$date $size $(basename $f)"
done | sort -r
```

### Find sessions from a specific day

```bash
AGENT_ID="<agentId>"
SESSION_DIR="${OPENCLAW_STATE_DIR:-$HOME/.openclaw}/agents/$AGENT_ID/sessions"
for f in "$SESSION_DIR"/*.jsonl; do
  head -1 "$f" | jq -r '.timestamp' | grep -q "2026-01-06" && echo "$f"
done
```

### Extract user messages from a session

```bash
jq -r 'select(.message.role == "user") | .message.content[]? | select(.type == "text") | .text' <session>.jsonl
```

### Search for keyword in assistant responses

```bash
jq -r 'select(.message.role == "assistant") | .message.content[]? | select(.type == "text") | .text' <session>.jsonl | rg -i "keyword"
```

### Get total cost for a session

```bash
jq -s '[.[] | .message.usage.cost.total // 0] | add' <session>.jsonl
```

### Daily cost summary

```bash
AGENT_ID="<agentId>"
SESSION_DIR="${OPENCLAW_STATE_DIR:-$HOME/.openclaw}/agents/$AGENT_ID/sessions"
for f in "$SESSION_DIR"/*.jsonl; do
  date=$(head -1 "$f" | jq -r '.timestamp' | cut -dT -f1)
  cost=$(jq -s '[.[] | .message.usage.cost.total // 0] | add' "$f")
  echo "$date $cost"
done | awk '{a[$1]+=$2} END {for(d in a) print d, "$"a[d]}' | sort -r
```

### Count messages and tokens in a session

```bash
jq -s '{
  messages: length,
  user: [.[] | select(.message.role == "user")] | length,
  assistant: [.[] | select(.message.role == "assistant")] | length,
  first: .[0].timestamp,
  last: .[-1].timestamp
}' <session>.jsonl
```

### Tool usage breakdown

```bash
jq -r '.message.content[]? | select(.type == "toolCall") | .name' <session>.jsonl | sort | uniq -c | sort -rn
```

### Search across ALL sessions for a phrase

```bash
AGENT_ID="<agentId>"
SESSION_DIR="${OPENCLAW_STATE_DIR:-$HOME/.openclaw}/agents/$AGENT_ID/sessions"
rg -l "phrase" "$SESSION_DIR"/*.jsonl
```

## Tips

- Sessions are append-only JSONL (one JSON object per line)
- Large sessions can be several MB - use `head`/`tail` for sampling
- The `sessions.json` index maps chat providers (discord, whatsapp, etc.) to session IDs
- Deleted sessions have `.deleted.<timestamp>` suffix

## Fast text-only hint (low noise)

```bash
AGENT_ID="<agentId>"
SESSION_DIR="${OPENCLAW_STATE_DIR:-$HOME/.openclaw}/agents/$AGENT_ID/sessions"
jq -r 'select(.type=="message") | .message.content[]? | select(.type=="text") | .text' "$SESSION_DIR"/<id>.jsonl | rg 'keyword'
```