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Hey Product Hunt! 👋
Some of you may remember me from Dine & Drinks —
a shared economy platform connecting independent
chefs, bartenders, and servers with people who
needed them.
That chapter taught me one thing above everything else:
The hardest problems to solve are the ones
professionals face every single day but nobody
has built proper tooling for.
After closing Dine & Drinks I went back to my
roots in healthcare data engineering — and found
the exact same problem waiting for me.
Healthcare data teams are some of the most skilled
professionals in tech. Yet they spend hours every
week on things that should take seconds:
→ What does this abbreviation mean?
→ What's the right column naming convention?
→ Why is this SQL failing in production?
→ What's the RAF score for these HCC codes?
So I built mdatool.com — the tool I always
wished existed.
📚 100,000+ verified healthcare data definitions,
abbreviations, and naming conventions — covering
provider, claims, pharmacy, and clinical data
🛠 11 free engineering tools:
- SQL Linter — catch security and performance bugs
- DDL Converter — Snowflake ↔ BigQuery ↔ Oracle
- HCC Calculator — RAF scores instantly
- NPI Lookup — full CMS registry search
- ICD-10 Search — 70,000+ diagnosis codes
- AI Data Modeling — schema from plain English
- HL7 v2 Parser — decode any HL7 message
- Schema Diff, Bulk Sanitizer, Naming Auditor & more
💰 Plans for every team:
Free → Pro ($29/mo) → Team ($99/mo) → Enterprise
Free forever for individual engineers.
No credit card required.
I've been on this journey before — building
something from scratch for people who deserve
better tools. This time I'm doing it for
healthcare data teams.
Would love your feedback, your upvote, and
honestly — just a conversation with anyone
working in healthcare data.
What's the biggest pain point in your data
workflow right now? Drop it in the comments 👇
Thank you for being part of this 🙏
No comment highlights available yet. Please check back later!
About mdatool on Product Hunt
“Healthcare data platform for data engineers”
mdatool was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #126 on the daily leaderboard. mdatool is a purpose-built platform for healthcare data engineers and architects. 100,000+ verified definitions, abbreviations, and naming conventions covering provider, claims, pharmacy, and clinical data — plus 11 free engineering tools: - SQL Linter - DDL Converter - HCC Calculator — RAF scores instantly - NPI Lookup - ICD-10 Search - AI Data Modeling — schema from plain English - HL7 v2 Parser — decode any HL7 message - Schema Diff, Bulk Sanitizer, Naming Auditor
mdatool was featured in Developer Tools (512.4k followers), Data & Analytics (5.6k followers) and Data (2.3k followers) on Product Hunt. Together, these topics include over 73.1k products, making this a competitive space to launch in.
Who hunted mdatool?
mdatool was hunted by Season Mudbhary. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how mdatool stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Season Mudbhary