Software Alternatives & Startups

mlsql VS KeepMD EOB Decoder

Compare mlsql VS KeepMD EOB Decoder and see what are their differences

mlsql

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

Rating
0 reviews
KeepMD EOB Decoder

Turn confusing EOB text into plain English, privately

Rating
0 reviews
Pricing
Open source Freemium Free trial $6.99 / Monthly (7-day trial,Private health profiles,Emergency health card,)
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
2 vs 0
LMS popularity
100% vs 0%
alternatives listed
1 vs 6

Base details

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

mlsql
KeepMD EOB Decoder
Website github.com keepmd.org
Pricing —
Open source Freemium Free trial $6.99 / Monthly (7-day trial,Private health profiles,Emergency health card,) Official pricing
Company — Startup from the United States · 1 - 9 employees · 2026
Listed in

About mlsql and KeepMD EOB Decoder

In their own words, as submitted to SaaSHub.

mlsql
KeepMD EOB Decoder

No description of mlsql yet.

KeepMD EOB Decoder is a privacy-first browser extension for Chrome and Microsoft Edge that turns confusing Explanation of Benefits (EOB) and medical bill text into plain English. Paste a line from your EOB, open a text-based PDF, or highlight text on any webpage and right-click to decode it. The...

Read more about KeepMD EOB Decoder

Features and specs

What each product offers, as listed by its team.

mlsql 0 features
KeepMD EOB Decoder 5 features

No features have been listed yet.

  • ICD-10-CM and HCPCS Level II codes
    • ICD-10-CM and HCPCS Level II codes: diagnosis, service, and supply codes explained in plain language.
  • Right-click decode
    • Right-click decode: highlight billing text on any webpage, right-click, and see the explanation in an overlay.
  • Paste-to-decode
    • Paste-to-decode: paste a line from an EOB or medical bill and get a plain English explanation in the popup.
  • Insurance term explanations
    • Insurance term explanations: common EOB terms like allowed amount, deductible, and coinsurance explained.
  • CPT code detection
    • CPT code detection: flags possible CPT codes (descriptions are not shown in the public build).

Analysis

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

mlsql
KeepMD EOB Decoder

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

No analysis of KeepMD EOB Decoder yet.

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
mlsql
KeepMD EOB Decoder
100% 100%
LMS
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
100% 100%

Questions & Answers

As answered by people managing mlsql and KeepMD EOB Decoder.

What makes your product unique?

KeepMD EOB Decoder's answer:

KeepMD EOB Decoder is designed around a privacy-first approach to understanding medical bills and Explanation of Benefits (EOB) statements. Unlike tools that require users to upload sensitive billing information to a remote service, KeepMD performs decoding locally in the browser. Users can paste EOB text, upload a text-based PDF, or select text on a webpage and get plain-English explanations without sending their bill details to KeepMD.

It supports ICD-10-CM diagnosis codes, HCPCS Level II codes, and common insurance terminology, while also providing convenient workflows for copying explanations, saving a local draft, or optionally handing information off to the KeepMD mobile app.

Why should a person choose your product over its competitors?

KeepMD EOB Decoder's answer:

KeepMD EOB Decoder is a good choice for people who want to understand medical billing terminology without giving a third party their sensitive bill information. Decoding happens locally on the user's device, and the extension does not collect browsing history or transmit raw EOB text, PDFs, diagnosis codes, names, or dollar amounts during local decoding.

It is also designed specifically for everyday patients and caregivers, with simple explanations rather than professional medical or billing terminology. Users can work directly from an EOB, hospital bill, claim document, or selected text on a webpage.

Who are some of the biggest customers of your product?

KeepMD EOB Decoder's answer:

KeepMD EOB Decoder is currently focused on individual patients, caregivers, and families rather than publicly announced enterprise customers. We do not currently publish a list of major customers or healthcare organizations using the product.

The extension is designed for people who need to understand EOBs, medical bills, insurance terminology, ICD-10-CM codes, and HCPCS codes while keeping their sensitive billing information on their own device.

Which are the primary technologies used for building your product?

KeepMD EOB Decoder's answer:

KeepMD EOB Decoder is built as a browser-based extension using modern browser extension APIs and local processing. Its publicly documented technology stack includes local JavaScript-based decoding, browser storage, and PDF text extraction with pdf.js.

The extension uses browser capabilities such as context menus, activeTab, scripting, storage, and downloads. Text-based PDFs are processed locally with pdf.js, while optional mobile handoff uses client-side AES-GCM encryption. The public build also avoids remote code and does not require an account for local decoding.

How would you describe the primary audience of your product?

KeepMD EOB Decoder's answer:

The primary audience is patients, caregivers, and family members who need to understand EOB statements, medical bills, insurance terminology, diagnosis codes, or service codes.

It is particularly useful for people reviewing bills from hospitals, doctors, laboratories, pharmacies, and other healthcare providers who want clearer context before contacting an insurer, provider, or billing office.

User comments

Share your experience with using mlsql and KeepMD EOB Decoder. For example, how are they different and which one is better?

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Social recommendations and mentions

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

mlsql 2 mentions
KeepMD EOB Decoder 0 mentions
  • 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

Tracking KeepMD EOB Decoder since Oct 2026.

Alternatives to mlsql and KeepMD EOB Decoder

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