Web Search Plus 2.8.6

Unified search skill with Intelligent Auto-Routing. Uses multi-signal analysis to automatically select between Serper (Google), Tavily (Research), Exa (Neura...

MIT-0 · Free to use, modify, and redistribute. No attribution required.
0 · 12 · 0 current installs · 0 all-time installs
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OpenClawOpenClaw
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medium confidence
Purpose & Capability
The name/description (multi-provider web search with auto-routing) matches what the package includes: a Python CLI, provider connectors, routing logic, and local result caching. Required binaries (python3, bash) are appropriate. Provider API keys are optional in the docs (one key suffices), which aligns with being an aggregator that can operate with a single configured provider or a self-hosted SearXNG instance.
Instruction Scope
Runtime instructions direct the agent to run scripts/setup.py and scripts/search.py and to place API keys in environment variables or config.json — all within the search skill's scope. Two operational notes: (1) the code auto-loads a .env file from the skill directory (it will set environment variables found there if not already set), and (2) results are cached to a local .cache/ directory by default, so queries (which may contain sensitive data) are written to disk. The changelog mentions SSRF protection for SearXNG setup checks; the setup wizard is present in the repo and should be reviewed before running.
Install Mechanism
No automated install spec is included (instruction-only behavior plus source files). That is lower-risk than pulling remote binaries. The skill ships Python scripts which will run locally; there are no fetched/executed archives or remote install URLs in the provided files.
Credentials
The skill requests multiple provider API keys (SERPER_API_KEY, TAVILY_API_KEY, EXA_API_KEY, YOU_API_KEY, KILOCODE_API_KEY) but marks them optional and documents that only one provider key is required. This is proportionate for an aggregator. Two practical caveats: (1) the script will auto-load .env from the skill folder (so placing other secrets there could leak them into the skill process), and (2) the cache persists queries locally (WSP_CACHE_DIR can be set to relocate it) — both are operational security considerations rather than signs of malicious behavior.
Persistence & Privilege
The skill is not set 'always: true' and does not request system-wide privileges. It writes cache files into its own .cache/ directory and reads/writes its own config; it does not modify other skills or system-wide agent settings. Autonomous invocation is enabled by default on the platform, which is normal.
Scan Findings in Context
[pre-scan-injection-signals-none] expected: The static pre-scan reported no injection signals. The skill contains network calls to documented provider endpoints (e.g., api.kilo.ai for Perplexity via Kilo) which are expected for a search aggregator.
Assessment
This package appears to be what it claims: a Python-based multi-provider web search aggregator with auto-routing. Before installing or running it: 1) Verify the source provenance (no homepage listed and 'source: unknown' in the registry); prefer code from a known/trusted origin. 2) Review and, if needed, sanitize the .env file placed in the skill directory — the script auto-loads .env and will import those values into the process. 3) Remember that query text is cached to .cache/ by default (may include sensitive queries); set WSP_CACHE_DIR or use --no-cache if that concerns you. 4) If you plan to use Perplexity via Kilo, KILOCODE_API_KEY is required and traffic goes to api.kilo.ai; confirm you are comfortable sending queries to that gateway. 5) Inspect and run setup.py manually (not as root) to review any network tests it performs (changelog notes SSRF protections were added recently). If you need higher assurance, obtain the repo from the upstream GitHub link referenced in the docs or ask the publisher for a signed release/build before enabling the skill in production.

Like a lobster shell, security has layers — review code before you run it.

Current versionv1.0.0
Download zip
latestvk9742hzth90jntrvgqyx5dhz0h830cj9

License

MIT-0
Free to use, modify, and redistribute. No attribution required.

Runtime requirements

Binspython3, bash

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

# 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
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"

# 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"
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)
"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 "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"

⚙ 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

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