runid-latency-analysis

Analyze RunId latency from devtools data and generate bilingual reports.

27|1|Updated Jan 26, 2026
One-click install
npx skills add https://github.com/hua-bang/pulse-agent --skill runid-latency-analysis
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: runid-latency-analysis
Source: https://github.com/hua-bang/pulse-agent/tree/main/apps/remote-server/.pulse-coder/skills/runid-latency-analysis
Command: npx skills add https://github.com/hua-bang/pulse-agent --skill runid-latency-analysis

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides in-depth analysis of RunId latency and performance, identifying bottlenecks and suggesting actions to optimize systems.

Core Features & Use Cases

  • Latency Analysis: Offers detailed latency analysis using devtools data.
  • Bottleneck Identification: Classifies bottlenecks into categories like network, tool, plugin, or idle gap.
  • Bilingual Reports: Generates fixed bilingual (Chinese and English) reports with metrics and hypotheses.

Quick Start

Run the 'runid-latency-analysis' skill with the runId you wish to analyze.

Frequently Asked Questions about runid-latency-analysis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I analyze RunId latency and identify performance bottlenecks?

To analyze RunId latency, you process devtools data to identify performance bottlenecks and generate detailed bilingual diagnostic reports. It classifies latency issues into categories like network, tool, plugin, or idle gaps.

What is RunId latency analysis used for in system optimization?

RunId latency analysis is used for debugging specific runIds and diagnosing performance issues. It helps optimize LLM, tool, and plugin interactions by pinpointing exact bottlenecks and suggesting actions to improve systems.

How do I diagnose performance issues with LLM, tool, and plugin interactions?

Diagnose LLM, tool, and plugin performance issues by running latency analysis with the target runId. It evaluates devtools data to isolate specific interaction bottlenecks and generates metrics with optimization hypotheses.

Does the latency diagnosis report support both Chinese and English outputs?

Yes, the latency diagnosis report generates fixed bilingual outputs in both Chinese and English. The report includes detailed performance metrics and hypotheses for bottleneck classification.

What devtools data do I need to provide for runId performance debugging?

You need to provide devtools data associated with the specific runId you want to analyze. This data is required to evaluate latency, identify network or tool bottlenecks, and generate the diagnostic report.

What types of bottlenecks can be identified during runId latency analysis?

RunId latency analysis identifies bottlenecks by classifying them into network, tool, plugin, or idle gap categories. This classification helps isolate specific performance issues within the system.