🎯 Gaps & Opportunities

🔴 Current Gaps

Code Review AI

No AI assistant trained on Windows coding standards, SAL annotations, or OS-specific patterns for automated code review.

Scorecard Auto-Interpretation

WExp MCP provides data, but no AI to automatically interpret scorecards or recommend actions for metric regressions.

Test Flakiness Detection

No AI tool to predict flaky tests or suggest test fixes based on historical patterns.

Spec-to-Code Generation

No tool to generate boilerplate code from PM specs or design docs.

Bug Auto-Triage

Bug Triage Assistant (BTA) in development but not yet available for ADO bug auto-triage.

🟢 Opportunities

Windows SAL MCP

MCP server that suggests proper SAL v2 annotations for function parameters based on usage patterns.

Test Generation Agent

Given existing tests as examples, generate TAEF/Modern Tests for new code with proper mocking.

Legacy Code Docs Agent

Generate comprehensive README/docs for undocumented Windows components by analyzing dirs/sources files.

Branch Strategy Assistant

AI to recommend which branch to target, codeflow paths, and timing for fixes.

Performance Regression Finder

Combine ETW MCP with Git history to identify which commit caused a perf regression.