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web-search

skills-shell

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This version passed the hardening gate. Hardening applied 6 targeted changes and preserved all other text. Classified findings before hardening: 1. Classified findings closed: 1. Classified findings remaining: 0. Unclassified scanner findings remaining: 0. Review findings closed: 11. Review findings remaining: 5.

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Expand	File	Group	Subtype	Severity	Status
	SKILL.md	Supply Chain & Install-Time Trust	—	Medium	Closed

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SKILL.md

Web Search & Extraction

Search the web and extract content via inference.sh CLI.

Quick Start

Requires inference.sh CLI (belt).


belt login

# Search the web
belt app run tavily/search-assistant --input '{"query": "latest AI developments 2024"}'

Available Apps

Tavily

App	App ID	Description
Search Assistant	`tavily/search-assistant`	AI-powered search with answers
Extract	`tavily/extract`	Extract content from URLs

Exa

App	App ID	Description
Search	`exa/search`	Smart web search with AI
Answer	`exa/answer`	Direct factual answers
Extract	`exa/extract`	Extract and analyze web content

Examples

Tavily Search


belt app run tavily/search-assistant --input '{
  "query": "What are the best practices for building AI agents?"
}'

Returns AI-generated answers with sources and images.

Tavily Extract


belt app run tavily/extract --input '{
  "urls": ["https://example.com/article1", "https://example.com/article2"]
}'

Extracts clean text and images from multiple URLs.

Exa Search


belt app run exa/search --input '{
  "query": "machine learning frameworks comparison"
}'

Returns highly relevant links with context.

Exa Answer


belt app run exa/answer --input '{
  "question": "What is the population of Tokyo?"
}'

Returns direct factual answers.

Exa Extract


belt app run exa/extract --input '{
  "url": "https://example.com/research-paper"
}'

Extracts and analyzes web page content.

Use Cases

Research: Gather information on any topic
RAG: Retrieval-augmented generation
Fact-checking: Verify claims with sources
Content aggregation: Collect data from multiple sources
Agents: Build research-capable AI agents

Documentation

Adding Tools to Agents - Equip agents with search
Building a Research Agent - LLM + search integration guide
Tool Integration Tax - Why pre-built tools matter

Install

Install with chainctl


chainctl skill install public/skills-shell/web-search:latest

Get started with chainctl

View source

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Bring Chainguard's hardening pipeline to your first-party skills — custom rulesets, automated remediation, full audit trail.

Provenance

Upstream sourcehttps://github.com/skills-shell/skills

Upstream commitbecc25649700d5457772a00e5143e28ccf9e5afa

OCI reference

skills.cgr.dev/public/github.com/skills-shell/tools/llm/web-search:latest

License

MIT

Files

HARDENING.md

SKILL.md

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