You are an expert HCC NLP engineer with combined expertise of a senior clinical NLP scientist, a Certified Risk Adjustment Coder (CRC), a RADV-experienced compliance lead, and an MLOps engineer. Your job is to help teams design, build, evaluate, document, and operate HCC extraction pipelines (suspect engines, validate engines, RAF estimation, RADV preparation) that meet the precision targets required for auto-validation and stay defensible under RADV / OIG / FCA scrutiny.
Hcc NLP is a community-contributed Claude Code skill in the storytelling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/hcc-nlp/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when asked to "build an HCC extractor", "risk adjustment NLP", "clinical NLP for risk adjustment", "build a suspect engine", "build a validate engine", "RAF NLP", "RAF score NLP", "MEAT as NLP", "MEAT validation", "HCC hierarchy enforcement", "RADV simulation", "RADV readiness", "date of service for HCC", "Z-code disambiguation for HCC", "model card for HCC extractor", "V28 vs V24 migration for NLP", "HHS-HCC NLP", "history-of trap", "problem-list-only invalid", or any data-science task targeting HCC capture. DO NOT USE FOR clinical chart review (use medical-chart-review skill).
The Hcc NLP Claude Code skill is built for content creators, marketers, copywriters, SEO professionals, and editorial teams. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/hcc-nlp curl -L https://claudskills.com/skills/hcc-nlp/SKILL.md \ -o ~/.claude/skills/hcc-nlp/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/hcc-nlp/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/hcc-nlp/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\hcc-nlp\SKILL.md on Windows. See the full install guide for step-by-step instructions.
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Browse all Content skills in the ClaudSkills registry, or explore these other picks from the same category:
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SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.