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A green key on the record, left, is one Decision Insights added. It doesn't exist on the company's site or in a wire feed. The same key labels its row on the right, so you can match them directly. More on how DI enriches a record.

The record

This is what the machine sees: the exact JSON-LD an agent receives for this listing.

WebSite 
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  "dateModified": "2026-08-27T03:10:36Z",
  "description": "IPython is an open-source interactive computing environment for Python used as a Jupyter kernel and for exploratory, parallel workflows.",
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  "url": "https://ipython.org/"
}
What we add

Topic graph

A wire service tags a release with a category, once. It doesn't maintain a durable graph over time. We connect them to a topic graph an agent can query.

Command-Line Interface https://decisioninsights.ai/term/command-line-interface-cli/ Components https://decisioninsights.ai/term/components/ Distributed Computing https://decisioninsights.ai/term/distributed-computing/ and 3 more

Counted facts

A protocol or open source project keeps no vendor list and publishes no figures of its own to check this against. This counts how it actually shows up across the graph -- articles that name it, the organizations named alongside it in those articles, similar projects, and organizations whose topic tags overlap with its own -- computed, not curated.

Related projects Project Jupyter, JupyterLab, SciPy, JupyterHub, Matplotlib, Python, NumPy, pip Related organizations DigitalOcean, Anyscale, Pallets, Google Open Source, CERN, Crystal Programming Language, Dagster, MariaDB.org