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Mk context audit

Skill ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/codex/root/.agents/skills/mk-context-audit

Read-only audit of .codex/ structural overhead: 'remove X save Y tokens' vs the context window. NOT for cost tracking (budget skill); NOT for runtime read/compact decisions (mk:context-engineering).From its SKILL.md

Install
npx -y skills add ngocsangyem/MeowKit --skill mk-context-audit

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 14 stars14 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

4.9 KB, ~1.1k tokens by cl100k_base, as published. Nobody here has run it

the context-audit skill — Context Window Structural Audit

Read-only audit of .codex/ structural overhead. Surfaces what is loaded into every host-runtime session and how much of the context window it consumes, then recommends the highest-leverage trims.

Complementary lens: mewkit inventory --substrate shows the same artifact set grouped by the responsibility each serves (covered / partial / missing), so a trim can be checked against responsibility coverage before removing an artifact. The per-phase read budget that bounds what an audit-driven session should load lives in rules/context-budget-rules.md.

When to Use

Three concrete triggers:

  1. Pre-add capacity check — before adding a new agent, skill, or rule file, confirm the project is below the 25% structural-overhead threshold.
  2. Post-degradation diagnostic — when sessions feel slow, off-topic, or over-compacted, audit to see if structural overhead has grown past 10%.
  3. Periodic health audit — quarterly or on model upgrades, confirm the always-on bundle still pays its keep (paired with the dead-weight audit in harness-rules.md Rule 7).

Context vs Cost (Boundary)

ConcernMechanismUnit
Monetary costthe budget skill + ../autobuild/scripts/budget-tracker.shUSD
Window utilization (this skill)the context-audit skill + scripts/inventory-context.shtokens / %

The three concerns are deliberately separate. This skill measures only what is statically loaded into every session — the always-on bundle. Conversation history, tool output, and active edits live elsewhere.

Workflow

The slash command runs the pipeline:

SCAN_ROOT="${1:-$PWD}"
bash .agents/skills/context-audit/scripts/inventory-context.sh "$SCAN_ROOT" \
  | bash .agents/skills/context-audit/scripts/estimate-tokens.sh \
  | bash .agents/skills/context-audit/scripts/format-audit-report.sh

Output is markdown, printed to terminal. The skill does NOT write any files.

Steps:

  1. Inventoryinventory-context.sh walks .codex/ and emits raw byte/line counts per category (AGENTS.md chain, agents, skills, rules, commands, MCP) as JSON.
  2. Estimateestimate-tokens.sh enriches the inventory with estimated_tokens (chars/4 heuristic, mirrors budget-tracker.cjs) and computes totals including structural_overhead_pct against a 200K window.
  3. Formatformat-audit-report.sh emits a 5-section markdown report: header, summary table, top consumers, recommendations, footer.
  4. Banner — the formatter selects a banner based on structural_overhead_pct:
    • < 10% → Healthy
    • 10–25% → Watch
    • ≥ 25% → Action recommended

Output Format

# Context Audit — <scan_root>
*Scanned at <timestamp> · model window 200K tokens · banner: <Healthy|Watch|Action>*

## Summary
| Category | Components | Bytes | Tokens | % of Window |
| ...      | ...        | ...   | ...    | ...          |

## Top Consumers
1. <component> ~<tokens> (<path>)
... (top 10)

## Recommendations
1. <priority finding> — saves ~<tokens>
... (sorted by token impact, descending)

## How to Act
- Cost: see `the budget skill`
- Runtime trim: see `mk:lazy-agent-loader`

The 10% / 25% thresholds are the canonical source of truth for token-overhead banners — see references/token-cost-model.md. They are NOT linked to MEOWKIT_BUDGET_* env vars (those are USD amounts, not token percentages).

Integration Points

  • Reuses, does not duplicate: packages/mewkit/src/token-estimator/index.ts is the canonical chars/4 source. Shell scripts inline the same heuristic with a citation comment, avoiding a Node bridge that would require dist/.
  • Reads, does not write: .meowkit/telemetry/cost-log.json, .codex/, .mcp.json. No file writes anywhere.
  • No env vars introduced. Window size is hard-coded 200K; override deferred until a real 1M-context use case appears.
  • Discovery: via keywords: frontmatter and a cross-reference from the budget skill. There is no separate routing rule.

Gotchas

(none yet — grow from observed failures)

Related Rules

  • Skill authoring conventions — discovery + Gotchas section requirements
  • AGENTS.md (Data & injection boundary) Rule 11 — Skill Rule of Two; this skill scores 2 of 3 (untrusted SCAN_ROOT input + filename inventory may surface sensitive paths) so paths are canonicalized via realpath and never executed.

What ships with it: 6 files

17.9 KB alongside SKILL.md, 3 of them executable

references/

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