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

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

Crowdsourced log of medical procedure costs, comparing amounts charged and paid

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

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.

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.

Streaming parser for CMS Hospital Price Transparency machine-readable files (CSV and JSON), with a CLI that writes Parquet

Quote board for home service jobs showing median, low, and high contractor quotes

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

Rust library for validating CMS Hospital Price Transparency machine-readable files (CSV and JSON), a port of @cmsgov/hpt-validator

Open-source ChatGPT / OpenAI subscription price transparency dashboard

CLI for validating CMS Hospital Price Transparency machine-readable files (CSV and JSON), a single-binary Rust port of @cmsgov/hpt-validator-cli

You pay 3 times for food: the food, the fees and the difference to the cheapest option. An iFood browser extension, a public MCP server for AI agents, and calculation rules anchored on Solana.

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.

A cleaned, versioned, queryable view of public hospital price and provider data — with the reconciliation failures published rather than hidden. CMS price transparency + NPPES + Synthea FHIR.