Hcc NLP

Q: What is a Claude Code skill and how does the Hcc NLP skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Hcc NLP is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Content · Sub-category: storytelling · Last updated: 2026-05-21

type:review

Build, evaluate, and document HCC / risk-adjustment extraction pipelines for CMS-HCC V28 / V24 / HHS-HCC (NLP engineering, not chart review). 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). DO NOT USE FOR HEDIS NLP (use hedis-nlp skill). DO NOT USE FOR HIPAA compliance program work like BAA review, breach response, or OCR audit prep (use the hipaa-compliance skill). DO NOT USE FOR handling real identifiable PHI without explicit user confirmation that data is de-identified or that the environment is HIPAA-compliant.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

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.

What this skill does

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).

Who uses this 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 153,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

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.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Hcc NLP Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/hcc-nlp/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Hcc NLP skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Hcc NLP skill?

Use Hcc NLP when your Claude Code task falls under the Content category — specifically in the storytelling area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Hcc NLP" or describe the task and let Claude pick). Browse related skills at /category/content/.

What is a Claude Code skill and how does the Hcc NLP skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Hcc NLP is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/Yar177/medical-chart-review-skill/blob/HEAD/hcc-nlp/SKILL.md
Author: Yar177
Website: https://www.skills.sh/Yar177/medical-chart-review-skill

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

Yar177. (2026). Hcc NLP [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/hcc-nlp/

BibTeX

@misc{hcc-nlp-2026,
  author    = {Yar177},
  title     = {Hcc NLP [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/hcc-nlp/}
}

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Security scan

Grade A · scanned 2026-07-18 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

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