Align AI analysis (Stage 3) with static analysis (Stage 2) in Query Insights#616

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tnaum-ms merged 40 commits into

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dev/tnaum/query-insights-ai-improvement

Apr 28, 2026

Commits on Apr 27, 2026

feat: enhance performance rating cell with warning icons and improved badge color handling

tnaum-ms
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Copilot
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WI-1: Add prompt template formatting tests
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WI-2: Move prompt template bodies to resource files
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WI-3: Build static analysis summary for AI context
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WI-4: Pass static analysis context to AI prompt
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WI-5: Add low-cardinality awareness to AI prompt
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WI-6: Allow and explain diverging AI assessments
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WI-7: Run PR completion checklist
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Enhance performance rating display with scale explanation in static analysis summary
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fix: promote low-cardinality and high-return-ratio to mandatory instructions
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feat: add telemetry for query insights performance metrics and prompt source
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fix: move CRITICAL low-cardinality/high-ratio rules to instruction positions 3-4
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fix: align AI educational content with static analysis metrics
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fix: move static analysis alignment rule from position 20-22 to position 8
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fix: exclude prompt resource files from prettier formatting
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refactor: improve prompt quality and reduce token waste
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docs: add PR 616 implementation notes to ai-and-plans
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docs: add description for PR #616 on aligning AI analysis with static analysis
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fix: rename role from 'MongoDB Index Advisor assistant' to 'MongoDB API Query Performance Analyst and Index Advisor'
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fix: correct rule numbering in inline fallback prompt templates
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fix: type Stage 2 cache as QueryInsightsStage2Response instead of unknown
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fix: capture error kind in static analysis summary catch block
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fix: replace bare 'MongoDB' with 'MongoDB API' in LLM prompt strings
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fix: distinguish fallback reasons in lastPromptSource telemetry
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fix: serialize queryObject into user message for find queries
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test: regenerate prompt template snapshots after HIGH-1, HIGH-2, LOW-1
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chore: update l10n bundle and fix lint import style
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fix: use 'MongoDB API Index Advisor assistant' as role string
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chore: prettier-fix
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feat: add bitmap index diagnostics and enrich query planner info

tnaum-ms
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Copilot
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feat: improve bitmap index prompt rules and runtime filter detection
tnaum-ms
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Commits on Apr 28, 2026