Agent skill

session-search

Search across pi session JSONL logs (user prompts, tool calls, results). Uses the session-digest tool and ripgrep for fast triage.

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Install this agent skill to your Project

npx add-skill https://github.com/mikeyobrien/rho/tree/main/skills/session-search

SKILL.md

Session Search

Search historical pi sessions stored under ~/.pi/agent/sessions/.

This skill assumes the session-digest helper exists at ~/bin/session-digest.

Where sessions live

On this Termux setup, sessions are typically stored in:

  • ~/.pi/agent/sessions/--data-data-com.termux-files-home--/*.jsonl

If you are unsure which directory is active, list the session roots:

bash
ls -la ~/.pi/agent/sessions

Method A (recommended): generate digests, then search the digests

session-digest parses session JSONL into readable markdown and writes files to:

  • ~/.rho/digests/YYYY-MM-DD.md
  1. Generate digests for a time window:
bash
# last 7 days
session-digest --week >/dev/null

# or a single date
session-digest 2026-02-04 >/dev/null

# or all history (can be slow)
session-digest --all >/dev/null
  1. Search the digest markdown:
bash
rg -n "<query>" ~/.rho/digests

Notes:

  • This is the safest way to skim history because session-digest also flags potential secrets.
  • If session-digest reports secrets, do NOT paste results into public logs.

Method B: direct grep over raw JSONL (fastest, messiest)

Search the raw session logs directly:

bash
SESSION_ROOT=~/.pi/agent/sessions/--data-data-com.termux-files-home--
rg -n --hidden "<query>" "$SESSION_ROOT"/*.jsonl

Useful variants:

bash
# show a little context around matches
rg -n -C 2 "<query>" "$SESSION_ROOT"/*.jsonl

# case-insensitive
rg -n -i "<query>" "$SESSION_ROOT"/*.jsonl

Common queries

  • Find when a specific tool was used:
    • rg -n '"type":"toolCall"' ... | rg '"name":"vault_search"'
  • Find a user prompt:
    • rg -n '"role":"user"' ... | rg "<phrase>"
  • Find a specific file path mentioned:
    • rg -n "projects/rho" ...

Guardrails

  • Session logs can contain credentials (tokens, API keys, private URLs).
  • Prefer Method A first: it surfaces warnings via secret scanning.
  • If you need to share excerpts, redact aggressively and re-run session-digest to confirm no secrets are present.

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