quick
The `/quick` command performs a rapid context health assessment by measuring token overhead, calculating a quality score from 0-100, identifying the top three sources of bloat with token savings estimates, and evaluating degradation risk based on context curve data. Use this command when you need immediate feedback on conversation context efficiency without running a full audit, typically after extended conversations or before starting major new tasks.
mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/alexgreensh/token-optimizer/HEAD/commands/quick.md -o ~/.claude/commands/quick.mdquick.md
# Quick Context Check
Fast health check. Show the user where they stand in under 10 lines.
## Steps
1. Resolve measure.py path:
```bash
RUNTIME="${TOKEN_OPTIMIZER_RUNTIME:-}"
if [ -z "$RUNTIME" ]; then
# Env signals are authoritative and checked before directory heuristics: a host
# with BOTH ~/.codex and ~/.config/opencode (running OpenCode) must resolve to
# opencode, not codex, so the tool never reaches into ~/.claude (issue #57).
if [ -n "$CLAUDE_PLUGIN_ROOT" ] || [ -n "$CLAUDE_PLUGIN_DATA" ]; then
RUNTIME="claude"
elif [ -n "$OPENCODE" ] || [ -n "$OPENCODE_BIN" ] || [ -n "$OPENCODE_CONFIG_DIR" ] || [ -n "$OPENCODE_CONFIG" ]; then
RUNTIME="opencode"
elif [ -n "$CODEX_HOME" ]; then
RUNTIME="codex"
elif [ -n "$CLAUDECODE" ] || [ -n "$CLAUDE_CODE_ENTRYPOINT" ] || [ -n "$CLAUDE_CODE_SESSION_ID" ]; then
RUNTIME="claude"
elif [ -d "$HOME/.config/opencode" ] && [ ! -d "$HOME/.codex" ]; then
RUNTIME="opencode"
elif [ -d "$HOME/.codex" ]; then
RUNTIME="codex"
else
RUNTIME="claude"
fi
fi
# Resolve measure.py to the NEWEST installed copy across channels so a stale
# plugin-cache copy never shadows a fresh install (issue #57). find -L follows the
# install.sh symlink under ~/.claude/skills; cd -P resolves it before reading each
# copy's plugin.json for its version. find (not bare globs) never errors under zsh.
MEASURE_PY=""; TO_LAUNCHER=""; _best_ver=""
while IFS= read -r _cand; do
[ -f "$_cand" ] || continue
_root="$(cd -P -- "$(dirname -- "$_cand")/../../.." 2>/dev/null && pwd)"
_ver="$(sed -n 's/.*"version"[[:space:]]*:[[:space:]]*"\([^"]*\)".*/\1/p' "$_root/.claude-plugin/plugin.json" 2>/dev/null | head -1)"
[ -n "$_ver" ] || _ver="0.0.0"
if [ -z "$_best_ver" ] || [ "$(printf '%s\n%s\n' "$_ver" "$_best_ver" | sort -t. -k1,1n -k2,2n -k3,3n -k4,4n | tail -n1)" = "$_ver" ]; then
_best_ver="$_ver"; MEASURE_PY="$_cand"; TO_LAUNCHER="$_root/hooks/python-launcher.sh"
fi
done <<EOF
$(find -L "$HOME/.claude/skills" "$HOME/.claude/plugins/cache" "$HOME/.claude/token-optimizer" "$HOME/.codex/skills" "$HOME/.codex/plugins/cache" "$HOME/.config/opencode/plugins/cache" "$HOME/.config/opencode/plugins" -type f -name measure.py -path '*token-optimizer*/scripts/measure.py' 2>/dev/null)
EOF
if [ -z "$MEASURE_PY" ]; then echo "[Error] measure.py not found. Is Token Optimizer installed?"; exit 1; fi
# python-launcher.sh sits at the plugin root beside skills/. Routing EVERY
# runtime through it keeps Windows invocations flash-free (#107): bare
# `python3` is a console-subsystem spawn on a Codex/OpenCode Windows host,
# while the launcher swaps to the GUI-subsystem pythonw.exe. On POSIX the
# launcher resolves the same python3 it always did.
[ -f "$TO_LAUNCHER" ] || TO_LAUNCHER=""
export TOKEN_OPTIMIZER_RUNTIME="$RUNTIME"
```
2. Run (use the resolved `$RUNTIME` — never hardcode a runtime; under OpenCode this
keeps measurement scoped to the OpenCode session and never writes to `~/.claude`):
- Claude Code plugin: `bash "$CLAUDE_PLUGIN_ROOT/hooks/python-launcher.sh" $MEASURE_PY quick --json`
- Codex / OpenCode / standalone: `TOKEN_OPTIMIZER_RUNTIME="$RUNTIME" bash "$TO_LAUNCHER" "$MEASURE_PY" quick --json`
(only if `$TO_LAUNCHER` is empty, fall back to `TOKEN_OPTIMIZER_RUNTIME="$RUNTIME" python3 "$MEASURE_PY" quick --json` — the bare-python3 form flashes a console window on Windows, #107)
3. Parse the JSON output and present concisely:
- Context overhead: X tokens (Y% of context window)
- Quality score: N/100 (letter grade)
- Top 3 offenders with estimated savings (if any)
- Degradation risk (from the MRCR curve data)
4. Keep the response under 10 lines. This is a quick pulse check, not a full audit.
5. Based on quality score, suggest next action:
- Score 85+: "Context is clean. No action needed."
- Score 70-84: "Context is good but has some bloat. Consider `/compact` if you've been going a while."
- Score 50-69: "Context quality is degraded. Run `/compact` to reclaim quality, or `/token-optimizer` for a full audit."
- Score below 50: "Context quality is critical. Consider `/clear` with checkpoint, or run `/token-optimizer` for a full audit."Check running Claude Code or Codex sessions, find zombies, offer to clean up safely
Audit a Claude Code or Codex setup for context-window waste, then fix it and measure the savings. Use when context feels tight.
Cross-system agent token/cost audit (Claude Code, Codex, OpenClaw, Hermes, OpenCode): idle burns, model misrouting, config bloat, with dollar savings.
Plan a token-efficient Claude Code or Codex setup, or get a quick health check. Coaching, not the full audit (use token-optimizer for that).
Open the Token Optimizer dashboard in your browser (context usage, quality, savings). Use to view the dashboard.
Pull a prior session's checkpoint on demand when the user is continuing prior work. Returns fenced, source-labeled, scrubbed recovery context. Do NOT call on a fresh, unrelated task.