Analyze LLM gateway request and response logs for troubleshooting and performance.
npx skills add https://github.com/cc-claws/cc-code --skill llm-log-analyzer
Please help me install this Agent Skill. Skill: llm-log-analyzer Source: https://github.com/cc-claws/cc-code/tree/main/.claude/skills/llm-log-analyzer Command: npx skills add https://github.com/cc-claws/cc-code --skill llm-log-analyzer
这个 Skill 用来快速读懂 LLM 网关和代理产生的请求、响应与流式日志，帮助你从一堆 data 目录记录里找出发生了什么、哪里失败了、以及为什么 token 和缓存表现异常。
请使用这个 skill 分析 data 目录中的 LLM 日志，先列出请求概况，再检查缓存命中率，并定位指定 session 的请求链与异常。
High-intent search queries and answers about installing and using this skill.
To analyze LLM gateway logs, this Skill parses request.json and stream.log files in a data directory to inspect session timelines, stream events, and request diffs for troubleshooting failed requests and identifying root causes.
Diagnosing prompt cache hit rate drops involves analyzing cache hit patterns, cache writes, and cold starts in LLM logs to pinpoint token waste sources and identify prefix instability issues.
Tracing session context bloat requires inspecting LLM session timelines to observe token scale growth and message counts, helping determine if large tool outputs or delayed compaction cause context overflow.
Yes, stream parsing supports both Anthropic and OpenAI-style streams, structuring stream events from LLM gateway logs while maintaining compatibility with legacy response files.
Comparing two LLM requests and summarizing token statistics is done by performing request diffs and aggregating overall statistics by model, route, session, and hourly dimensions.
Structured input for LLM session tracing requires a data directory containing request.json and stream.log files, enabling structured parsing of request chains, cache patterns, and token usage.
kamilseghrouchniParse natural-language data requests into structured request.json files.
kitaekattParse cache_report.py output to display prompt-cache hit rates and token consumption.
zylos-aiMonitor context window usage, token consumption, and session costs from statusLine JSON.
YukiIto1999Deploy Zeek to collect, parse, and analyze network traffic logs.
