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lightrun-ask-prod

Answer questions about live production system behavior — current variable values, execution durations, hit counts, and value distributions — by instrumenting running services with Lightrun MCP tools. Use when the question requires live runtime data rather than static code analysis (e.g. "show recent requests to this endpoint", "show the runtime distribution for this operation", "what values appear for this expression in production?", "which branch runs for customer X?").

81

1.00x
Quality

Does it follow best practices?

Impact

100%

1.00x

Average score across 1 eval scenario

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Evaluation results

100%

Session Load Investigation: Active Count and Duration Profile

Distribution analysis, count aggregation, and answer synthesis from runtime data

Criteria
Without context
With context

Pool selection named

100%

100%

Pool selection justified

100%

100%

Count aggregated from selected sources only

100%

100%

Contributing sources identified

100%

100%

Excluded sources reported

100%

100%

Distribution range stated

100%

100%

Typical value identified

100%

100%

Outliers noted

100%

100%

Coverage limitation stated

100%

100%

Count action decision stated

100%

100%

Distribution action decision stated

100%

100%

Plain-language synthesis

100%

100%

Repository
lightrun-platform/lightrun-ai
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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