Imported from docxology/hhs-opendata (medicaid_analysis/plots/1pct/fraud/AGENTS.md). Install upstream with npx skills add docxology/hhs-opendata --skill fraud. Copyright stays with the author.

AGENTS.md — `hhs-opendata/medicaid_analysis/plots/1pct/fraud`

Name: fraud
Author: docxology

Local-only path under projects/ongoing/DataTools/ — matched by the root .gitignore rule projects/*; never commit. Repo-wide policy: see /Volumes/external_drive/Git/template/projects/ongoing/AGENTS.md.

What this is

Fraud-detection outputs (sections S33-S40) from the 1% sample run — same regenerable provenance as the parent 1pct/ folder.

Layout (verified by direct listing, 2026-08-29)

33_upcoding.png, 34_velocity_anomalies.png, 35_phantom_billing.png, 36_provider_clusters.png, 37_cost_outliers.png, 38_billing_servicing.png, 39_temporal_anomalies.png, 40_fraud_risk_scores.png

Gotchas

Generated by fraud sections S33-S40 (fraud/ modules) during the 1% run. Regenerable; do not hand-edit. Never git add anything under projects/ongoing/.

{ "ocm": "1", "id": "docxology-hhs-opendata-fraud", "kind": "skill", "name": "fraud", "description": "Fraud-detection outputs (sections S33-S40) from the 1% sample run — same regenerable provenance as the parent `1pct/` folder.", "publisher": "docxology", "version": "1.0.0", "capabilities": { "domains": [ "math" ], "tags": [ "skill-md", "github-agents" ], "languages": [ "en" ] }, "quality_prior": 0.6, "examples": [ "Fraud-detection outputs (sections S33-S40) from the 1% sample run — same regenerable provenance as the parent `1pct/` folder." ], "primary": false, "metadata": { "source": { "provider": "github-agents", "repository": "https://github.com/docxology/hhs-opendata", "path": "medicaid_analysis/plots/1pct/fraud/AGENTS.md", "ref": "50b66ac0ff536d931e61cb4b776b7f3563655c79", "url": "https://github.com/docxology/hhs-opendata/blob/50b66ac0ff536d931e61cb4b776b7f3563655c79/medicaid_analysis/plots/1pct/fraud/AGENTS.md", "key": "docxology/hhs-opendata/medicaid_analysis/plots/1pct/fraud/AGENTS.md" } }, "instructions": "# AGENTS.md — `hhs-opendata/medicaid_analysis/plots/1pct/fraud`\n\n> Local-only path under `projects/ongoing/DataTools/` — matched by the\n> root `.gitignore` rule `projects/*`; never commit. Repo-wide policy:\n> see `/Volumes/external_drive/Git/template/projects/ongoing/AGENTS.md`.\n\n## What this is\n\nFraud-detection outputs (sections S33-S40) from the 1% sample run — same regenerable provenance as the parent `1pct/` folder.\n\n## Layout (verified by direct listing, 2026-08-29)\n\n```\n33_upcoding.png, 34_velocity_anomalies.png, 35_phantom_billing.png, 36_provider_clusters.png, 37_cost_outliers.png, 38_", "cost": { "context_tokens": 213 } }

fraud

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AGENTS.md — `hhs-opendata/medicaid_analysis/plots/1pct/fraud`

What this is

Layout (verified by direct listing, 2026-08-29)

Gotchas

Use it

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About

AGENTS.md — hhs-opendata/medicaid_analysis/plots/1pct/fraud

What this is

Layout (verified by direct listing, 2026-08-29)

Gotchas

Use it

Manifest

Reviews

AGENTS.md — `hhs-opendata/medicaid_analysis/plots/1pct/fraud`