Documentation Index
Fetch the complete documentation index at: https://docs.corti.ai/llms.txt
Use this file to discover all available pages before exploring further.
Capabilities
The Medical Coding expert can:- Predict candidate codes from a full clinical note
- Search a code system from clinical text fragments
- Explore the structure of a code system to drill into candidate codes
- Retrieve coding guidelines that govern a given code or scenario
- Verify a final code sequence against the code system before returning it
Workflows
Every code assignment follows one of the structured workflows below.explore(), guidelines(), and verify() are always called — they are never skipped.
- SEARCH-FIRST (from clinical text):
search()→explore()→guidelines()→verify() - PREDICT-FIRST (from a full clinical note):
predict()→explore()→guidelines()→verify() - GUIDELINES-FIRST (unfamiliar conventions):
guidelines()→search()→explore()→guidelines()→verify() - VERIFY-AND-NARROW (refine predictions):
predict()→explore()+guidelines()→verify()→predict(filter=include/exclude)→verify() - EXPLORE-FIRST (browse code system):
explore()→explore()drill down →guidelines()→verify()
search() alone — it can return overly specific codes or miss applicable coding rules. Codes already present in the orchestrator’s tool_data_part are preferred; MCP tools are only invoked if suitable codes are absent or insufficient.
Use cases
- Automated coding for billing and claims
- Clinical documentation improvement (CDI) and audit support
- Code validation and verification against guidelines
- Revenue-cycle management
Detailed information
The Medical Coding expert is wired to a coding MCP server with an extended call timeout to accommodate prediction and verification workflows. The generalcoding-expert calls list_code_systems() first and selects from any supported code system at runtime.
For details on the supported code systems and use cases, see the Medical Coding tab.
Code-system-specific variants
In addition to the generalcoding-expert, the registry exposes pre-configured variants that lock the expert to a single code system. Use these when you know which system you want to code in and don’t need the expert to discover code systems at runtime.
| Key | Code system |
|---|---|
coding-expert-icd-10-cm | ICD-10-CM — US diagnosis coding |
coding-expert-icd-10-int | ICD-10 WHO — international diagnosis coding (uses icd-10-who for search/explore/verify) |
coding-expert-icd-10-pcs | ICD-10-PCS — US inpatient procedure coding |
coding-expert-icd-10-uk | ICD-10-UK — UK diagnosis coding |