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web-search-plus网络搜索加

Agent Skill

web-search-plus 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

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周安装

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OpenClaw

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

MIT-0

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:web-search-plus(网络搜索加)
来源仓库:https://github.com/robbyczgw-cla/web-search-plus
安装命令:
openclaw skills install web-search-plus
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

ClawHubOpenClaw
openclaw skills install web-search-plus

简介

web-search-plus 统一聚合多个搜索引擎结果并进行智能路由选择。

  • 适用于需要跨源验证信息真实性的研究型任务。
  • 结合 Serper、Tavily 等平台信号提升答案相关性判断。
  • 安装命令:openclaw skills install web-search-plus,需分别配置各服务商密钥。
  • 注意不同引擎返回格式差异可能导致解析复杂度上升。

SKILL.md

name
web-search-plus
version
2.9.3
description
Unified search skill with Intelligent Auto-Routing. Uses multi-signal analysis to automatically select between Serper (Google), Tavily (Research), Querit (Multilingual AI Search), Exa (Neural), Perplexity (AI Answers), You.com (RAG/Real-time), and SearXNG (Privacy/Self-hosted) with confidence scoring.
tags
[search, web-search, serper, tavily, querit, exa, perplexity, you, searxng, google, multilingual-search, research, semantic-search, auto-routing, multi-provider, shopping, rag, free-tier, privacy, self-hosted, kilo]
metadata
{"openclaw":{"requires":{"bins":["python3","bash"],"env":{"SERPER_API_KEY":"optional","TAVILY_API_KEY":"optional","QUERIT_API_KEY":"optional","EXA_API_KEY":"optional","YOU_API_KEY":"optional","SEARXNG_INSTANCE_URL":"optional","KILOCODE_API_KEY":"optional — required for Perplexity provider (via Kilo Gateway)"},"note":"Only ONE provider key needed. All are optional."}}}

Web Search Plus

Stop choosing search providers. Let the skill do it for you.

This skill connects you to 7 search providers (Serper, Tavily, Querit, Exa, Perplexity, You.com, SearXNG) and automatically picks the best one for each query. Shopping question? → Google results. Research question? → Deep research engine. Need a direct answer? → AI-synthesized with citations. Want privacy? → Self-hosted option.


✨ What Makes This Different?

  • Just search — No need to think about which provider to use
  • Smart routing — Analyzes your query and picks the best provider automatically
  • 7 providers, 1 interface — Google results, research engines, neural search, AI answers with citations, RAG-optimized, and privacy-first all in one
  • Works with just 1 key — Start with any single provider, add more later
  • Free options available — SearXNG is completely free (self-hosted)

🚀 Quick Start

# Interactive setup (recommended for first run)
python3 scripts/setup.py

# Or manual: copy config and add your keys
cp config.example.json config.json

The wizard explains each provider, collects API keys, and configures defaults.


🔑 API Keys

You only need ONE key to get started. Add more providers later for better coverage.

ProviderFree TierBest ForSign Up
Serper2,500/moShopping, prices, local, newsserper.dev
Tavily1,000/moResearch, explanations, academictavily.com
QueritContact sales/free tier variesMultilingual AI search, international updatesquerit.ai
Exa1,000/mo"Similar to X", startups, papersexa.ai
PerplexityVia KiloDirect answers with citationskilo.ai
You.comLimitedReal-time info, AI/RAG contextapi.you.com
SearXNGFREEPrivacy, multi-source, $0 costSelf-hosted

Setting your keys:

# Option A: .env file (recommended)
export SERPER_API_KEY="your-key"
export TAVILY_API_KEY="your-key"
export QUERIT_API_KEY="your-key"

# Option B: config.json
{ "serper": { "api_key": "your-key" } }

🎯 When to Use Which Provider

I want to...ProviderExample Query
Find product pricesSerper"iPhone 16 Pro Max price"
Find restaurants/stores nearbySerper"best pizza near me"
Understand how something worksTavily"how does HTTPS encryption work"
Do deep researchTavily"climate change research 2024"
Search across languages / international updatesQuerit"latest AI policy updates in Germany"
Find companies like XExa"startups similar to Notion"
Find research papersExa"transformer architecture papers"
Get a direct answer with sourcesPerplexity"events in Berlin this weekend"
Know the current status of somethingPerplexity"what is the status of Ethereum upgrades"
Get real-time infoYou.com"latest AI regulation news"
Search without being trackedSearXNGanything, privately

Pro tip: Just search normally! Auto-routing handles most queries correctly. Override with -p provider when needed.


🧠 How Auto-Routing Works

The skill looks at your query and picks the best provider:

"iPhone 16 price"              → Serper (shopping keywords)
"how does quantum computing work" → Tavily (research question)
"latest AI policy updates in Germany" → Querit (multilingual + recency)
"companies like stripe.com"    → Exa (URL detected, similarity)
"events in Graz this weekend"  → Perplexity (local + direct answer)
"latest news on AI"            → You.com (real-time intent)
"search privately"             → SearXNG (privacy keywords)

What if it picks wrong? Override it: python3 scripts/search.py -p tavily -q "your query"

Debug routing: python3 scripts/search.py --explain-routing -q "your query"


📖 Usage Examples

Let Auto-Routing Choose (Recommended)

python3 scripts/search.py -q "Tesla Model 3 price"
python3 scripts/search.py -q "explain machine learning"
python3 scripts/search.py -q "latest AI policy updates in Germany"
python3 scripts/search.py -q "startups like Figma"

Force a Specific Provider

python3 scripts/search.py -p serper -q "weather Berlin"
python3 scripts/search.py -p tavily -q "quantum computing" --depth advanced
python3 scripts/search.py -p querit -q "latest AI policy updates in Germany"
python3 scripts/search.py -p exa --similar-url "https://stripe.com" --category company
python3 scripts/search.py -p you -q "breaking tech news" --include-news
python3 scripts/search.py -p searxng -q "linux distros" --engines "google,bing"

⚙ Configuration

{
  "auto_routing": {
    "enabled": true,
    "fallback_provider": "serper",
    "confidence_threshold": 0.3,
    "disabled_providers": []
  },
  "serper": {"country": "us", "language": "en"},
  "tavily": {"depth": "advanced"},
  "exa": {"type": "neural"},
  "you": {"country": "US", "include_news": true},
  "searxng": {"instance_url": "https://your-instance.example.com"}
}

📊 Provider Comparison

FeatureSerperTavilyExaPerplexityYou.comSearXNG
Speed⚡⚡⚡⚡⚡⚡⚡⚡⚡⚡⚡⚡⚡⚡
Direct Answers✓✓
Citations
Factual Accuracy⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐
Semantic Understanding⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐
Full Page Content
Shopping/Local
Find Similar Pages
RAG-Optimized✓✓
Privacy-First✓✓
API Cost$$$$$$Via Kilo$FREE

❓ Common Questions

Do I need API keys for all providers?

No. You only need keys for providers you want to use. Start with one (Serper recommended), add more later.

Which provider should I start with?

Serper — fastest, cheapest, largest free tier (2,500 queries/month), and handles most queries well.

What if I run out of free queries?

The skill automatically falls back to your other configured providers. Or switch to SearXNG (unlimited, self-hosted).

How much does this cost?

  • Free tiers: 2,500 (Serper) + 1,000 (Tavily) + 1,000 (Exa) = 4,500+ free searches/month
  • SearXNG: Completely free (just ~$5/mo if you self-host on a VPS)
  • Paid plans: Start around $10-50/month depending on provider

Is SearXNG really private?

Yes, if self-hosted. You control the server, no tracking, no profiling. Public instances depend on the operator's policy.

How do I set up SearXNG?

# Docker (5 minutes)
docker run -d -p 8080:8080 searxng/searxng

Then enable JSON API in settings.yml. See docs.searxng.org.

Why did it route my query to the "wrong" provider?

Sometimes queries are ambiguous. Use --explain-routing to see why, then override with -p provider if needed.


🔄 Automatic Fallback

If one provider fails (rate limit, timeout, error), the skill automatically tries the next provider. You'll see routing.fallback_used: true in the response when this happens.


📤 Output Format

{
  "provider": "serper",
  "query": "iPhone 16 price",
  "results": [{"title": "...", "url": "...", "snippet": "...", "score": 0.95}],
  "routing": {
    "auto_routed": true,
    "provider": "serper",
    "confidence": 0.78,
    "confidence_level": "high"
  }
}

⚠ Important Note

Tavily, Serper, and Exa are NOT core OpenClaw providers.

❌ Don't modify ~/.openclaw/openclaw.json for these ✅ Use this skill's scripts — keys auto-load from .env


🔒 Security

SearXNG SSRF Protection: The SearXNG instance URL is validated with defense-in-depth:

  • Enforces http/https schemes only
  • Blocks cloud metadata endpoints (169.254.169.254, metadata.google.internal)
  • Resolves hostnames and blocks private/internal IPs (loopback, RFC1918, link-local, reserved)
  • Operators who intentionally self-host on private networks can set SEARXNG_ALLOW_PRIVATE=1

📚 More Documentation


🔗 Quick Links

适合场景

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用户想查找某类 Agent Skill 时

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需要根据任务场景推荐可安装能力包时

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能力概览

能力 1

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能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

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external-service

该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。当前只有一个来源,正式发布前建议补源仓库或其他目录站核验。

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