Audit
A collection of personal AI coding assistant configurations, specialist agents, and automated workflows optimized for Python and ML open-source development.
npx -y skills add Borda/AI-Rig --skill auditAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 23 stars23 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.
What its author says it does
Copied from the file, not written here
Minimal codex-native audit loop. Use to scan codex configuration/workflow drift and emit ranked gaps with measurable gates.
SKILL.md
6.9 KB, as published. Nobody here has run it
Audit
Run linear configuration/workflow audit.
Input Schema
{
"scope": "config|skills|roles|all",
"target": "optional path",
"mode": "upgrade|adversarial",
"skip_gate": false,
"done_when": "drift and broken references are ranked with gate result; fix level chosen interactively unless skip_gate=true"
}
Workflow (Exact Commands)
01: Create run directory
Run python PLUGIN_ROOT/shared/create_run.py --skill audit once. Retain its single printed path as
<run-directory> and substitute that literal path into every later artifact path and helper argument. Never store or
reuse the path through a shell variable; shell variables do not persist across tool calls.
02: Normalize scope and collect inventory
Scopes:
config: project.codex/config.toml,AGENTS.mdlayers, permissions, and routing.skills: repository/user-authored.agents/skills/**plus declared calibration coverage.roles: role-routing instructions and an explicitly supplied plugin/package role-card root.all: every applicable surface above. Missing optional local skills or roles isnot-configured, not drift.
Run rg --files with the AGENTS.md, .codex/config.toml, and .agents/skills/** globs as argv. When target is
supplied and exists, enumerate regular files under it to depth four with a platform-native filesystem walk. Sort and
deduplicate both result sets into <run-directory>/inventory.txt; record unavailable inputs or collection failures.
03: Build an audit ledger before running gates
Write <run-directory>/audit-ledger.md with these sections:
Inventory: configured/present policy, skills, and role-routing surfaces.Broken References: missing files, stale paths, unresolved shared resources.Runtime Leaks: non-native runner fields/external runtime assumptions.Coverage: calibration benchmark/behavior.Overlap: duplicate/fuzzy ownership decisions.Recommendations: ranked fixes.
For scope=all, mode=adversarial, or audits crossing skills, agents, CI/config, apply ../../shared/specialist-orchestration.md. Write <run-directory>/specialist-audit-plan.md packs for:
curator: skill/agent/config drift, duplication, calibration hygiene.linting-expert: Markdown, Python, shell, ruff/mypy/pre-commit references.cicd-steward: CI harness, workflow permissions, artifact behavior.challenger: adversarial check of no-finding or low-risk conclusions.
Stay single-agent for narrow scope=config, scope=skills, or scope=agents audits where same inventory would go to every specialist.
04: Run shared quality gates
Follow ../../shared/helper-cli-contract.md and python PLUGIN_ROOT/shared/run_gates.py --help. Use project-configured lint, format, type, and test commands for the discovered surfaces, explicit reasons for inapplicable gates, and clean diff review.
05: Detect drift and broken references
Run rg -n for config_file|skills/|roles/|quality-gates|run_gates.py|write-result.py over existing AGENTS.md,
.codex, .agents, and the optional target. Write results to <run-directory>/reference-scan.txt; record missing
inputs or command failure explicitly.
Structural context (optional): when the audited scope contains a Python package, also probe codemap-py once for
undocumented public surface and externally-uncalled modules: python PLUGIN_ROOT/shared/codemap_adapter.py context --category audit --out <run-directory>/codemap-context.json. Per ../../shared/codemap-contract.md,
absence/incompatibility is non-fatal — continue with the reference scan above, using the persisted evidence as an
additional signal, never a replacement for it.
06: Audit spawn-pattern coverage and overlap in AGENTS.md (instruction-level check)
Run two separate rg -n argv scans: delegat|specialist|spawn|role|\[agents\. over existing AGENTS.md and
.codex/config.toml, writing <run-directory>/spawn-sections.txt; then
Trigger and skip boundaries|TRIGGER when|SKIP when|NOT for over the supplied target or AGENTS.md, writing
<run-directory>/spawn-policy-sections.txt. Record missing inputs or command failure explicitly.
07: Review native skill and agent contract consistency
Each configured skill has:
Input SchemaWorkflowFail-Fast RulesQuality GatesCalibration HooksOutput Contract
Each configured role or agent has:
## Scopeor clear role boundary text## Evidence Standard## Boundaries## Output Contractor explicit output format
08: Review role-roster consistency when a role-card target is supplied
When a target is supplied, run rg -n for ^(role_id|name|model|description|developer_instructions) over that exact
target and write <run-directory>/role-roster-scan.txt; record scan failure. Without a target, create that artifact as
an empty file and classify the role roster as not configured.
Classify overlap as keep, sharpen, merge-prune:
keep: distinct decision surface.sharpen: role stays; tighten boundary.merge-prune: no distinct acceptance criterion.
09: Classify findings using ../../shared/severity-map.md
10: Write mandatory result artifact
Use shared lifecycle/authoritative help. Write AUDIT_METADATA, validate audit, promote only validated candidate.
Fail-fast Rules
- Requested target missing or escaping the consuming project/approved external scope => fail.
- Shared gate script missing => fail.
- Critical-path broken config/skill reference => fail.
- Any configured role/agent lacks routing coverage => fail.
- Unclear/overlapping spawn intent lacks collaboration-team guidance => fail.
- Agent overlap lacks keep/sharpen/merge-prune decision => fail.
- Configured entry lacks its declared skill/role contract section => fail unless exception recorded.
- Non-native runtime assumptions in an audited skill or role card => fail.
- Result artifact missing => fail.
Quality Gates
Required checks:
review: inventory, contract ledger, reference scan, overlap decisions,git diff --check.calibration: run the owning project's declared calibration command when audited workflow behavior changes; for Codex Rig source, useruntime/calibration/run.py --layout plugin.
Conditional checks:
lint/format: when Python/TOML/shell/Markdown formatters available.tests: with executable probes/behavior-changing fixes.
Calibration Hooks
Update calibration when audit scope, contract requirements, or routing checks change:
- benchmark patterns:
audit, every configured skill, every configured agent - behavioral cases: runtime leak detection, stale reference handling, overlap classification, unsafe sync recommendation
Output Contract
Use shared gate schema from ../../shared/quality-gates.md.
Minimum artifact payload template: result-template.json.