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Audit Context · withkynam | DecimalAI

agent toolingby withkynam

Audit Context

withkynam/vc-audit-context

Source withkynam/vibecode-pro-max-kit ↗License MIT

Audit project context routing, shared-skill discoverability, and Claude/Codex wiring.

SkillScore86Maintained

Automatic

Doc Ops pack

Last verified 8/16/2026

What it changes

Passed 16 of 19 test cases with the skill, and 4 of 19 without it.

Without skill23%

With skill86%

Checks it passed that the model alone missed

Requires layer set to contract or helper
Specifies running validate-confusable-skills.mjs
Specifies running validate-skill-dependencies.mjs

and 14 more in the full report

14 fixed5 passed either way3 still failing0 broke

Pass-rate lift: +64 pp
Tokens: +2%
Agent turns: 0%
Response time: -66%

Model gemini-3.6-flashMeasured 8/16/2026v119 of 22 cases passed with skill · 19 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/withkynam-vc-audit-context/SKILL.md https://app.decimal.ai/s/withkynam-vc-audit-context/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add withkynam-vc-audit-context, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/withkynam-vc-audit-context/ and pins it in .decimal/skills.lock

decimalai skills add withkynam-vc-audit-context

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/withkynam-vc-audit-context/SKILL.md https://app.decimal.ai/s/withkynam-vc-audit-context/SKILL.md

Raw file: /s/withkynam-vc-audit-context/SKILL.md ↗ · machine-readable summary at /s/withkynam-vc-audit-context.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 14

Prompt

During context initialization, we have 5 existing context files that need reading and updating. How many reader subagents should be spawned according to the parallel reading strategy?

What was checked, without and with the skill
Checked	Without skill	With skill
Specifies spawning 2 to 3 reader agents for a batch of 4 to 6 context files	Missed	Passed

case-14 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md74 lines12 filesincludes scripts

Audit Context

Output style: Follow process/development-protocols/communication-standards.md — answer-first, plain language, no unexplained jargon, TL;DR on long responses.

Use this skill to verify that the project's durable context layer is discoverable and organized.

Optional input: a context group, agent, skill, or folder scope to prioritize during the audit.

Workflow

Run find process/context/ -type f | sort to get the full file listing before routing. This ensures no context file is silently skipped when the router is incomplete or drifted.
Read process/context/all-context.md for the context routing protocol.
Read references/audit-context.md for the full audit process.

Run the context discovery validator:

node .claude/skills/vc-audit-context/scripts/validate-context-discovery.mjs

3a. Run the protocol discovery frontmatter validator (enforces discovery frontmatter on every process/development-protocols/**/*.md, recursive incl. vc-system-behavior/; note.md is the only intentional exclusion):

node .claude/skills/vc-audit-context/scripts/validate-protocol-discovery.mjs

Run the shared skill routing coverage validator:

node .claude/skills/vc-audit-context/scripts/validate-skill-routing.mjs

Run the skill cross-reference validator:

node .claude/skills/vc-audit-context/scripts/validate-skill-cross-refs.mjs

Run the skill dependency/confusable analysis:

node .claude/skills/vc-audit-context/scripts/validate-skill-dependencies.mjs
node .claude/skills/vc-audit-context/scripts/validate-confusable-skills.mjs

Regenerate or check the machine-readable skill catalog:

node .claude/skills/vc-audit-context/scripts/generate-skills-catalog.mjs --write

Track record

Benchmark

16 / 19

test cases passed, vs 4 / 19 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

withkynam / vibecode-pro-max-kit

.claude/skills/vc-audit-context/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 11 files · scripts

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

withkynam/vc-audit-vcAudit agent harness health: Claude/Codex agent parity, skill registry consistency, README.md sync, and protocol file wiring. Use when agents, skills, README.md, or development-protocol files move, split, or drift.Close match+59 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Audit Context

Workflow

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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