Implement elicitation and sampling for Kusto cluster and database selection #55
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This PR implements intelligent parameter elicitation and sampling functionality for Kusto operations when cluster URIs or databases are unclear or missing.
Problem
Previously, all Kusto operations required explicit
cluster_uri
anddatabase
parameters. When these were missing or unclear, users would get generic error messages without guidance on available options or intelligent defaults.Solution
Added a comprehensive elicitation and sampling system that:
🎯 Elicitation: Provides helpful guidance when parameters are missing
🧠 Sampling: Intelligent parameter selection based on context
Key Features
KustoElicitationError
provides structured information for user promptingNew Tools
kusto_query_with_elicitation()
: Execute queries with parameter elicitation supportkusto_sample_data_with_elicitation()
: Sample table data with parameter elicitationkusto_explore_with_elicitation()
: Explore databases with parameter elicitationImplementation Details
The system handles both scenarios from the issue:
Sampling logic includes:
Testing
Added 18 comprehensive tests covering:
All existing tests continue to pass, ensuring backward compatibility.
Fixes #54.
Warning
Firewall rules blocked me from connecting to one or more addresses (expand for details)
I tried to connect to the following addresses, but was blocked by firewall rules:
demo.kusto.windows.net
python manual_test_elicitation.py
(dns block)production.kusto.windows.net
python manual_test_elicitation.py
(dns block)If you need me to access, download, or install something from one of these locations, you can either:
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