Token Efficiency Audit Skill
SkillMonitoring & opsThree-layer token defense stack — audit current settings, apply safe/CI levers, and monitor status
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Token Efficiency Audit Skill skill
What this skill tells your AI
The instructions your AI receives, as published by baekenough/oh-my-customcode in .claude/skills/token-efficiency-audit/SKILL.md and read by ahel’s review.
Layer 3 of the three-layer token defense stack. Audits current Claude Code settings against the token efficiency lever reference table, applies safe interactive levers, and reports combined layer status.
Reference guide: guides/claude-code/14-token-efficiency.md
Three-Layer Stack
┌─────────────────────────────────────────────────────────────────┐
│ Layer 1: cc-token-saver (CACHE DEFENSE) │
│ Before session — protect prompt cache TTL from idle expiry │
├─────────────────────────────────────────────────────────────────┤
│ Layer 2: R013 Ecomode (RUNTIME COMPRESSION) │
│ During session — compact output, aggregate results, prune input│
├─────────────────────────────────────────────────────────────────┤
│ Layer 3: token-efficiency-audit (PRE-SESSION PREVENTION) │
│ Config time — disable injections before they happen │
└─────────────────────────────────────────────────────────────────┘
Each layer is independently deployable and non-overlapping. Layer 3 (this skill) operates at config time — it prevents overhead from ever entering the context window.
Modes
audit (default)
- Read
.claude/settings.json(project-level, git-tracked) - Read
.claude/settings.local.json(local, not git-tracked) - Check each lever from the Interactive Session Levers table in the guide:
includeGitInstructionsautoConnectIdeattribution.commitattribution.prenv.BASH_MAX_OUTPUT_LENGTHenv.CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENSenv.MAX_MCP_OUTPUT_TOKENS
- Output a table:
[Token Efficiency Audit]
Reference: guides/claude-code/14-token-efficiency.md (CC v2.1.114+)
| Lever | Current | Recommended | Gap | Location |
|-------------------------------------|-------------|-------------|--------|-----------------------|
| includeGitInstructions | true | false | ⚠ SET | settings.json |
| autoConnectIde | true | false | ⚠ SET | settings.json |
| attribution.commit | auto text | "" | ⚠ SET | settings.json |
| attribution.pr | auto text | "" | ⚠ SET | settings.json |
| BASH_MAX_OUTPUT_LENGTH | unlimited | 15000 | ⚠ SET | settings.local.json |
| CLAUDE_CODE_FILE_READ_MAX_OUTPUT... | unlimited | 8000 | ⚠ SET | settings.local.json |
| MAX_MCP_OUTPUT_TOKENS | unlimited | 8000 | ⚠ SET | settings.local.json |
Run /token-efficiency-audit apply-interactive to apply all safe levers.
Gap column values:
OK— already at recommended value⚠ SET— currently at default, recommended change availableCUSTOM— non-default value that differs from recommendation (display actual value)
apply-interactive
Applies Interactive Session Levers only (safe for development use).
- Read
.claude/settings.jsonand.claude/settings.local.json(create if not exists) - Apply to
settings.json:{ "includeGitInstructions": false, "autoConnectIde": false, "attribution": { "commit": "", "pr": "" } } - Apply to
settings.local.json(env block):{ "env": { "BASH_MAX_OUTPUT_LENGTH": "15000", "CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENS": "8000", "MAX_MCP_OUTPUT_TOKENS": "8000" } } - Preserve all existing settings (merge, do not overwrite unrelated keys)
- Report applied changes:
[Done] Interactive levers applied settings.json: includeGitInstructions: true → false autoConnectIde: true → false attribution.commit: (auto) → "" attribution.pr: (auto) → "" settings.local.json: BASH_MAX_OUTPUT_LENGTH: (none) → 15000 CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENS: (none) → 8000 MAX_MCP_OUTPUT_TOKENS: (none) → 8000 Note: settings.json is git-tracked. Commit if appropriate. Takes effect on next claude session restart.
apply-ci
Applies CI/Worker-Only Levers. These disable core oh-my-customcode functionality.
R001 Risk: HIGH — Display this warning prominently BEFORE applying:
⚠ WARNING — CI/WORKER LEVERS
These settings disable core oh-my-customcode functionality:
• CLAUDE_CODE_DISABLE_CLAUDE_MDS=1 → ALL rules and routing offline (R010 disabled)
• CLAUDE_AGENT_SDK_DISABLE_BUILTIN_AGENTS=1 → All 50 agents unavailable
• ENABLE_CLAUDEAI_MCP_SERVERS=false → MCP-dependent skills unavailable
• CLAUDE_CODE_DISABLE_AUTO_MEMORY=1 → No persistent memory across sessions
Only use for CI/worker pipelines. Never apply to interactive development sessions.
Type "yes" to confirm, or anything else to cancel:
- Require explicit user confirmation ("yes") before proceeding
- On confirmation, apply to
settings.local.json:{ "env": { "CLAUDE_CODE_DISABLE_CLAUDE_MDS": "1", "CLAUDE_AGENT_SDK_DISABLE_BUILTIN_AGENTS": "1", "ENABLE_CLAUDEAI_MCP_SERVERS": "false", "CLAUDE_CODE_DISABLE_AUTO_MEMORY": "1" } } - Report:
[Done] CI/Worker levers applied to settings.local.json This file is NOT git-tracked. To undo: remove the four env keys or run /token-efficiency-audit status - On cancellation:
[Cancelled] No changes made.
status
Reports current state of all three layers.
- Check Layer 1 — cc-token-saver:
- Check if plugin is present (look for cc-token-saver in
.claude/plugin config or known plugin markers) - Report: Installed / Not installed
- Check if plugin is present (look for cc-token-saver in
- Check Layer 2 — R013 Ecomode:
- Read
.claude/settings.jsonfor ecomode config - Report: threshold, result_format, max_result_length if set; otherwise "auto-threshold (4 tasks)"
- Read
- Check Layer 3 — Settings levers:
- Run the same lever checks as
auditmode - Summarize: N/7 levers at recommended values
- Run the same lever checks as
- Check OTel availability:
- Look for
CLAUDE_CODE_ENABLE_TELEMETRYin settings - If present: report "OTel enabled — use /monitoring-setup status for metrics"
- Look for
- Output:
[Token Efficiency Status]
Layer 1: cc-token-saver ✓ Installed / ✗ Not installed
Layer 2: R013 Ecomode ✓ Active (threshold: 4) / ✗ Not configured
Layer 3: Settings levers 4/7 at recommended
Layer 3 details:
includeGitInstructions: false ✓
autoConnectIde: true ⚠
attribution.commit: "" ✓
attribution.pr: "" ✓
BASH_MAX_OUTPUT_LENGTH: 15000 ✓
CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENS: unlimited ⚠
MAX_MCP_OUTPUT_TOKENS: unlimited ⚠
Run /token-efficiency-audit apply-interactive to fix ⚠ levers.
OTel: not enabled — run /monitoring-setup enable to measure effectiveness.
Codex Levers
When Codex CLI is in use (detected by presence of ~/.codex/config.toml):
Recommended settings in config.toml:
[features]
apps = false
[apps._default]
enabled = false
web_search = "disabled"
tool_output_token_limit = 10000
Non-interactive Codex CLI flag reference: guides/claude-code/13-cli-flags.md
Guardrails
The Re-Call Trap
Setting output limits too low forces repeated re-call loops — the model issues tail -n 50 output.txt or re-reads files in chunks, costing more tokens than the original uncapped output.
Enforce these minimum floors (never go below):
| Variable | Safe minimum | Recommended |
|---|---|---|
BASH_MAX_OUTPUT_LENGTH | 10000 | 15000 |
CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENS | 4000 | 8000 |
MAX_MCP_OUTPUT_TOKENS | 4000 | 8000 |
Codex tool_output_token_limit | 5000 | 10000 |
If a user requests values below these floors, warn them of the re-call trap risk before applying.
Version Drift
Settings defaults change with minor CC version releases. After each upgrade, re-run /token-efficiency-audit audit to verify active defaults. Reference baseline: CC v2.1.114+ / Codex v0.121.0+.
Cross-References
guides/claude-code/14-token-efficiency.md— Full three-layer stack guide and lever table.claude/rules/SHOULD-ecomode.md(R013) — Layer 2 specification.claude/skills/monitoring-setup/SKILL.md— Measure effectiveness via OTel metricsguides/cc-token-saver/README.md— Layer 1 detailed guideguides/claude-code/13-cli-flags.md— Non-interactive/CI CLI flags
Signals
- GitHub stars
- 34
- Forks
- 6
- Last commit
- Sep 2026
Advanced
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token-efficiency-audit- Source
- github.com/baekenough/oh-my-customcode