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Recommended Workflows

Syed Asif edited this page Aug 29, 2026 · 1 revision

Recommended Workflows

Chaining tools beats a single call. Each recipe below is a concrete sequence; pick the variant that fits your goal.

Deep Research

search_web(query="Latest NVIDIA H200 benchmarks")
  → fetch_page(url="<top result>")
  → retry with search_web(query="...", provider="exa") for JS-heavy pages
  • Start broad with search_web (auto provider tries DDG, falls back to Exa).
  • Use fetch_page to pull full content from the most relevant hits.
  • Exa's semantic ranking surfaces pages DuckDuckGo misses; its JS fallback handles SPAs.

Technical Audit

search_github(query="uv package manager")
  → get_github_issue(url="<top issue/PR URL>")
  • search_github finds relevant issues/PRs across repos.
  • get_github_issue then pulls the full thread, sorted by reactions — highest-signal discussion first.

Bug Fixing

search_web(query="<exact error string>")
  → fetch_page(url="<relevant Stack Overflow / docs result>")
  • Search the literal error first (wrapped in quotes works best).
  • fetch_page the most relevant result to read the fix in context.

Trend Analysis

search_reddit(query="...")
  + search_hackernews(query="...")
  + search_x(query="...")
  • Triangulate sentiment across community (Reddit), developer (HN), and real-time (X) sources.
  • Note: search_x requires auth; the other two are keyless.

Academic Literature Review

search_arxiv(query="au:Goodfellow AND cat:cs.LG")
  → search_wikipedia(query="<concept>") for background
  • Use Lucene prefixes (au:, ti:, cat:, abs:) to target arXiv fields.
  • Fill in encyclopedic background with search_wikipedia.

Professional Discovery

search_linkedin(query="site reliability engineer", content_type="people")
  → search_linkedin(query="machine learning startup", content_type="companies")
  • content_type filters to people / companies / posts / articles / jobs.
  • Keyless via DuckDuckGo site:linkedin.com + Jina Reader enrichment.

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