Cost Optimizer
SkillAI & modelsLets your agent audit a Claude Code project for token-wasting setup problems and return a ranked fix list.
Then ask your AI: use the Cost Optimizer skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add it as a step in a pipeline you build on Ahel, or connect Ahel to Claude, ChatGPT, Cursor, Claude Code or Codex and ask your AI to use it.
About this skill
Trigger when the user asks to audit Claude Code costs, reduce token spend, says "my Claude bill is too high", "optimize my CLAUDE.md", "why is this project burning tokens", or "/cost-optimizer". Scans a project for the common Claude Code cost leaks and returns a prioritized fix list.
What this skill tells your AI
The instructions your AI receives, as published by mergisi/awesome-openclaw-agents in skills/claude/cost-optimizer/SKILL.md and read by Ahel’s review.
Audit a project's Claude Code setup for the handful of well-known cost leaks and output a prioritized remediation list. This is a static inspection — no pricing API calls, no guesswork about past spend.
When to use
- "My Claude Code bill doubled this month — what's going on?"
- "Audit this project for token waste"
- "Why is my session context always huge?"
- Post-mortem after a runaway agent run
What to check
Run each check and record PASS / WARN / FAIL with a short note.
1. CLAUDE.md size
wc -l CLAUDE.md .claude/CLAUDE.md 2>/dev/null
- PASS: under 100 lines
- WARN: 100-300 lines
- FAIL: >300 lines — this is prepended to every message, so every line costs tokens forever.
Fix: move reference material (API keys, runbooks, verbose examples) into skill files or docs/, and leave CLAUDE.md as a thin pointer.
2. Memory file bloat
find ~/.claude/projects -name 'MEMORY.md' -exec wc -l {} \;
find .claude/memory -type f -exec wc -l {} \; 2>/dev/null
- WARN if any memory file is >500 lines.
- FAIL if >1500 lines — memory should be a curated index with links to detail files, not a dump.
Fix: extract old sections into memory/<topic>.md detail files and link from the index.
3. Unused or shadowed skills
ls ~/.claude/skills/ .claude/skills/ 2>/dev/null
- Cross-reference with the skill invocations in the last 30 days of shell history or session logs if available.
- Skills that have never been invoked but have huge
SKILL.mdbodies (>300 lines) are loaded into the skill index every turn — prune them.
4. Subagent fan-out patterns
Grep the project for Task/agent launch patterns:
grep -rn 'TaskCreate\|subagent\|parallel.*agent' --include='*.md' --include='*.js' --include='*.ts' .
- WARN if the repo spawns >5 parallel subagents per run without aggregation — each spins up its own context window.
- FAIL if subagents re-read the whole repo instead of receiving a scoped prompt.
Fix: pass a short brief + a handful of file paths to each subagent, not the entire CLAUDE.md context.
5. Prompt cache hygiene
Look for .claude/settings.json and check if the project sets an unusually short cache TTL, or if hooks invalidate the cache every message (e.g. a hook that echoes a timestamp into the system prompt).
- FAIL any hook that injects
date/uuidgen/ random content into every turn — it kills the cache, 10x cost.
6. Model selection
Grep for explicit model pins:
grep -rn 'opus\|sonnet\|haiku\|claude-3\|claude-4' .claude/ CLAUDE.md 2>/dev/null
- WARN if Opus is pinned for routine tasks that Sonnet could handle. Recommend the
/model-cost-compareskill for a per-task estimate.
7. Session file size
du -sh ~/.claude/projects/*/sessions 2>/dev/null | sort -h | tail -5
Huge session dirs suggest you never /compact long-running threads. Suggest periodic compaction.
Output format
Print a ranked list. Top of the list = biggest win per effort.
Cost Optimizer — <project>
Priority 1 (FAIL)
[CLAUDE.md] 412 lines — prepended every turn. Extract sections into skills/.
[cache hygiene] .claude/settings.json hook injects `date +%s` on SessionStart. Remove it.
Priority 2 (WARN)
[memory] MEMORY.md is 820 lines. Index top, details linked.
[model pinning] Opus 4.6 pinned in 4 skill files — 2 could drop to Sonnet 4.6.
Priority 3 (nice-to-have)
[skills] 3 skills (haiku-card, foo, bar) never invoked in last 30 days.
Estimated impact: roughly halving per-turn overhead — validate with a before/after /cost check.
Do not invent dollar savings. You can estimate relative impact ("~30% smaller context") but not absolute currency unless the user provides their current bill.
Example invocations
/cost-optimizer- "Audit this project for Claude Code cost waste"
- "My CLAUDE.md feels too big — what should I cut?"
- "Why is my prompt cache missing every turn?"
Signals
- GitHub stars
- 4k
- Forks
- 645
- Last commit
- Sep 2026
Advanced
- Item type
- skill
- Key
cost-optimizer-mergisi- Source
- github.com/mergisi/awesome-openclaw-agents
github.com/mergisi/awesome-openclaw-agents
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