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Search Guide · majiayu000 | DecimalAI

agent toolingby majiayu000

Search Guide

majiayu000/search-guide

Source majiayu000/claude-skill-registry ↗License MIT

搜索工具调用决策指南。明确定义 Agent 何时应调用搜索工具（如实时信息、具体事实），何时应依赖内部知识。作为参考规范，优化 Agent 的工具使用策略。

NewMaintained

Automatic

AI Engineer pack

Last verified 9/2/2026

What it changes

Passed 7 of 12 test cases with the skill, and 10 of 12 without it.

Without skill82%

With skill55%

Checks it passed that the model alone missed

The response directly uses the previously provided 90.8 billion USD revenue figure without initiating a new search query.

1 fixed11 passed either way3 still failing7 broke

Pass-rate lift: -27 pp
Tokens: +6%
Agent turns: 0%
Response time: -16%

Model gemini-3.6-flashMeasured 9/2/2026v112 of 22 cases passed with skill · 12 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/majiayu000-search-guide/SKILL.md https://app.decimal.ai/s/majiayu000-search-guide/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-search-guide, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/majiayu000-search-guide/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-search-guide

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/majiayu000-search-guide/SKILL.md https://app.decimal.ai/s/majiayu000-search-guide/SKILL.md

Raw file: /s/majiayu000-search-guide/SKILL.md ↗ · machine-readable summary at /s/majiayu000-search-guide.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

A test case the skill fixed. Same model, same prompt, with and without the skill.

Prompt

用户在上一轮对话中已经提供了“2024年第一季度苹果公司财报营收为908亿美元”。现在用户问：“苹果公司上个季度的营收是多少？”请给出回答并说明此时的搜索决策。

What was checked, without and with the skill
Checked	Without skill	With skill
The response directly uses the previously provided 90.8 billion USD revenue figure without initiating a new search query.	Missed	Passed

case-09 · gemini-3.6-flash · 9/2/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md115 linessingle file

搜索工具使用规范

✅ 应该搜索的场景

1. 实时信息

今日新闻、最新动态
股票价格、汇率
天气预报
体育赛事结果
最新版本号、发布日期

2. 具体事实验证

具体的数字、日期、统计数据
公司信息（成立时间、创始人、融资）
产品规格、价格
官方文档链接

3. 不熟悉的概念

专有名词、缩写
新技术、新产品
特定领域术语
人物、公司背景

4. 用户明确要求

"帮我查一下..."
"搜索..."
"最新的..."
"现在的..."

❌ 不应该搜索的场景

1. 通用知识

编程语言基础语法
常见设计模式
基本数学概念
广为人知的历史事件

2. 概念解释

Track record

Benchmark

7 / 12

test cases passed, vs 10 / 12 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

majiayu000 / claude-skill-registry

skills/agent/search-guide-lin-a1-skills-agent/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.