Plain Optimize

by dropseed

data

Captures and analyzes performance traces to identify slow queries and N+1 problems. Use when analyzing performance or optimizing database queries.

Skill Details

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name: plain-optimize description: Captures and analyzes performance traces to identify slow queries and N+1 problems. Use when analyzing performance or optimizing database queries.

Performance Optimization Workflow

1. Capture Traces

Make a request with tracing enabled:

uv run plain request /path --user 1 --header "Observer: persist"

2. Find Traces

uv run plain observer traces --request-id <request-id>

3. Analyze Trace

uv run plain observer trace <trace-id> --json

4. Identify Bottlenecks

Look for:

  • N+1 queries (many similar queries)
  • Slow database queries
  • Missing indexes
  • Unnecessary work in hot paths

5. Apply Fixes

  • Add select_related() / prefetch_related() for N+1
  • Add database indexes for slow queries
  • Cache expensive computations

6. Verify Improvement

Re-run the trace and compare.

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Skill Information

Category:Data
Last Updated:1/29/2026