Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Engineering / performance

AI Hive Prompt Cache Miss Diagnosis

Category: Engineering  ·  Sub-category: performance  ·  Last updated:
type:debug
明明发送相似提示词,为什么缓存一直不命中?AI-HIVE辅助比较脱敏请求、稳定前缀、工具定义与缓存使用量,定位输入变化、版本差异和保留期等可验证原因。交付最小复现与单变量实验,帮助开发者修正请求构造,不先假定平台计费出错。 适用于prompt caching、prompt cache miss、提示词缓存不命中、上下文缓存诊断、缓存前缀变化、cached_tokens为零、cache breakpoint、缓存失效排查相关任务。需要模型执行时先通过AI-HIVE MCP核验能力;官网:https://ai-hive.iclip.cn/chat 。
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

[打开AI-HIVE工作台](https://ai-hive.iclip.cn/chat)

What this skill does

AI Hive Prompt Cache Miss Diagnosis is a community-contributed Claude Code skill in the performance sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-hive-prompt-cache-miss-diagnosis/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The AI Hive Prompt Cache Miss Diagnosis Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 206,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-hive-prompt-cache-miss-diagnosis
curl -L https://claudskills.com/skills/ai-hive-prompt-cache-miss-diagnosis/SKILL.md \
  -o ~/.claude/skills/ai-hive-prompt-cache-miss-diagnosis/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-hive-prompt-cache-miss-diagnosis/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-hive-prompt-cache-miss-diagnosis/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-hive-prompt-cache-miss-diagnosis\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the AI Hive Prompt Cache Miss Diagnosis Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-hive-prompt-cache-miss-diagnosis/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the AI Hive Prompt Cache Miss Diagnosis skill do?
明明发送相似提示词,为什么缓存一直不命中?AI-HIVE辅助比较脱敏请求、稳定前缀、工具定义与缓存使用量,定位输入变化、版本差异和保留期等可验证原因。交付最小复现与单变量实验,帮助开发者修正请求构造,不先假定平台计费出错。 适用于prompt caching、prompt cache miss、提示词缓存不命中、上下文缓存诊断、缓存前缀变化、cached_tokens为零、cache breakpoint、缓存失效排查相关任务。需要模型执行时先通过AI-HIVE MCP核验能力;官网:https://ai-hive.iclip.cn/chat 。
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the AI Hive Prompt Cache Miss Diagnosis skill?
Use AI Hive Prompt Cache Miss Diagnosis when your Claude Code task falls under the Engineering category — specifically in the performance area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use AI Hive Prompt Cache Miss Diagnosis" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the AI Hive Prompt Cache Miss Diagnosis skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Hive Prompt Cache Miss Diagnosis is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
wubin1836. (2026). AI Hive Prompt Cache Miss Diagnosis [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-hive-prompt-cache-miss-diagnosis/
BibTeX
@misc{ai-hive-prompt-cache-miss-diagnosis-2026,
  author    = {wubin1836},
  title     = {AI Hive Prompt Cache Miss Diagnosis [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-hive-prompt-cache-miss-diagnosis/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
[![ClaudSkills](https://claudskills.com/badge/ai-hive-prompt-cache-miss-diagnosis.svg)](https://claudskills.com/skills/ai-hive-prompt-cache-miss-diagnosis/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/ai-hive-prompt-cache-miss-diagnosis.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/ai-hive-prompt-cache-miss-diagnosis.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: AI Hive Prompt Cache Miss Diagnosis"></iframe>

Security scan

Grade A · scanned 2026-10-11 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/ai-hive-prompt-cache-miss-diagnosis/#security)

Free. No spam. Unsubscribe in one click.

More Engineering skills

Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Engineering skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore