Token Efficiency Audit Skill

SkillMonitoring & ops

Three-layer token defense stack — audit current settings, apply safe/CI levers, and monitor status

Available today. Use it from your connected AI after setup.

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)

  1. Read .claude/settings.json (project-level, git-tracked)
  2. Read .claude/settings.local.json (local, not git-tracked)
  3. Check each lever from the Interactive Session Levers table in the guide:
    • includeGitInstructions
    • autoConnectIde
    • attribution.commit
    • attribution.pr
    • env.BASH_MAX_OUTPUT_LENGTH
    • env.CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENS
    • env.MAX_MCP_OUTPUT_TOKENS
  4. 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 available
  • CUSTOM — non-default value that differs from recommendation (display actual value)

apply-interactive

Applies Interactive Session Levers only (safe for development use).

  1. Read .claude/settings.json and .claude/settings.local.json (create if not exists)
  2. Apply to settings.json:
    {
      "includeGitInstructions": false,
      "autoConnectIde": false,
      "attribution": {
        "commit": "",
        "pr": ""
      }
    }
    
  3. 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"
      }
    }
    
  4. Preserve all existing settings (merge, do not overwrite unrelated keys)
  5. 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:
  1. Require explicit user confirmation ("yes") before proceeding
  2. 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"
      }
    }
    
  3. 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
    
  4. On cancellation: [Cancelled] No changes made.

status

Reports current state of all three layers.

  1. 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
  2. Check Layer 2 — R013 Ecomode:
    • Read .claude/settings.json for ecomode config
    • Report: threshold, result_format, max_result_length if set; otherwise "auto-threshold (4 tasks)"
  3. Check Layer 3 — Settings levers:
    • Run the same lever checks as audit mode
    • Summarize: N/7 levers at recommended values
  4. Check OTel availability:
    • Look for CLAUDE_CODE_ENABLE_TELEMETRY in settings
    • If present: report "OTel enabled — use /monitoring-setup status for metrics"
  5. 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):

VariableSafe minimumRecommended
BASH_MAX_OUTPUT_LENGTH1000015000
CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENS40008000
MAX_MCP_OUTPUT_TOKENS40008000
Codex tool_output_token_limit500010000

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 metrics
  • guides/cc-token-saver/README.md — Layer 1 detailed guide
  • guides/claude-code/13-cli-flags.md — Non-interactive/CI CLI flags

Signals

GitHub stars
34
Forks
6
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
token-efficiency-audit
Source
github.com/baekenough/oh-my-customcode