10 open-source repos for turning GPT-6 Astra into a data analyst
A list of 10 open-source tools such as SQLCoder, Airbyte and dlt that can be wired to Astra to cover data pulling, cleaning and reporting, plus three ready-made architectures.
AI data agents are getting f...cking illegal 10 open-source GitHub repos for turning GPT 6 Astra into a research analyst that can find data, clean it and build reports 01 SQLCoder ▸ https://github.com/defog-ai/sqlcoder → turn natural language into SQL CONNECT THE DATA 02 Airbyte ▸ https://github.com/airbytehq/airbyte → sync data from APIs, databases, and services 03 dlt ▸ https://github.com/dlt-hub/dlt → build Python data pipelines without managing complex infrastructure MAKE THE NUMBERS TRUSTWORTHY 04 Great Expectations ▸ https://github.com/great-expectations/great_expectations → catch missing values, broken schemas, and invalid data 05 Soda Core ▸ https://github.com/sodadata/soda-core → automate data quality checks 06 OpenMetadata ▸ https://github.com/open-metadata/OpenMetadata → discover datasets, owners, and data lineage LET AI EXPLORE THE DATA 07 Dataherald ▸ https://github.com/Dataherald/dataherald → generate SQL from questions about structured data 08 PyGWalker ▸ https://github.com/Kanaries/pygwalker → explore datasets through interactive visualizations TURN RESULTS INTO REPORTS 09 Apache Superset ▸ https://github.com/apache/superset → build dashboards from SQL data 10 Quarto ▸ https://github.com/quarto-dev/quarto-cli → turn analysis into reproducible reports the architecture: sources → ingestion → validation → metadata → SQL → analysis → visualization → report 3 builds worth bookmarking: market research: Airbyte → Great Expectations → SQLCoder → Quarto business intelligence: dlt → OpenMetadata → Dataherald → Superset data exploration: dlt → Soda Core → PyGWalker → Quarto the real advantage isn't asking GPT 6 Astra to guess what your numbers mean it's giving the model a system that can retrieve the actual data, check it, and show the evidence AI stops guessing when the data starts talking ⭣
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