plain-optimize

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

Install

mkdir -p .claude/skills/plain-optimize && curl -L -o skill.zip "https://mcp.directory/api/skills/download/6072" && unzip -o skill.zip -d .claude/skills/plain-optimize && rm skill.zip

Installs to .claude/skills/plain-optimize

About this skill

Performance Optimization Workflow

1. Capture and Analyze

Make a request with tracing enabled — returns structured JSON with query counts, duplicates, issues, and span tree:

uv run plain observer request /path
uv run plain observer request /path --user 1
uv run plain observer request /path --method POST --data '{"key": "value"}'

The --user flag accepts a user ID or email.

The JSON output includes:

  • response.status — HTTP status code
  • trace.query_count / trace.duplicate_query_count — query summary
  • issues — pre-detected problems (duplicate queries, exceptions)
  • queries — each unique query with count, total duration, and source locations
  • spans — nested span tree showing the request flow

2. Identify Bottlenecks

Check the issues array first — duplicate queries are flagged automatically with source locations. Then review:

  • N+1 queries (duplicate queries with count > 1)
  • Slow database queries (high total_duration_ms)
  • Missing indexes
  • Unnecessary work in hot paths

3. Apply Fixes

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

4. Verify Improvement

Re-run uv run plain observer request /path and compare query_count, duplicate_query_count, and trace.duration_ms.

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