Agent skill

Cache Debug

排查问答缓存问题（不命中/脏缓存/黑名单误拦/置信度过滤/多轮不缓存）时使用。覆盖三级缓存(Redis/MySQL/Semantic)+黑名单+置信度规则。

Custom licenceAuto-check passedDatabases

Install Cache Debug

skills CLI

$ npx skills add zhyese/grid-qa --skill cache-debug -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install zhyese/grid-qa cache-debug --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/zhyese/grid-qa.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/cache-debug .claude/skills/cache-debug && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "cache-debug" agent skill from https://github.com/zhyese/grid-qa/tree/main/.claude/skills/cache-debug into .claude/skills/cache-debug/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cache-debug", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/zhyese/grid-qa/tree/main/.claude/skills/cache-debug

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add zhyese/grid-qa --skill cache-debug -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install zhyese/grid-qa cache-debug --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zhyese/grid-qa.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/cache-debug .agents/skills/cache-debug && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "cache-debug" agent skill from https://github.com/zhyese/grid-qa/tree/main/.claude/skills/cache-debug into .agents/skills/cache-debug/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cache-debug", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add zhyese/grid-qa --skill cache-debug -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install zhyese/grid-qa cache-debug --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zhyese/grid-qa.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/cache-debug .cursor/skills/cache-debug && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "cache-debug" agent skill from https://github.com/zhyese/grid-qa/tree/main/.claude/skills/cache-debug into .cursor/skills/cache-debug/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cache-debug", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/zhyese/grid-qa.git --path .claude/skills/cache-debug

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add zhyese/grid-qa --skill cache-debug -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install zhyese/grid-qa cache-debug --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zhyese/grid-qa.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/cache-debug .gemini/skills/cache-debug && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "cache-debug" agent skill from https://github.com/zhyese/grid-qa/tree/main/.claude/skills/cache-debug into .gemini/skills/cache-debug/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cache-debug", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install zhyese/grid-qa cache-debug

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add zhyese/grid-qa --skill cache-debug -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/zhyese/grid-qa.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/cache-debug .github/skills/cache-debug && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "cache-debug" agent skill from https://github.com/zhyese/grid-qa/tree/main/.claude/skills/cache-debug into .github/skills/cache-debug/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cache-debug", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add zhyese/grid-qa --skill cache-debug -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install zhyese/grid-qa cache-debug --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/zhyese/grid-qa.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/cache-debug .opencode/skills/cache-debug && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "cache-debug" agent skill from https://github.com/zhyese/grid-qa/tree/main/.claude/skills/cache-debug into .opencode/skills/cache-debug/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cache-debug", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: cache-debug
GitHub stars: 144
Token cost: ~646 tokens
SKILL.md length: 132 words
Files: 1
Skills in repo: 2
Repo updated: Oct 4, 2026
First seen: Oct 7, 2026
Licence: Custom licence

At a glance

排查问答缓存问题（不命中/脏缓存/黑名单误拦/置信度过滤/多轮不缓存）时使用。覆盖三级缓存(Redis/MySQL/Semantic)+黑名单+置信度规则。

Works in 7 steps: 该 query 真的没命中吗？看命中层 → key 对不对？查 Redis → 黑名单拦了吗？ → …
Databases work in your project
SKILL.md covers 何时用, 排查清单（按顺序）, 常见根因速查 and 关键代码位置（codegraph 核实）
Calls docker and redis-cli

What it does

Cache Debug is an agent skill from zhyese/grid-qa. 排查问答缓存问题（不命中/脏缓存/黑名单误拦/置信度过滤/多轮不缓存）时使用。覆盖三级缓存(Redis/MySQL/Semantic)+黑名单+置信度规则。

Its SKILL.md is about 650 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases. It works with Redis and MySQL. The repository describes itself as: 基于大模型+RAG的电网自主运维智能问答系统(Vue3+FastAPI+Milvus+DeepSeek/百炼/火山云).

When your agent uses it

Databases work in your project

Example prompts

“/cache-debug”

Requirements

Docker

Workflow steps

7 steps, taken from the step headings in SKILL.md.

该 query 真的没命中吗？看命中层
key 对不对？查 Redis
黑名单拦了吗？
为什么没写缓存？核对写条件
多轮不命中？
MySQL L2 有吗？
降级了吗？

What it can do on your machine

Read from SKILL.md and the folder at commit 3b583b3. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- docker
- redis-cli
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use docker, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Cache Debug loads about 646 tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 132 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~23
When it runs · the whole SKILL.md, loaded when a task matches: ~646

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 132 words (~646 tokens).

name: cache-debug

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .claude/skills/cache-debug of zhyese/grid-qa.

Open the folder on GitHubat commit 3b583b3

Compare with similar skills

Cache Debug next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Cache Debug compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Cache Debug this skillzhyese/grid-qa	144	—	~646	Automated safety check: Pass	Custom licence	3 days ago
Email Blastantiwork/gumroad	9.8k	—	~1.4k	Automated safety check: Pass	MIT	today
Tgf Server Devthkhxm/tgf	128	—	~1.3k	Automated safety check: Notes	MIT	2 mo ago
Resume Backend Project OptimizerLAIJiangFeng/resume-builder	247	—	~868	Automated safety check: Pass	None	1 mo ago
Cloudrun DevelopmentTencentCloudBase/CloudBase-AI-Toolkit	1.1k	1 repos	~7.2k	Automated safety check: Pass	MIT	yesterday
Leaderboard SystemOpenLitterMap/openlittermap-web	134	—	~2k	Automated safety check: Pass	GPL-3.0	23 days ago

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Questions about Cache Debug

What does Cache Debug do?

排查问答缓存问题（不命中/脏缓存/黑名单误拦/置信度过滤/多轮不缓存）时使用。覆盖三级缓存(Redis/MySQL/Semantic)+黑名单+置信度规则。. Cache Debug is an agent skill from zhyese/grid-qa.

When should I use Cache Debug?

Cache Debug fits situations like: databases work in your project.

How do I install Cache Debug in Claude Code?

Run `npx skills add zhyese/grid-qa --skill cache-debug -a claude-code`. Or copy the skill folder (.claude/skills/cache-debug in zhyese/grid-qa) into .claude/skills/cache-debug in your project. Claude Code loads it when a task matches its description.

How do I install Cache Debug in Codex?

Run `npx skills add zhyese/grid-qa --skill cache-debug -a codex`. Or copy the skill folder (.claude/skills/cache-debug in zhyese/grid-qa) into .agents/skills/cache-debug in your project. Codex loads it when a task matches its description.

Can I use Cache Debug in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add zhyese/grid-qa --skill cache-debug -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cache-debug, .gemini/skills/cache-debug, .github/skills/cache-debug and .opencode/skills/cache-debug in your project.

What does Cache Debug need to run?

Going by SKILL.md and its folder, Cache Debug needs the command-line tools its instructions call (docker and redis-cli). Our summary lists: Docker.

Does Cache Debug access the network?

SKILL.md contains no URLs. Its commands use docker, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Cache Debug safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Cache Debug use?

Cache Debug has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Cache Debug use?

About 646 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Cache Debug?

Skills that share tags, products or a category with Cache Debug: Email Blast (antiwork/gumroad, 9.8k stars), Tgf Server Dev (thkhxm/tgf, 128 stars), Resume Backend Project Optimizer (LAIJiangFeng/resume-builder, 247 stars) and Cloudrun Development (TencentCloudBase/CloudBase-AI-Toolkit, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cache Debug?

zhyese (a GitHub user) maintains it in zhyese/grid-qa, which has 144 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 4, 2026.

Source: zhyese/grid-qa on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Cache Debug

Install Cache Debug

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Compare with similar skills

Similar skills

Email Blast

Tgf Server Dev

Resume Backend Project Optimizer

Cloudrun Development

Leaderboard System

Metrics Pipeline

More from zhyese/grid-qa

Rebuild After Change

Questions about Cache Debug

Install Cache Debug

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Compare with similar skills

Similar skills

Email Blast

Tgf Server Dev

Resume Backend Project Optimizer

Cloudrun Development

Leaderboard System

Metrics Pipeline

More from zhyese/grid-qa

Rebuild After Change

Related

Questions about Cache Debug