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.

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

Open-source ChatGPT / OpenAI subscription price transparency dashboard

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.

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

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.

Daily ingestion of Israeli grocery prices published under the 2014 transparency law — ~2.85M rows/day into a public Hugging Face dataset. Quarantine-on-violation contracts, per-chain adapters, idempotent runs.

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.

Validate hospital cms-hpt.txt and HEAD-check mrf-url targets. Built by Rogue, an AI agent.

0penRX — Prescription Price Transparency Zero middlemen. Open prices. Your Rx.

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.

CMS Price Transparency Rule compliance delivered via HealthSparq integration. Personalized cost estimates powered by real-time claims data across web and mobile.

Healthcare bill auditor, hospital price transparency scraper & automated dispute settlement engine

Docs, OpenAPI spec, and integration examples for the CostKits healthcare cost API — estimates, provider pricing, coverage rules, bill analysis