Agent skill

web-search-plus

Unified search skill with Intelligent Auto-Routing. Uses multi-signal analysis to automatically select between Serper (Google), Tavily (Research), Exa (Neural), Perplexity (AI Answers), You.com (RAG/Real-time), and SearXNG (Privacy/Self-hosted) with confidence scoring.

Stars 1,878
Forks 294

Install this agent skill to your Project

npx add-skill https://github.com/LeoYeAI/openclaw-master-skills/tree/main/skills/web-search-plus

Metadata

Additional technical details for this skill

openclaw
{
    "requires": {
        "env": {
            "EXA_API_KEY": "optional",
            "YOU_API_KEY": "optional",
            "SERPER_API_KEY": "optional",
            "TAVILY_API_KEY": "optional",
            "KILOCODE_API_KEY": "optional \u2014 required for Perplexity provider (via Kilo Gateway)",
            "SEARXNG_INSTANCE_URL": "optional"
        },
        "bins": [
            "python3",
            "bash"
        ],
        "note": "Only ONE provider key needed. All are optional."
    }
}

SKILL.md

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.


✨ 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)

🚀 Quick Start

bash
# 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.

Provider Free Tier Best For Sign Up
Serper 2,500/mo Shopping, prices, local, news serper.dev
Tavily 1,000/mo Research, explanations, academic tavily.com
Exa 1,000/mo "Similar to X", startups, papers exa.ai
Perplexity Via Kilo Direct answers with citations kilo.ai
You.com Limited Real-time info, AI/RAG context api.you.com
SearXNG FREE Privacy, multi-source, $0 cost Self-hosted

Setting your keys:

bash
# 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" } }

🎯 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.


🧠 How Auto-Routing Works

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

bash
"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"


📖 Usage Examples

Let Auto-Routing Choose (Recommended)

bash
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

bash
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"

⚙ Configuration

json
{
  "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

❓ 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?

bash
# 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

json
{
  "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

  • FAQ.md — Detailed answers to more questions
  • TROUBLESHOOTING.md — Fix common errors
  • README.md — Full technical reference

🔗 Quick Links

Expand your agent's capabilities with these related and highly-rated skills.

LeoYeAI/openclaw-master-skills

audit-website

Audit websites for SEO, performance, security, technical, content, and 15 other issue cateories with 230+ rules using the squirrelscan CLI. Returns LLM-optimized reports with health scores, broken links, meta tag analysis, and actionable recommendations. Use to discover and asses website or webapp issues and health.

1,878 294
Explore
LeoYeAI/openclaw-master-skills

firecrawl

Web search and scraping via Firecrawl API. Use when you need to search the web, scrape websites (including JS-heavy pages), crawl entire sites, or extract structured data from web pages. Requires FIRECRAWL_API_KEY environment variable.

1,878 294
Explore
LeoYeAI/openclaw-master-skills

computer-use

Full desktop computer use for headless Linux servers. Xvfb + XFCE virtual desktop with xdotool automation. 17 actions (click, type, scroll, screenshot, drag, etc). Unlike OpenClaw's browser tool, operates at the X11 level so websites cannot detect automation. Includes VNC for live viewing.

1,878 294
Explore
LeoYeAI/openclaw-master-skills

social-media-analyzer

Social media campaign analysis and performance tracking. Calculates engagement rates, ROI, and benchmarks across platforms. Use for analyzing social media performance, calculating engagement rate, measuring campaign ROI, comparing platform metrics, or benchmarking against industry standards.

1,878 294
Explore
LeoYeAI/openclaw-master-skills

business-growth-skills

4 production-ready business and growth skills: customer success manager with health scoring and churn prediction, sales engineer with RFP analysis, revenue operations with pipeline and GTM metrics, and contract & proposal writer. Python tools included (all stdlib-only). Works with Claude Code, Codex CLI, and OpenClaw.

1,878 294
Explore
LeoYeAI/openclaw-master-skills

contract-and-proposal-writer

Contract & Proposal Writer

1,878 294
Explore

Didn't find tool you were looking for?

Be as detailed as possible for better results