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Dev tools · alternatives · 2026

24 alternatives to Sangati, a logical consistency checker for data

A simple data consistency checker. Contribute to alienfluid/sangati development by creating an account on GitHub.

Sangati is a logical consistency checker for data that helps users identify contradictions and inconsistencies within datasets. Built for developers and data analysts who need to validate information integrity, it… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Prices are shown for the 1 we have checked on their own sites, 1 of them free or with a free tier. Sangati, a logical consistency checker for data launched in 2016; newer entries below may have overtaken it.

  1. 1
    AskEdith▲289

    Never write SQL from scratch again

    2022 · its alternatives →

  2. 2
    Drata▲320

    Put SOC 2 compliance on autopilot

    2021 · drata.com · its alternatives →

  3. 3
    Sherloq▲545

    Collaborative AI repository for SQL users

    2024 · its alternatives →

  4. 4

    ChatGPT AI content detector & a modern plagiarism checker

    2023 · originality.ai · its alternatives →

  5. 5

    Transform data chaos into scientific clarity with Quilt, the AI-powered platform that accelerates research and ensures compliance for life sciences teams.

    2017 · quiltdata.com · its alternatives →

  6. 6
    Anomalofree tier▲302

    Your data is always talking. Don't miss what it's saying.

    Sep 2026 · anomalo.com · its alternatives →

  7. 7DP

    Data Painter is RATH's new feature to interact with your data. It helps you to specify complex visual patterns and find explanations and potential causals. It allows you to do on-flight data labeling, cleaning or even create new features does not exited in original dataset. Everything can be done with a brush tool(painter), You can even play with your data with your fingers on mobile. RATH is an open-source alternative to Tableau, but with more automations. Feedbacks and suggestions are appreciated. RATH's Github: https://github.com/Kanaries/Rath RATH's HomePage:…

    2023 · docs.kanaries.net · its alternatives →

  8. 8

    Self-service AI analytics for any team

    2023 · querio.ai · its alternatives →

  9. 9

    Semantic inspector for SQL — catches fan-out double-counting, additivity violations, wrong join keys, and policy breaches before the query runs. Found real bugs in the BIRD/Spider text-to-SQL benchmarks. - sqlsure/sqlsure

    Jul 2026 · github.com · its alternatives →

  10. 10

    I built a tool called *Kekkai* for file integrity monitoring in production environments. It records file hashes during deployment and later verifies them to detect unauthorized modifications (e.g. from OS command injection or tampering). Why it matters: * Many web apps (PHP, Ruby, Python, etc.) on AWS EC2 need a lightweight way to confirm their code hasn’t been changed. * Traditional approaches that rely on metadata often create false positives. * Kekkai checks only file content, so it reliably detects real changes. * I’ve deployed it to an EC2 PHP application in production, and it’s working…

    2025 · github.com · its alternatives →

  11. 11
    Kyso▲73

    The universal aggregator for data-driven insights

    2023 · its alternatives →

  12. 12

    I created a web page to compare different analytical databases (both self-managed and services, open-source and proprietary) on a realistic dataset. It contains 20+ databases, each with installation and data loading scripts. And they can be compared to each other on a set of 43 queries, by data load time or by storage size. There are switches to select different types of databases for comparison - for example, only MySQL compatible or PostgreSQL compatible. If you play with the switches, many interesting details will be uncovered. Full description:…

    2022 · benchmark.clickhouse.com · its alternatives →

  13. 13

    Improve data quality with smart synthetic data

    2023 · pypi.org · its alternatives →

  14. 14KA

    Hi HN, We're the founders of https://kyso.io We want to make it really easy to share data-science within teams, and we've started with Jupyter notebooks. We render the notebooks really nicely, so you can embed interactive visualisations like Bokeh, and Plotly plots. Another nice thing is we allow you to hide the code for non-technical readers, so you basically get a beautiful data blog. Look at https://kyso.io/laura/ for some examples. We really want to hear your feedback, let us know what you think!

    2017 · its alternatives →

  15. 15

    The lightweight, fault-tolerant database built on SQLite. Designed to keep your data highly available with minimal effort. - rqlite/rqlite

    2016 · github.com · its alternatives →

  16. 16

    Question-driven analytics tool

    2023 · its alternatives →

  17. 17
    Ango Hub▲118

    All-in-one data labeling platform for AI teams of all sizes

    2022 · ango.ai · its alternatives →

  18. 18

    Hi HN, We have been building SyncLite, an open-source platform to simplify offline-first application development. If your application uses SQLite or DuckDB, SyncLite lets it continue using the local database as usual while synchronization happens in the background. For SQL-based applications, SyncLite records transactions into transactionally consistent .sqlog files using SQLite as an open replication format. A background consolidator replays those transactions, derives row-level CDC and schema changes, and applies them transactionally to destination databases like PostgreSQL. The same…

    2024 · github.com · its alternatives →

  19. 19

    RATH is an open-source software for data exploration and visualization. It automates your workflow in data analysis. You can give RATH a CSV file and it will generates visualizations with insights and patterns automatically. It also has a data painter tool for more casual interaction with charts (https://youtu.be/djqePNyhz7w). It also has a lot of cool features like autovis, causal discovery, GPT integration, predictive interaction for text feature extraction, etc. Some of RATH’s components are also independent open-source project you might be interested: Like + Graphic Walker…

    2023 · github.com · its alternatives →

  20. 20
    Grai▲84

    Catch data issues during CI, not in production

    2023 · its alternatives →

  21. 21

    Hi! We are excited to announce the second release of Desbordante — an open-source, high-performance data profiler that is capable of discovering and validating many different patterns in data using various algorithms. Unlike existing data profilers, Desbordante focuses on discovering complex patterns in data, which are notoriously hard to extract. Since its inception in 2019, it has become the fastest open-source tool for these tasks. It also offers an array of patterns which have no alternative implementations. With this release, Desbordante now supports 17 types of patterns, such as:…

    2024 · github.com · its alternatives →

  22. 22

    Chrome extension for fun habit-tracking on every new tab

    2022 · chromewebstore.google.com · its alternatives →

  23. 23
    Statful▲72

    Customizable metrics with real-time data 📊

    2018 · its alternatives →

  24. 24

    Hey HN, Joe and Ethan from Tonic.ai here. We just released a new open-source python package for evaluating the performance of Retrieval Augmented Generation (RAG) systems. Earlier this year, we started developing a RAG-powered app to enable companies to talk to their free-text data safely. During our experimentation, however, we realized that using such a new method meant that there weren’t industry-standards for evaluation metrics to measure the accuracy of RAG performance. We built Tonic Validate Metrics (tvalmetrics, for short) to easily calculate the benchmarks we needed to meet in…

    2023 · github.com · its alternatives →

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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →