PenguinAI Medical Coding
Penguin AI v1.0.1
Code de-identified charts
From the developer
Declared capabilities
- ICD-10-CM coding
- CMS-HCC mapping
- Chart summaries
Cost & access
The plugin does not sell products. Usage is metered and charged to the user's existing Gwen credits balance at gwen.penguinai.co.
Declared limitations
- Note containing patient identifiers is refused
- Out of scope: submitting a claim
- Unknown document returns a clear error
Sources & dates
Developer declarations; not independently tested. Listing last checked Nov 10, 2026. Package observed Nov 10, 2026.
Description
From the marketplace listing
PenguinAI Medical Coding turns de-identified medical charts into coding suggestions a professional coder can review. - ICD-10-CM diagnosis codes with CMS-HCC v24, v28 and RxHCC mappings, each backed by MEAT evidence and a verbatim citation from the chart - deterministically from the medical decision making elements, with the 2023 AMA rationale - Clinical summaries: diagnoses, medications, labs, vitals and timeline, with citations - Accept or reject suggested codes, attributed to the signed-in coder De-identified documents only: every upload is screened for patient identifiers, and charts that contain them are refused. Results are returned de-identified (encounters labelled by year). Sign in with your Gwen account (gwen.penguinai.co). Usage is charged to your Gwen credits at actual processing cost. Suggestions are not billing determinations and must be reviewed by a qualified coder.
Language: English · Automatically detected from descriptions.
Changes
No changes recorded yet. Follow this plugin to keep track of future changes.
First seen Nov 9, 2026. Last seen Nov 10, 2026.
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Keywords
Files & skills
File archives
Skill instructions
medical-chart-coding1.66 KB
--- name: medical-chart-coding description: Use PenguinAI Medical Coding to code de-identified medical charts — ICD-10-CM diagnoses with CMS-HCC v24/v28/RxHCC mappings and cited evidence, E/M visit levels, and chart summaries. Use when the user attaches a de-identified chart or pastes a de-identified clinical note and asks for diagnosis codes, HCCs, risk adjustment or a clinical summary. --- # Medical chart coding with PenguinAI Medical Coding ## When to use - The user attaches a **de-identified** chart (PDF) or pastes a de-identified note and asks for ICD-10 codes, HCC / risk-adjustment codes, an E/M level, or a summary. - The user wants to accept or reject a suggested code on a chart that was already coded. ## How to use the tools 1. **Code a chart**: call `process_chart` with the attached file and a pseudonymous `member_id` (e.g. `DEMO-1`, never a real member or beneficiary number). Then poll `get_chart_status` and fetch `get_chart_results`. 2. **Summary only, no codes**: `summarize_chart`. 3. **Record a coder decision**: `submit_code_decision` (accept or reject a suggested code). ## Rules - **De-identified charts only.** If the tool refuses a chart because it contains patient identifiers, tell the user which identifier *types* were found and ask them to upload a de-identified version. Do not include identifier values in your reply. - Present results as **suggestions for review by a qualified coder**, not final billing determinations. - Encounters are labelled by year only (e.g. "2024, encounter 1"). Do not try to recover exact dates. - Usage is charged to the user's Gwen credits. If the tool reports insufficient credits, tell the user to add credits in Gwen.
Release notes
Initial release: ICD-10/HCC chart coding, chart summaries and coder decisions, with Sign in with Gwen and Gwen credits billing.
Declared in the saved package. Remote tools may change independently.
Package details
Publisher declarations from the archived package. These are separate from our research and the live service's terms.
- Package author
- Penguin AI
- Keywords
- See keywords
- Commerce declaration
- Does not support commerceThis does not establish whether access is free or paid.
- Review scenarios
- 5 positive · 3 negativeScenario counts, not test results.
Declared capabilities
- ICD-10-CM coding
- CMS-HCC mapping
- Chart summaries
- Coder decisions
Package observed Nov 10, 2026.
Technical details
- First seen
- Nov 9, 2026 · 12:00 UTC
- Last seen
- Nov 10, 2026 · 18:00 UTC
- Collection status
- Collected
plugin_asdk_app_6aed087d64ac8191a8b47595defd23a5
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