Software Alternatives & Startups

Haloscan.co VS mlsql

Compare Haloscan.co VS mlsql and see what are their differences

Haloscan.co

A thyroid lab tracker for Hashimoto's and hypothyroidism that puts your results, symptoms and medication doses on one timeline.

Rating
0 reviews
Pricing
Paid Free trial $69.99 / Annually
mlsql

Infer SQL queries from plain-text questions and table headers.

Rating
0 reviews
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, mlsql seems to be more popular. It has been mentioned 2 times since March 2021.

social mentions
0 vs 2
Personal Health popularity
100% vs 0%
alternatives listed
9 vs 1

Base details

Website, pricing, platforms and company facts side by side.

Haloscan.co
mlsql
Website haloscan.co github.com
Pricing
Paid Free trial $69.99 / Annually
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Listed in

Analysis

An editorial look at what each product does well and who it suits.

Haloscan.co
mlsql

No analysis of Haloscan.co yet.

Overall verdict

  • MLSQL is a solid open-source unified platform that blends SQL with machine learning, making data engineering and ML workflows accessible through a single, declarative language. It's a good choice for teams looking to streamline big data and ML pipelines without switching between multiple tools.

Why this product is good

  • It unifies data processing and machine learning under a single SQL-like syntax, lowering the learning curve for data teams.
  • Built on top of Apache Spark, it leverages a proven distributed computing engine for handling large-scale data.
  • Open-source and actively developed, allowing customization and community-driven improvements.
  • Supports the full ML lifecycle including data preprocessing, training, and deployment within one workflow.
  • Reduces the need to context-switch between separate ETL, analytics, and ML tools.

Recommended for

  • Data engineers and data scientists who prefer SQL-centric workflows
  • Teams working with big data on Apache Spark
  • Organizations wanting to unify ETL and machine learning pipelines
  • Companies seeking an open-source alternative to fragmented ML tooling
  • Analysts looking to build ML models without deep programming expertise

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Haloscan.co
mlsql
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
LMS
100% 100%

Questions & Answers

As answered by people managing Haloscan.co and mlsql.

How would you describe the primary audience of your product?

Haloscan.co's answer

Adults managing Hashimoto's thyroiditis, hypothyroidism or an underactive thyroid — including after a thyroidectomy or after treatment for Graves' disease — who take thyroid hormone replacement and want to know whether a dose is working.

The specific person it was built for has been handed a lab printout and a five-minute appointment and asked to make sense of both, often after years of being told results are "normal" while still feeling unwell.

It is not for clinicians. There is no practice management, no billing and no patient roster. The person holding the phone is the patient.

What makes your product unique?

Haloscan.co's answer

Haloscan is built for one condition rather than for health in general. It tracks a full thyroid panel — TSH, free T4, free T3, reverse T3, TPO and thyroglobulin antibodies — against the reference range your own laboratory printed, not a generic range, because laboratories differ and a number without its range means nothing.

The part no general tracker does: it puts your lab results, your daily symptoms and every levothyroxine dose change on one timeline, then builds a two-page summary for an appointment that is twelve minutes long. Pick any symptom and any marker and see how they line up — energy against TSH, brain fog against free T3, how you felt in the weeks after a dose change.

It also flags a blood draw if you take biotin, which can interfere with thyroid blood tests and is the kind of detail only a thyroid-specific app would know to warn about.

Why should a person choose your product over its competitors?

Haloscan.co's answer

Most symptom trackers are built for any condition, so they track how you feel and stop there. Most lab trackers store numbers and stop there. Haloscan joins the two, which is the whole point: a thyroid result is only meaningful next to how you felt that month and what dose you were on.

Three practical differences:

  • Photograph a lab report and the values are read off it. You confirm every one before anything is saved, and the photograph itself is never stored.
  • The doctor report is printed black on white with every status stated in words rather than colour, so nothing is lost to a photocopier or to a reader who does not see red and green apart.
  • Export every lab, dose and symptom to a spreadsheet at any time, with or without a subscription, and delete your account and everything in it from Settings. Your medical history is not a hostage.

Haloscan does not diagnose, does not treat, and does not tell you what your results mean. It shows your own data clearly so you can ask better questions of the person who does.

Who are some of the biggest customers of your product?

Haloscan.co's answer

  • Paloma Health

What's the story behind your product?

Haloscan.co's answer

My mom has Hashimoto's. For six years she was told her labs were normal while she kept getting worse.

Her results were scattered across letters, portals and folders from different years, so nobody — including her — could see the shape of the thing over time. I built her one chart: every result on one timeline, every dose change marked, symptoms underneath, and a page at the front with three questions drawn from her own data.

Her next appointment was not a breakthrough. But her doctor noticed a pattern he had missed for years, and adjusted her prescription.

I made the same report by hand for anyone who asked, for free, until I could not keep up. Haloscan is that report, built properly.

Which are the primary technologies used for building your product?

Haloscan.co's answer

  • React Native 0.86 and Expo 57, in TypeScript, for iOS and Android from one codebase
  • Expo Router for navigation, react-native-svg for the charts
  • Supabase for Postgres, authentication and storage, with row level security so a person's health data is reachable only by them
  • Supabase Edge Functions on Deno for everything the device must not decide, including subscription entitlement
  • RevenueCat for subscriptions across the App Store and Google Play
  • Anthropic's Claude for the wording of the doctor report, and Google Gemini for transcribing a photographed lab report. Neither model receives raw lab history or symptom logs
  • PostHog for product analytics, off unless a person turns it on
  • The marketing site is TanStack Start and React 19 on Netlify, with Plausible

User comments

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Haloscan.co 0 mentions
mlsql 2 mentions

Tracking Haloscan.co since Oct 2026.

  • Download the files from Docker Container and locally edit them
    I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being... Source: over 4 years ago
  • Clone and edit Docker Projects hosted on Github
    I found this great resource here: https://github.com/paulfitz/mlsql. Source: almost 5 years ago

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