Interactive Results
In clients that support the MCP Apps extension, many tools answer with a live, interactive view rendered inside the conversation. Elsewhere, charts arrive as rendered images, other results as text, and most results carry a deep link back to the platform.
What renders interactively
Tables. SQL results and data previews arrive as a real table: sort, filter, download as CSV, and load more rows without re-asking the assistant.
Charts. Charts come with legend toggles and hover readouts.
The causal graph. Asking "what drives X?" renders the causal DAG itself, with intervention inputs: type a value, run the scenario, and see baseline versus scenario side by side.
The What-If console. A what-if simulation answer becomes a working instrument: the dial behind the question, re-runnable without going back through the assistant.
Model review. Twin review and suggested graph changes render as an accept and reject console, so curating the causal graph happens in the chat.
Comparisons. Comparing two environments of one twin renders a table of per-edge agreement between them.
Reports. A generated report renders as a document with its charts and tables inline.
Background runs. Checking on imports or training renders a progress view that keeps itself updated until every run finishes.
Other tools render summary cards of what they found or created; anything unmapped falls back to plain text.
The same apps in notebooks
These interactive views are not chat-only. The Python SDK mounts the identical apps under Jupyter notebook cells, with every control round-tripping live through the platform, so an analyst gets the same causal console in JupyterLab that an executive gets in Claude. See Interactive Apps in Notebooks.
Everywhere else: images or text
Hosts without MCP Apps support get charts as server-rendered images. Everything else, and everything in text-only clients, falls back to a text answer with the same substance.
Open in RootCause
Most results carry an Open in RootCause link to the live object in the platform: the dataset behind a table, the twin behind a graph, the report behind a summary.
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