web-search-plus-zh

web-search-plus-zh is a skill for Claude Code, Codex from L-LesterYu/OpenClaw-hot-skills-zh. It costs 87 tokens per session (3,084 once invoked), scanned C, original, MIT.

A web-search tool that connects one interface to several search providers, including Google-based search, research search, AI answers, and privacy-focused search. It chooses a provider based on the kind of question being asked.

In plain words
What is it for?
Use it to find current information, research academic or technical topics, search in multiple languages, get cited answers, or query sources through a self-hosted privacy-focused service.
Why use it?
It removes the need to decide which search service to use for each query and can combine different search approaches behind one setup.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: positional $N argument; built for openclaw.

Good fit Use it to find current information, research academic or technical topics, search in multiple languages, get cited answers, or query sources through a self-hosted privacy-focused service.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/l-lesteryu/openclaw-hot-skills-zh/web-search-plus-zh
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add L-LesterYu/OpenClaw-hot-skills-zh --skill web-search-plus-zh
Clone the repo
git clone --depth 1 https://github.com/L-LesterYu/OpenClaw-hot-skills-zh

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for web-search-plus-zh

README.md
[![agentmods](https://agentmods.dev/badge/skills/l-lesteryu/openclaw-hot-skills-zh/web-search-plus-zh/github.svg)](https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/web-search-plus-zh)
Your own site
<a href="https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/web-search-plus-zh"><img src="https://agentmods.dev/badge/skills/l-lesteryu/openclaw-hot-skills-zh/web-search-plus-zh/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for web-search-plus-zh

Your own site · 80×15
<a href="https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/web-search-plus-zh"><img src="https://agentmods.dev/badge/skills/l-lesteryu/openclaw-hot-skills-zh/web-search-plus-zh.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 87 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,084 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00087 $0.03084
Opus 5 $0.00044 $0.01542
Sonnet 5 $0.00017 $0.00617
Haiku 4.5 $0.00009 $0.00308

Measured 9d ago against content hash 5d3cc9f25b63, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade C, and why

web-search-plus-zh scanned grade C with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

The scan reads SKILL.md. This mod also ships 3 executable files (scripts/search.py, scripts/setup.py, test-auto-routing.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Cloud metadata endpointhighServer-side request forgery

One request to 169.254.169.254 can return temporary IAM credentials.

- 阻止云元数据端点(169.254.169.254、metadata.google.internal)
skills/web-search-plus-zh/SKILL.md · 259 lines

How it starts

The opening of the file, as written. The whole thing — 259 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Web Search Plus

不用纠结用哪个搜索引擎了,让技能替你选择。

本技能连接 7 个搜索提供商(Serper、Tavily、Querit、Exa、Perplexity、You.com、SearXNG),并为每次查询自动选择最佳引擎。购物问题?→ Google 结果。研究问题?→ 深度研究引擎。需要直接答案?→ AI 合成并附带引用。重视隐私?→ 自托管方案。


✨ 有什么不同?

  • 直接搜 — 无需思考该用哪个提供商
  • 智能路由 — 分析你的查询并自动选择最佳提供商
  • 7 个提供商,1 个接口 — Google 结果、研究引擎、神经搜索、AI 问答带引用、RAG 优化和隐私优先,全部整合
  • 只需 1 个密钥 — 从任意一个开始,以后再添加更多
  • 免费选项 — SearXNG 完全免费(自托管)

🚀 快速开始

# 交互式设置(首次使用推荐)
python3 scripts/setup.py

# 或手动:复制配置文件并添加密钥
cp config.example.json config.json

向导会逐一介绍每个提供商、收集 API 密钥并配置默认设置。


🔑 API 密钥

只需 一个 密钥即可开始使用。以后可以添加更多提供商以获得更全面的覆盖。

提供商 免费额度 擅长 注册
Serper 2,500 次/月 购物、价格、本地、新闻 serper.dev
Tavily 1,000 次/月 研究、解释、学术 tavily.com
Querit 联系销售/免费额度不同 多语言 AI 搜索、国际资讯 querit.ai
Exa 1,000 次/月 "类似 X"、创业公司、论文 exa.ai
Perplexity 通过 Kilo 带引用的直接回答 kilo.ai
You.com 有限额度 实时资讯、AI/RAG 上下文 api.you.com
SearXNG 免费 隐私、多源、$0 费用 自托管

设置密钥:

# 方式 A:.env 文件(推荐)
export SERPER_API_KEY="你的密钥"
export TAVILY_API_KEY="你的密钥"
export QUERIT_API_KEY="你的密钥"

# 方式 B:config.json
{ "serper": { "api_key": "你的密钥" } }

🎯 什么时候用哪个提供商

我想... 提供商 示例查询
查产品价格 Serper "iPhone 16 Pro Max 价格"
查附近的餐厅/商店 Serper "我附近最好的披萨"
了解某事的原理 Tavily "HTTPS 加密是怎么工作的"
做深度研究 Tavily "2024 年气候变化研究"
跨语言搜索/国际资讯 Querit "德国最新 AI 政策动态"
查找类似 X 的公司 Exa "类似 Notion 的创业公司"
查找研究论文 Exa "transformer 架构论文"
获取带来源的直接答案 Perplexity "柏林这周末有什么活动"
了解某事的最新状态 Perplexity "以太坊升级进展如何"
获取实时信息 You.com "最新 AI 监管新闻"
不被追踪地搜索 SearXNG 任何内容,私密搜索

专业提示: 正常搜索就好!自动路由能正确处理大多数查询。需要时用 -p provider 手动覆盖。


🧠 自动路由的工作原理

Read the full file on GitHub · 259 lines

Files

What ships with it

10 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 259 lines · 87 tokens per session scan C 5d3cc9f25b63

Subscribe to this mod's changes

web-search-plus-zh is a skill published in the GitHub repository L-LesterYu/OpenClaw-hot-skills-zh (54 stars, last pushed 5mo ago), licensed MIT. It adds 87 tokens to every session and 3,084 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it C with 1 finding (cloud metadata endpoint). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.