tavily-researcholeh tavily-ai

Comprehensive AI-powered research with multi-source synthesis and citations. Produces structured reports grounded in web sources, taking 30-120 seconds depending on model selection (mini for targeted queries, pro for complex comparisons) Supports multiple output formats: markdown reports, JSON with custom schemas, and configurable citation styles (numbered, MLA, APA, Chicago) Includes async workflow for long-running research via --no-wait , status , and poll commands, plus real-time...

npx skills add https://github.com/tavily-ai/skills --skill tavily-research

tavily research

AI-powered deep research that gathers sources, analyzes them, and produces a cited report. Takes 30-120 seconds.

Before running any command

If tvly is not found on PATH, install it first:

curl -fsSL https://cli.tavily.com/install.sh | bash && tvly login

Do not skip this step or fall back to other tools.

See tavily-cli for alternative install methods and auth options.

When to use

  • You need comprehensive, multi-source analysis
  • The user wants a comparison, market report, or literature review
  • Quick searches aren't enough — you need synthesis with citations
  • Step 5 in the workflow: search → extract → map → crawl → research

Quick start

# Basic research (waits for completion)
tvly research "competitive landscape of AI code assistants"

# Pro model for comprehensive analysis
tvly research "electric vehicle market analysis" --model pro

# Stream results in real-time
tvly research "AI agent frameworks comparison" --stream

# Save report to file
tvly research "fintech trends 2025" --model pro -o fintech-report.md

# JSON output for agents
tvly research "quantum computing breakthroughs" --json

Options

OptionDescription
--modelmini, pro, or auto (default)
--streamStream results in real-time
--no-waitReturn request_id immediately (async)
--output-schemaPath to JSON schema for structured output
--citation-formatnumbered, mla, apa, chicago
--poll-intervalSeconds between checks (default: 10)
--timeoutMax wait seconds (default: 600)
-o, --outputSave output to file
--jsonStructured JSON output

Model selection

ModelUse forSpeed
miniSingle-topic, targeted research~30s
proComprehensive multi-angle analysis~60-120s
autoAPI chooses based on complexityVaries

Rule of thumb: "What does X do?" → mini. "X vs Y vs Z" or "best way to..." → pro.

Async workflow

For long-running research, you can start and poll separately:

# Start without waiting
tvly research "topic" --no-wait --json    # returns request_id

# Check status
tvly research status <request_id> --json

# Wait for completion
tvly research poll <request_id> --json -o result.json

Tips

  • Research takes 30-120 seconds — use --stream to see progress in real-time.
  • Use --model pro for complex comparisons or multi-faceted topics.
  • Use --output-schema to get structured JSON output matching a custom schema.
  • For quick facts, use tvly search instead — research is for deep synthesis.
  • Read from stdin: echo "query" | tvly research - --json

See also

Lebih banyak skill dari tavily-ai

crawl
by tavily-ai
Extract and save website content as markdown files for offline access and analysis. Supports configurable crawl depth (1-5 levels), breadth limits, and page caps to balance coverage against performance Includes path filtering via regex patterns to focus on specific sections and exclude irrelevant content Offers two modes: full-page extraction for data collection, or semantic chunking with natural language instructions for feeding results into LLM context Provides a companion Map API for URL...
extract
by tavily-ai
Extract clean content from specific URLs using Tavily's extraction API. Supports up to 20 URLs per request with optional query-based reranking to focus on relevant content chunks Two extraction modes: basic for fast text extraction, advanced for JavaScript-rendered pages and structured data Automatic OAuth authentication via browser on first run, or manual API key configuration in settings Returns markdown or plain text format with optional image URLs and configurable timeout up to 60 seconds
research
by tavily-ai
Comprehensive research on any topic with automatic source gathering, analysis, and citations. Conducts multi-source web research with explicit citations, ideal for comparisons, current events, market analysis, and detailed reports Offers three model options: mini for targeted single-topic research (~30s), pro for comprehensive multi-angle analysis (~60-120s), and auto for API-driven complexity detection Authenticates via OAuth through Tavily MCP server with automatic browser-based login on...
search
by tavily-ai
Web search with LLM-optimized results, relevance scoring, and flexible filtering. Supports four search depth modes (ultra-fast, fast, basic, advanced) with configurable latency and relevance tradeoffs Includes domain filtering, time range constraints, date ranges, country boosting, and raw content extraction Returns results with title, URL, content snippet, and relevance score; optional image results and favicons Automatic OAuth authentication via Tavily MCP server or API key configuration;...
tavily-best-practices
by tavily-ai
Web search API for LLMs with real-time data access, content extraction, site crawling, and AI-powered research. Five core methods: search() for web results, extract() for URL content, crawl() for site-wide extraction, map() for URL discovery, and research() for end-to-end AI synthesis Supports Python and JavaScript SDKs with async clients for parallel queries and configurable search depth (ultra-fast/fast/basic/advanced) Crawl method accepts semantic instructions to focus extraction on...
tavily-cli
by tavily-ai
Web search, content extraction, site crawling, and deep research via Tavily CLI. Five command modes covering search, extraction, URL discovery, bulk crawling, and multi-source research with citations All commands support JSON output and file saving for structured, agentic workflows Escalation pattern guides you from simple search through extraction, mapping, crawling, to comprehensive research based on your needs Requires tavily-cli installation and API key authentication via tvly login
tavily-crawl
by tavily-ai
Multi-page website crawler with semantic filtering and markdown export. Crawl entire site sections with depth and breadth control; filter by path regex, domain, or natural language instructions to focus results Save each page as local markdown files via --output-dir , or return structured JSON for agentic processing Use semantic instructions with chunk extraction to prevent context bloat when feeding results to LLMs; use full-page extraction for offline documentation downloads Supports...
tavily-dynamic-search
by tavily-ai
Search the web, filter results, and extract content so that raw search data never enters your context window . Only your curated print() output comes back.

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