Learn-skills.dev inference-optimizer

Audit OpenClaw token usage, purge stale sessions, and optimize inference speed. Use when the user sends /optimize, /audit, asks to purge sessions, or wants a token/workspace audit.

install
source · Clone the upstream repo
git clone https://github.com/NeverSight/learn-skills.dev
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/NeverSight/learn-skills.dev "$T" && mkdir -p ~/.claude/skills && cp -r "$T/data/skills-md/aaaaqwq/claude-code-skills/inference-optimizer" ~/.claude/skills/neversight-learn-skills-dev-inference-optimizer && rm -rf "$T"
manifest: data/skills-md/aaaaqwq/claude-code-skills/inference-optimizer/SKILL.md
source content

Inference Optimizer

Optimize OpenClaw for maximum inference speed and minimum token usage. When user sends

/optimize
or
/audit
, exec the audit script and return raw output. When user approves purge, exec the purge script.

Triggers

  • /optimize
    — run audit
  • /audit
    — same as /optimize
  • "purge sessions", "purge stale", "clean up sessions" — after audit, if user approves

Workflow

  1. Audit: Exec
    bash <skill_dir>/scripts/openclaw-audit.sh
    , return raw output. Do NOT ask what to optimize. Do NOT list options.
  2. Purge: If user approves purge after audit, exec
    bash <skill_dir>/scripts/purge-stale-sessions.sh
    , return raw output.
  3. Full optimization: For Task 1–5 (workspace rewrite, heartbeat, deploy), read
    optimization-agent.md
    and follow its flow.

Path Resolution

Scripts live at

~/clawd/skills/public/inference-optimizer/scripts/
(or wherever the skill is installed). Use that path when exec-ing.

Allowlist

Purge script needs:

find
,
find *
,
find **
,
rm
,
rm *
,
rm **
,
bash
,
bash *
,
bash **
. Add to
exec-approvals.json
for the agent if purge is blocked.