Unified search skill with Intelligent Auto-Routing. Uses multi-signal analysis to automatically select between Serper (Google), Tavily (Research), Exa (Neura...
Install
Documentation
Web Search Plus
Stop choosing search providers. Let the skill do it for you.This skill connects you to 6 search providers (Serper, Tavily, 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.
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✨ 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
- -6 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)
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🚀 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.
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🔑 API Keys
You only need ONE key to get started. Add more providers later for better coverage.
| Provider | Free Tier | Best For | Sign Up |
|----------|-----------|----------|---------|
| Serper | 2,500/mo | Shopping, prices, local, news | [serper.dev](https://serper.dev) |
| Tavily | 1,000/mo | Research, explanations, academic | [tavily.com](https://tavily.com) |
| Exa | 1,000/mo | "Similar to X", startups, papers | [exa.ai](https://exa.ai) |
| Perplexity | Via Kilo | Direct answers with citations | [kilo.ai](https://kilo.ai) |
| You.com | Limited | Real-time info, AI/RAG context | [api.you.com](https://api.you.com) |
| SearXNG | FREE ✅ | Privacy, multi-source, $0 cost | Self-hosted |
Setting your keys:Option A: .env file (recommended)
export SERPER_API_KEY="your-key"
export TAVILY_API_KEY="your-key"
Option B: config.json
{ "serper": { "api_key": "your-key" } }
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🎯 When to Use Which Provider
| I want to... | Provider | Example Query |
|--------------|----------|---------------|
| Find product prices | Serper | "iPhone 16 Pro Max price" |
| Find restaurants/stores nearby | Serper | "best pizza near me" |
| Understand how something works | Tavily | "how does HTTPS encryption work" |
| Do deep research | Tavily | "climate change research 2024" |
| Find companies like X | Exa | "startups similar to Notion" |
| Find research papers | Exa | "transformer architecture papers" |
| Get a direct answer with sources | Perplexity | "events in Berlin this weekend" |
| Know the current status of something | Perplexity | "what is the status of Ethereum upgrades" |
| Get real-time info | You.com | "latest AI regulation news" |
| Search without being tracked | SearXNG | anything, privately |
Pro tip: Just search normally! Auto-routing handles most queries correctly. Override with-p provider when needed.
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🧠 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)
"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"
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📖 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 "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 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"
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⚙ 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
| Feature | Serper | Tavily | Exa | Perplexity | You.com | SearXNG |
|---------|:------:|:------:|:---:|:----------:|:-------:|:-------:|
| 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 |
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❓ 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](https://docs.searxng.org/admin/installation.html).
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.
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🔄 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.
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📤 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
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🔒 Security
SearXNG SSRF Protection: The SearXNG instance URL is validated with defense-in-depth:- -Enforces
http/httpsschemes 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
- -[FAQ.md](FAQ.md) — Detailed answers to more questions
- -[TROUBLESHOOTING.md](TROUBLESHOOTING.md) — Fix common errors
- -[README.md](README.md) — Full technical reference
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🔗 Quick Links
- -[Serper](https://serper.dev) — Google Search API
- -[Tavily](https://tavily.com) — AI Research Search
- -[Exa](https://exa.ai) — Neural Search
- -[Perplexity](https://www.perplexity.ai) — AI-Synthesized Answers (via [Kilo Gateway](https://kilo.ai))
- -[You.com](https://api.you.com) — RAG/Real-time Search
- -[SearXNG](https://docs.searxng.org) — Privacy-First Meta-Search
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