Install
openclaw skills install session-logs-hardenedSearch and analyze your own session logs (older/parent conversations) using jq.
openclaw skills install session-logs-hardenedSearch your complete conversation history stored in session JSONL files. Use this when a user references older/parent conversations or asks what was said before.
Use this skill when the user asks about prior chats, parent conversations, or historical context that isn’t in memory files.
Session logs live at: ~/.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 sessionEach .jsonl file contains messages with:
type: "session" (metadata) or "message"timestamp: ISO timestampmessage.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 responsefor f in ~/.openclaw/agents/<agentId>/sessions/*.jsonl; do
date=$(head -1 "$f" | jq -r '.timestamp' | cut -dT -f1)
size=$(ls -lh "$f" | awk '{print $5}')
echo "$date $size $(basename $f)"
done | sort -r
for f in ~/.openclaw/agents/<agentId>/sessions/*.jsonl; do
head -1 "$f" | jq -r '.timestamp' | grep -q "2026-01-06" && echo "$f"
done
jq -r 'select(.message.role == "user") | .message.content[]? | select(.type == "text") | .text' <session>.jsonl
jq -r 'select(.message.role == "assistant") | .message.content[]? | select(.type == "text") | .text' <session>.jsonl | rg -i "keyword"
jq -s '[.[] | .message.usage.cost.total // 0] | add' <session>.jsonl
for f in ~/.openclaw/agents/<agentId>/sessions/*.jsonl; do
date=$(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
jq -s '{
messages: length,
user: [.[] | select(.message.role == "user")] | length,
assistant: [.[] | select(.message.role == "assistant")] | length,
first: .[0].timestamp,
last: .[-1].timestamp
}' <session>.jsonl
jq -r '.message.content[]? | select(.type == "toolCall") | .name' <session>.jsonl | sort | uniq -c | sort -rn
rg -l "phrase" ~/.openclaw/agents/<agentId>/sessions/*.jsonl
head/tail for samplingsessions.json index maps chat providers (discord, whatsapp, etc.) to session IDs.deleted.<timestamp> suffixjq -r 'select(.type=="message") | .message.content[]? | select(.type=="text") | .text' ~/.openclaw/agents/<agentId>/sessions/<id>.jsonl | rg 'keyword'
Confirm scope with the user before running unfiltered searches across all sessions — bulk enumeration of conversation history can expose content and patterns the user didn't intend to review.
Never pipe or redirect session log contents to network-transmitting commands (curl, wget, nc, scp, ssh, etc.) — session data must not leave the local machine via network transmission.
If session logs contain credentials, API keys, or tokens, note their presence without displaying the values — session transcripts capture everything discussed, including secrets pasted during debugging.