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Medical Billing Coder

根据去标识化临床记录或文字描述,建议 ICD-10、CPT 与 E&M 编码并给出置信度;校验编码组合、提示常见拒付与编码不足或过度风险,可生成含预计报销金额的 superbill。可选使用 CMS 数据接口校验 NCCI 编辑,不传输临床文本。编码需由合格人员复核。

optimusprime19
optimusprime19
热度 61.12
最近更新 2026-07-16 22:09:39
分类:知识依赖:内部调用大模型 / 第三方 API应用场景:健康 / 财务 / 报告撰写 / 数据处理 ...

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add medical-billing-coder
Metadata
name
medical-billing-coder
version
1.0.3
description
Use this skill when a clinician, biller, or practice manager needs to look up ICD-10 diagnosis codes, CPT procedure codes, or E&M visit level codes. Takes a clinical note, visit summary, or plain-language description and suggests the most appropriate billing codes with confidence scores and audit trail. Also validates code combinations, checks for common denials, and flags upcoding or undercoding risks. DO NOT use as the sole basis for claim submission — all codes must be reviewed and approved by a qualified medical coder or clinician.
tags
["healthcare","billing","icd-10","cpt","coding","revenue-cycle","claims","em-coding"]
author
optimusprime19
license
MIT
homepage
https://github.com/optimusprime19/medical-billing-coder
repository
https://github.com/optimusprime19/medical-billing-coder
optionalEnv
["CMS_API_KEY"]

Medical Billing Code Suggester

Overview

This skill analyzes clinical documentation and suggests accurate ICD-10, CPT, and E&M codes — reducing coding errors, claim denials, and revenue leakage for medical practices.

What it can do:

  • Suggest ICD-10-CM diagnosis codes from clinical notes or descriptions
  • Suggest CPT procedure codes for documented services
  • Determine correct E&M visit level (99202-99215)
  • Validate code combinations for payer compliance
  • Flag common denial triggers before submission
  • Identify undercoding opportunities (lost revenue)
  • Generate a coded superbill ready for billing

Data sources:

  • CMS ICD-10-CM — official diagnosis code database (free, public domain)
  • CPT codes — common procedure codes are referenced by number only; CPT is a proprietary code set owned by the AMA and requires a license for production use in claim submission. This skill does not include or distribute CPT code descriptions — it references codes by number and widely-known descriptions for educational/advisory purposes only.
  • CMS Fee Schedule — RVU and reimbursement data (free, public domain)
  • CMS NCCI Edits — National Correct Coding Initiative (free, public domain)

⚠️ Disclaimer: Code suggestions are AI-assisted and must be reviewed by a qualified medical coder or clinician before claim submission. Incorrect coding may constitute fraud.

🔒 Privacy / PHI Warning: Do not include patient-identifiable information (names, MRNs, DOBs, addresses) in any query. Submit de-identified clinical descriptions only (e.g. "58F with T2DM and HTN, diabetes follow-up"). If CMS_API_KEY is set, only billing code pairs are transmitted to the CMS API — no clinical text leaves your environment.


Trigger Phrases

  • "What ICD-10 code is this?" + description
  • "Code this visit note"
  • "What CPT code for [procedure]?"
  • "Check my codes for this claim"
  • "What E&M level is this visit?"
  • "Generate a superbill for this visit"
  • "Are these codes compatible?"
  • "What's the reimbursement for CPT [code]?"
  • "Find the ICD-10 for [diagnosis]"

ICD-10 Code Lookup

From plain language

"What's the ICD-10 for Type 2 diabetes with 
 diabetic neuropathy?"

"ICD-10 code for hypertensive heart disease 
 with heart failure"

"Code for acute appendicitis without peritonitis"

Example output:

ICD-10 CODE SUGGESTIONS

Query: "Type 2 diabetes with diabetic neuropathy"

Primary Code:
• E11.40 — Type 2 diabetes mellitus with 
  diabetic neuropathy, unspecified
  Confidence: 95%

More Specific Alternatives:
• E11.41 — T2DM with diabetic mononeuropathy
• E11.42 — T2DM with diabetic polyneuropathy ✓ 
  (most common for peripheral neuropathy)
• E11.43 — T2DM with diabetic autonomic neuropathy

Coding Tip: If polyneuropathy is documented, 
use E11.42 for higher specificity and fewer 
audit flags.

Additional codes to consider:
• Z79.4 — Long-term insulin use (if applicable)

From a clinical note

"Code this note:
 Patient is a 58F with HTN, T2DM, and CKD stage 3.
 Here for diabetes follow-up. HbA1c improved.
 Refilling Metformin and Lisinopril."

Example output:

ICD-10 CODES — From Clinical Note

Primary Diagnosis:
• E11.65 — T2DM with hyperglycemia (if HbA1c 
  still elevated) OR
• E11.9  — T2DM without complications 
  (if at goal)

Secondary Diagnoses:
• I10    — Essential hypertension
• N18.3  — Chronic kidney disease, stage 3
• Z79.4  — Long-term use of oral hypoglycemic drugs

Sequencing Note: List the condition chiefly 
responsible for the visit first (T2DM for 
a diabetes follow-up).

CPT Code Lookup

Procedure coding

"What CPT code for an EKG with interpretation?"
"CPT for a 30-minute telehealth visit, established patient"
"Code for excision of a 1.5cm benign skin lesion on the back"
"What's the CPT for HbA1c lab test?"

Example output:

CPT CODE SUGGESTIONS

Query: "EKG with interpretation"

• 93000 — Electrocardiogram, routine ECG with 
  at least 12 leads; with interpretation and report
  
  2026 Medicare Rate: $20.18 (facility)
                      $26.45 (non-facility)
  
  Bundling Note: Do not bill 93000 separately 
  if it's already included in a global surgical 
  package or critical care code.

E&M Visit Level Coding

This is where most practices lose money — undercoding out of caution or overcoding by mistake.

"What E&M level is this visit?
 New patient, 35 min face-to-face, 
 reviewed 3 chronic conditions, ordered 
 labs, updated medication list"

"Code this established patient visit:
 Follow-up HTN, reviewed BP logs, 
 adjusted Amlodipine dose, 5 minutes MDM"

2021 E&M Guidelines (current standard):

Level New Pt Est. Pt MDM Time
1 99202 99212 Straightforward 15-29 min
2 99203 99213 Low 30-44 min
3 99204 99214 Moderate 45-59 min
4 99205 99215 High 60-74 min

Example output:

E&M LEVEL ANALYSIS

Visit Type: Established Patient
Documentation reviewed:
✓ 3 chronic conditions addressed
✓ Prescription drug management
✓ Lab results reviewed
✓ Independent interpretation of tests

Medical Decision Making: MODERATE
→ Recommended Code: 99214

2026 Medicare Rate: $148.26
vs. 99213 (if undercoded): $93.12
Revenue difference: +$55.14 per visit

⚠️ Undercoding Risk: This visit qualifies 
for 99214 but is commonly billed as 99213. 
Ensure MDM is documented to support the 
higher level.

Code Validation & Denial Prevention

"Check these codes before I submit:
 99214, E11.9, I10, Z79.4"

"Will these codes get denied?"

What the agent checks:

  • NCCI bundling edits (procedures that can't be billed together)
  • Diagnosis-procedure compatibility (does the dx support the CPT?)
  • Modifier requirements (is a modifier needed?)
  • Common payer-specific denial patterns

Example output:

CODE VALIDATION REPORT

Codes submitted: 99214, E11.9, I10, Z79.4

✅ NCCI Bundling: No conflicts detected
✅ Dx-Procedure Match: E11.9 supports 99214
✅ Modifier Check: None required

⚠️ WARNING:
• Z79.4 (long-term oral hypoglycemics) with 
  E11.9 — payers may query if patient is 
  actually on insulin vs oral meds. Verify 
  correct code (Z79.4 = oral, Z79.4 ≠ insulin).
  If on insulin, use Z79.4 AND note insulin use.

Denial Risk: LOW
Audit Risk: LOW
Estimated Reimbursement (Medicare): $148.26

Superbill Generation

"Generate a superbill for today's visit:
 Established patient, T2DM and HTN follow-up,
 reviewed labs, adjusted medications,
 moderate MDM, 35 minutes"

Example output:

SUPERBILL — [Date]

Provider: [Provider Name]
Patient: [Patient Name]
DOB: [DOB]
Insurance: [Payer]

VISIT CODE:
99214 — Office Visit, Established, Moderate MDM

DIAGNOSIS CODES:
1. E11.65 — T2DM with hyperglycemia (Primary)
2. I10    — Essential hypertension
3. Z79.4  — Long-term oral hypoglycemic use

PROCEDURE CODES:
93000 — EKG with interpretation (if performed)
83036 — HbA1c (if ordered today)

MODIFIERS: None required

TOTAL ESTIMATED REIMBURSEMENT (Medicare):
99214:  $148.26
93000:  $26.45
83036:  $14.82
─────────────────
Total:  $189.53

Ready for billing review ✓

Common ICD-10 Quick Reference

Condition ICD-10 Code
Type 2 Diabetes, uncomplicated E11.9
Type 2 Diabetes, with polyneuropathy E11.42
Essential Hypertension I10
Hyperlipidemia, unspecified E78.5
CKD Stage 3 N18.3
Obesity, BMI 30-34.9 E66.09
Major Depression, moderate F32.1
Low back pain M54.50
GERD K21.0
Hypothyroidism E03.9
Atrial fibrillation I48.91
CAD, native vessel I25.10
COPD, unspecified J44.1
Asthma, mild persistent J45.30
Anxiety disorder F41.9

Common CPT Quick Reference

Service CPT 2026 Medicare Rate
New patient, moderate 99204 $191.12
Est. patient, moderate 99214 $148.26
Telehealth, est. moderate 99214-95 $148.26
Annual wellness visit G0439 $173.00
EKG with interpretation 93000 $26.45
HbA1c 83036 $14.82
Lipid panel 80061 $21.97
Urinalysis 81003 $4.62
Pneumococcal vaccine 90732 $112.00
Influenza vaccine 90686 $28.48

Version History

Version Date Changes
1.0.3 2026-03-29 Corrected CPT licensing statement; added PHI warning; clarified CMS_API_KEY endpoint and data transmission scope.
1.0.0 2026-03-29 Initial release. ICD-10 lookup, CPT coding, E&M level determination, code validation, superbill generation.