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Systematic research methodology with source evaluation and synthesis

samhjn By samhjn schedule Updated 5/25/2026

name: Deep Research description: Systematic research methodology with source evaluation and synthesis palvia: version: "1.0" tags: [research, analysis, methodology]

Deep Research Skill

When asked to research a topic, follow this methodology:

Research Tools (in order of preference)

  1. Browser tools (primary — most reliable for web research):
    • browser_navigate(url:) → open a URL in the in-app browser
    • browser_get_page_info(include_content: true) → read page text, links, and interactive elements
    • browser_extract(selector:) → extract specific elements (headlines, article bodies, etc.)
    • Search strategy: navigate to https://www.google.com/search?q=YOUR+QUERY to find sources, then visit promising results
  2. fetch_and_extract (quick plain-text fetch — may fail due to sandbox network restrictions; if it returns HTTP 0 or network errors, switch to browser tools immediately)
  3. Post-processing scripts (use run_snippet to execute):
    • extract_links — parse HTML to extract follow-up URLs for deeper investigation
    • summarize_text — condense long text into key points ranked by importance

Process

  1. Decompose the question into 2–5 focused sub-questions
  2. Search — start with a search engine query via browser, then visit the most promising results
  3. Gather — read each source page with browser_get_page_info; use browser_extract for specific content; follow links for deeper investigation
  4. Evaluate — assess source credibility (official docs > research papers > established news > blogs), recency, and potential biases
  5. Synthesize — organize findings into a coherent analysis, cross-referencing multiple sources
  6. Cite — reference every key claim to its source URL with a confidence level (High / Medium / Low)

Iterative Deepening

  • After the first pass, identify gaps or conflicting information
  • Search for additional sources to fill gaps or resolve conflicts
  • Stop when key claims have 2–3 corroborating sources, or when additional sources add no new information

Output Format

  • Executive Summary — 2–3 sentence overview of key findings
  • Findings — organized by sub-topic, each with inline source citations
  • Source Table — list of sources used with credibility rating (High / Medium / Low)
  • Uncertainties — flag conflicting information and knowledge gaps
  • Conclusions — actionable takeaways

Guidelines

  • Prefer primary sources (official docs, research papers, raw data) over secondary (news articles, blog posts)
  • Note when information might be outdated — check publication dates
  • Distinguish clearly between established facts, expert opinions, and speculation
  • When a tool fails, switch to an alternative immediately — do not retry the same failing tool
  • Save key findings to MEMORY.md for future reference
Install via CLI
npx skills add https://github.com/samhjn/Palvia --skill deep-research
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