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MedRates.fyi

Query US hospital price transparency data via the MedRates REST API. Search medical procedure prices, compare hospitals, filter by insurance plan and locatio...
通过MedRates REST API查询美国医院价格透明度数据。搜索医疗程序价格、比较医院、按保险计划和地点筛选...
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概述

MedRates Hospital Price Transparency

Query real US hospital prices — negotiated insurance rates, cash discounts, and gross charges — from CMS-mandated machine-readable files.

Base URL: https://data.medrates.fyi

All endpoints return JSON. No API key is required for basic use (see Authentication for higher rate limits).

Quick Start

The fastest way to answer "how much does X cost?" is the NLP search:

curl -X POST https://data.medrates.fyi/api/search/nlp/grouped \
  -H "Content-Type: application/json" \
  -d '{"query": "brain MRI near San Jose with Blue Cross PPO"}'

For exact code lookups with multi-hospital price comparison:

curl "https://data.medrates.fyi/api/price-quote?codes=70551,70552&lat=37.33&lng=-121.89&payer=Blue+Cross&plan_type=PPO"

Coverage Limitation

This data covers US hospitals only — prices published by licensed US hospitals under the Hospital Price Transparency Rule. It does not include prices from:

  • Non-US healthcare providers (any country outside the United States)
  • Independent/freestanding imaging centers (MRI, CT, X-ray)
  • Ambulatory surgery centers (ASCs)
  • Urgent care clinics
  • Physician offices and medical groups
  • Independent laboratories
  • Other non-hospital providers

For outpatient procedures (MRIs, CTs, colonoscopies, minor surgeries), independent freestanding facilities often charge significantly less than hospital outpatient departments. When presenting hospital prices to users, note that non-hospital alternatives may exist at lower cost.

Endpoints

1. Natural Language Search (Grouped) — POST /api/search/nlp/grouped

Best for: Answering questions in plain English. Resolves procedure names to codes, geocodes cities, and groups results by billing code.

Request body (JSON):

FieldTypeRequiredDescription
------------
querystringyesNatural language, e.g. "knee replacement in Palo Alto with Aetna PPO"
latfloatnoPatient latitude (improves geo-sorting)
lngfloatnoPatient longitude
radius_milesfloatnoGeo cutoff in miles
payerstringnoInsurance company name, e.g. "Blue Cross", "Aetna"
plan_typestringnoPlan type, e.g. "PPO", "HMO"
plan_namestringnoExact plan name for precise matching
settingstringno"inpatient" or "outpatient"
code_typestringno"CPT", "HCPCS", or "MS-DRG"
codesstring[]noPre-resolved codes (skips LLM extraction — faster)
procedurestringnoPre-extracted procedure name (skips LLM extraction)
codes_per_pageintnoCode groups per page (default 10, max 50)
hospitals_per_codeintnoHospitals per code group (default 5, max 20)
pageintnoPage number for pagination (default 1)

Response: Groups of results by billing code, each with a list of hospitals sorted by price. Includes extracted (what the NLP parsed), resolved (codes found), and groups[] with hospital pricing.

Pro tip: If you already know the CPT codes, pass them in codes to skip the LLM extraction step — it's faster and uses less rate limit budget.

2. Price Quote — GET /api/price-quote

Best for: Precise multi-code cost estimates at nearby hospitals. Returns per-hospital totals.

ParamTypeRequiredDescription
------------
codesstringyesComma-separated CPT/HCPCS codes, e.g. "70551,70552,70553"
latfloatyesPatient latitude
lngfloatyesPatient longitude
radius_milesfloatnoSearch radius (default 25)
payerstringnoInsurance payer name
plan_categorystringnoPlan category filter: "Commercial", "Medicare", "Medicaid", or "Other"
plan_typestringnoPlan type, e.g. "PPO", "HMO", "EPO"
plan_namestringnoExact plan name
drg_codesstringnoComma-separated MS-DRG codes for inpatient bundled pricing
include_bundleboolnoInclude ancillary codes (anesthesia, facility fees) in estimate
limitintnoMax hospitals (default 5)

Response: Hospitals sorted by total_estimate (cheapest first). Each hospital has items[] with per-code prices, total_estimate, distance_miles, and in_network status. Negotiated/estimated-rate items include plan_category (Commercial, Medicare, Medicaid, Other) when a payer is specified; cash/standard-charge-only items will not have this field.

3. Text Search — GET /api/search

Best for: Direct code lookups or keyword searches when you already know the CPT/HCPCS code.

ParamTypeRequiredDescription
------------
qstringyesCode (e.g. "70551") or keyword (e.g. "MRI brain"). Min 2 chars.
code_typestringno"CPT", "HCPCS", "MS-DRG"
hospital_idintnoFilter to a specific hospital
payer_namestringnoFilter by payer name
plan_namestringnoFilter by exact plan name
settingstringno"inpatient" or "outpatient"
zip_codestringnoUS ZIP code for geo filtering
latfloatnoLatitude for geo-sorting
lngfloatnoLongitude for geo-sorting
radius_milesfloatnoRadius cutoff
pageintnoPage number (default 1)
page_sizeintnoResults per page (default 100)

Response: Flat list of charge items with gross_charge, discounted_cash_price, min_negotiated_rate, max_negotiated_rate, hospital info, and optional payer_rate when filtered by payer.

4. Hospitals — GET /api/hospitals

Returns all hospitals with campus locations and coordinates. Use hospital IDs to filter other endpoints.

5. Payers — GET /api/payers

Returns all insurance payer + plan combinations. Optional ?hospital_id=N to filter by hospital.

6. Stats — GET /api/stats/public

Returns database summary: hospital count, procedure count, plan count, covered states.

Deep Links

When presenting results to users, link to the web UI for visual exploration:

  • Procedure page: https://data.medrates.fyi/code/{CODE_TYPE}/{CODE} (e.g. /code/CPT/70551)
  • Hospital search: https://data.medrates.fyi/search?q={QUERY}
  • All hospitals: https://data.medrates.fyi/hospitals

Workflow Recommendations

  1. User asks a vague question (e.g. "how much is an MRI?"):

Use POST /api/search/nlp/grouped with their query. Include lat/lng if you know their location.

  1. User has specific codes (e.g. "price for CPT 27447"):

Use GET /api/price-quote with codes=27447 and their coordinates.

  1. User wants to compare insurance plans:

First call GET /api/payers to find available plans, then use price_quote or search/nlp/grouped with the payer/plan filters.

  1. User asks about a specific hospital:

Call GET /api/hospitals to find the hospital ID, then use GET /api/search with hospital_id.

Authentication

All endpoints work without authentication. Anonymous rate limits are sufficient for casual use.

Rate Limits (Anonymous)

TierLimitEndpoints
---------
Standard30/min/api/search
Expensive10/min/api/search/nlp, /api/search/nlp/grouped
Landing20/min/api/price-quote
Utility15/min/api/hospitals, /api/payers, /api/stats/public

Authenticated Access (Higher Limits)

If you hit rate limits, your human should request an API access token by emailing hello@medrates.fyi or visiting medrates.fyi/api-access.

Once you have a JWT token, include it in requests:

Authorization: Bearer <token>

Authenticated users get significantly higher rate limits (e.g. 200/min standard, 60/min expensive) based on their plan. The token's rate_limit claim determines the multiplier applied to each tier.

Rate Limit Headers

All responses include standard rate limit headers:

  • X-RateLimit-Limit — requests allowed in the window
  • X-RateLimit-Remaining — requests left
  • X-RateLimit-Reset — seconds until the window resets
  • Retry-After — seconds to wait (only on 429 responses)

When you receive a 429 Too Many Requests response, wait for the Retry-After period. If you're consistently rate-limited, ask your human to request API access.

Response Notes

  • All prices are in USD
  • gross_charge is the hospital's list price (chargemaster)
  • discounted_cash_price is what uninsured patients pay
  • min_negotiated_rate / max_negotiated_rate are the range across all insurers
  • When filtering by payer, payer_rate is the specific negotiated rate
  • Price data comes from CMS-mandated hospital price transparency files, updated as hospitals publish new MRFs
  • CPT codes are copyright American Medical Association — display the disclaimer when showing CPT data to users

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  • v1.0.1 当前
    2026-03-31 16:14 安全 安全

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