price-transparency

Spark Structured Streaming for Payer MRF use case

Typed Python client for Israel's retail price-transparency data — prices, promotions and stores of 31 chains, fetched and parsed into pydantic models

Python crawler for collecting, normalizing, and comparing hospital price transparency rate-card data

Pre-release. Deterministic, spec-cited grades for CMS hospital price-transparency files, published with the evidence attached: files are discovered from cms-hpt.txt, streamed rather than loaded into memory, graded fail-closed against the CMS rule and schema docs, and every number on the site is generated from a committed comparison document.

Public metadata and integration docs for Loa's hosted healthcare pricing, provider, hospital, and CPT/HCPCS MCP server.

Compare Medicare payment for the same CPT/HCPCS code across doctor's office, ASC, and hospital outpatient settings

The open ledger for US hospital prices. Edge native infrastructure for medical price transparency and programmatic regulatory enforcement.

Availity — independent third-party profile of a public API surface, by API Evangelist. Availity is a healthcare information network and clearinghouse providing REST APIs for real-time HIPAA EDI transactions. The platform processes over 11 billion annual healthcare transactions connecting providers, health plans, and vendors nationwide.

Transform CMS-mandated hospital pricing files into a searchable, consumer-friendly interface

Git-scraping archive of hospital price transparency files — tracking when hospitals change their published prices

Open-source ChatGPT / OpenAI subscription price transparency dashboard

Flask app that ingests healthcare Transparency-in-Coverage files and compares CPT-code pricing across payers

Local-first healthcare data pipeline for CMS hospital price transparency MRFs, using Python, DuckDB, dbt, and Parquet to download, snapshot, parse, validate, and model messy JSON/CSV hospital pricing data.

See what parents really pay for childcare — daycare & nanny cost transparency. Live: royce1998.github.io/totrate

Face a medical bill in India fairly: rule-based cost estimates, bill-photo fairness checks, government-scheme eligibility, and a government-first hospital finder.

Hospital Price Transparency MRF Normalizer for Apify Store. Normalizes hospital MRF files (CMS v3 JSON + CSV) into one schema with payer + procedure + negotiated rate rows. Pay per row.

Turquoise Health is a healthcare price transparency company (backed by a16z) that runs a platform aggregating and normalizing hospital and payer machine-readable price transparency files, negotiated contract rates, and out-of-network pricing into searchable, benchmarked rate data and analytics.

Open dataset of Turkish hair transplant clinics, verified against primary sources — including every clinic we checked and did not list, with the reason and the date. CC BY 4.0.

What is on your prescription, and what it should cost: NPPA price ceiling + Janaushadhi generic floor + CDSCO batch quality record, joined.

Unifying Transparency-in-Coverage payer rates with Hospital Price Transparency rates: a three-pass record-linkage pipeline with deterministic matching, billing-class relaxation, and rate-value corroboration.