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Shadow Ds Govern

Agent skill
1 skill

Run a 5-voice data-science governance council on an ML artifact reference. Data Steward (drift), Model Validator (calibration), Fair-ML Auditor (EEOC 80% rule, always blocks on violation), Reproducibility Critic (metadata completeness), Ops Realist (p95 latency). Returns SHIP / REWORK / BLOCK with per-voice rationale. Pure computation — no LLM. Use before shipping any ML pipeline that will make consumer-facing decisions.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryScience & researchStars0

About this skill

Run a 5-voice data-science governance council on an ML artifact reference. Data Steward (drift), Model Validator (calibration), Fair-ML Auditor (EEOC 80% rule, always blocks on violation), Reproducibility Critic (metadata completeness), Ops Realist (p95 latency). Returns SHIP / REWORK / BLOCK with per-voice rationale. Pure computation — no LLM. Use before shipping any ML pipeline that will make consumer-facing decisions.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: bc7542b48c4f1e97669d4621754d48e18ac599b5bf81350c15ef4107ec513de8

About scan coverage and limitations

About this listing

Category
Science & research
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Shadow Ds Govern | Agent Skills Atlas