learn

name	learn
description	Analyze the ClaudeWatch decision log to find commands that repeatedly prompt, and propose allow-list entries and rule tweaks that cut prompt fatigue — reviewed as one batch, then reset the log.
disable-model-invocation	true

ClaudeWatch — learn

ClaudeWatch watches every command and records its decision; this skill is the learn step that turns those recordings into suggestions. You vet a window's worth of accumulated prompts once, as a batch, instead of pressing enter on each one. It is the replacement for the generic transcript-scanning approach: it works from the hook's own decisions, so it knows what ClaudeWatch allowed, asked, and blocked — not just what looked read-only.

0. Prerequisite: a decision log to learn from

Logging is on by default — the hook writes to ~/.claude/claudewatch/decisions.jsonl unless CLAUDEWATCH_LOG is set to an opt-out value (off, 0, false, none, or empty). Each Bash record stores the command shape (git push, not the full command with its arguments), never the raw command, so inline secrets stay out of the plaintext log; the file is owner-only (0600). Two states block a learn pass; distinguish them before doing anything else.

First, check whether logging has been turned off:

echo "CLAUDEWATCH_LOG=[${CLAUDEWATCH_LOG:-<unset>}]"

• off / 0 / false / none / empty — logging is disabled. Warn the user loudly that disabling logging disables this skill: /ClaudeWatch:learn has no data to work from and stays useless until logging is re-enabled. To re-enable, remove the opt-out from the env block in their settings.json (unset it, or set it back to the default path) and restart their sessions:

  { "env": { "CLAUDEWATCH_LOG": "~/.claude/claudewatch/decisions.jsonl" } }
  

  Then stop — there is nothing to learn from until logging is back on and sessions have run.

Otherwise logging is on; check whether the log has any records yet:

ls -la "${CLAUDEWATCH_LOG:-$HOME/.claude/claudewatch/decisions.jsonl}"

If the file does not exist, logging is on but no sessions have run with the hook active yet. Tell the user to run some sessions, then stop — there is nothing to learn from until then.

1. Run the analyzer

Forward any window argument the user passed (--since 1d, --since 4h). The analyzer is read-only and emits JSON:

python3 "${CLAUDE_PLUGIN_ROOT}/scripts/analyze-decisions.py" --since 1d

Useful flags: --min-count N (default 3) sets how many times a command must recur before it is proposed; --settings PATH points at a different settings.json; --log PATH reads a different log.

2. Present the three buckets

Open with the window the proposals are drawn from, so the user can weigh how much history backs them. Read it from meta: records_considered, distinct_sessions, and span_days (plus oldest_ts/newest_ts). State it in one line — e.g. "Based on 1,650 decisions across 23 sessions over 2.1 days (2026-06-01 → 2026-06-03)." A short span or few sessions means the suggestions are thin; say so.

Then render the JSON as three tables. Lead with the one that removes the most prompts.

• Allow candidates — commands ClaudeWatch already allows that are not covered by your allow list, so Claude Code prompts on them. Columns: shape, count, distinct dirs, suggested allow pattern. These are the prompt-fatigue wins.
• Ask candidates — commands ClaudeWatch repeatedly asks about. Columns: shape, count, the matched rule(s). For each, the choice is: add an except for a demonstrably-safe variant, or leave it (the prompt is doing its job).
• Deny summary — commands ClaudeWatch blocked, grouped by reason. Informational. A high count means a workflow you need is blocked — worth a conversation, never an automatic change.

3. Let the user choose, then confirm

Ask which items to apply. For the allow candidates, confirm the scope:

• User (~/.claude/settings.json) — applies to every session.
• Project (.claude/settings.json in the repo) — applies to that repo only.

Each suggested pattern is conservative (as narrow as the commands actually run). Offer to widen or narrow any pattern before writing. Before writing, show the exact permissions.allow additions and get an explicit yes.

Apply by reading the chosen settings.json, appending the approved patterns to permissions.allow (creating the keys if absent, de-duplicating), and writing it back. Do not reorder or drop existing entries.

If the user keeps their settings.json under external management (synced from another source rather than hand-edited), do not edit ~/.claude/settings.json directly — show them the patches to apply at their source instead.

4. Ask candidates → rule changes

For approved ask candidates, the change is an except on the matched rule (to stop prompting on a safe variant) — that is a rule edit, so route it through /ClaudeWatch:rules, which validates and previews. Name the rule (the matched reason identifies the set) and the except regex to add. Do not hand-edit shipped rule YAML from this skill.

5. Deny summary → never automatic

Surface blocked-command counts so the user sees what is in their way, but make no change. If a block is genuinely unwanted, that is a deliberate rule decision for /ClaudeWatch:rules (demote block → ask) or a spec discussion — not a side effect of a learn pass. A frequently-allowed but consequential command in the allow bucket (e.g. terraform apply) is the inverse signal: a coverage gap where a new ask rule may belong.

6. Offer to reset the log

Once the approved changes are applied, offer to reset the decision log. This is the adjust, then reset loop: after you promote commands to the allow list or change a rule, the accumulated history keeps re-surfacing those same commands on the next pass. Resetting starts the next window from the post-change baseline, so the next learn measures only what the new configuration still prompts on.

Reset archives by default — it moves the log to ~/.claude/claudewatch/archive/decisions-<timestamp>.jsonl, so prior history is recoverable — and reports what it cleared:

python3 "${CLAUDE_PLUGIN_ROOT}/scripts/reset-decisions.py"

Pass --hard to delete the log outright instead of archiving it. Only offer reset after changes are applied — a reset before the user has dispositioned the buckets throws away the very data this pass is built on. If the user applied nothing, leave the log alone.

Auto mode

ClaudeWatch's PreToolUse hook runs before the permission-mode check, so its deny still blocks and ask still prompts even under auto or bypassPermissions. Each record carries the active mode, and the analyzer reports by_mode plus an auto_executed count per allow candidate. Under auto mode the prompts are already gone, so this skill's value shifts from cutting prompts to auditing what ran unattended: lead with the high-auto_executed allow candidates ("these ran N times with no review — keep allowing, or add a watch rule?") and treat the deny summary as the record of what the hard backstop caught while you weren't watching.

Notes

• The analyzer's allow-list match is an approximate prefix check; Claude Code's own matcher is the source of truth. Its only job is to avoid re-proposing commands you already allow.
• command_shape groups by program plus its leading subcommand tokens, so gh pr view and gh pr merge are distinct candidates — promoting one does not silently allow the other.