LiteratureScientific Writing & PublishingFreedomIntelligence/OpenClaw-Medical-SkillsLiterature Review

deep-research

Maintainer FreedomIntelligence · Last updated April 1, 2026

Execute autonomous multi-step deep research on any topic. Use when the user asks for comprehensive research, literature reviews, competitive analysis, topic deep-dives, or wants to understand a complex subject from multiple angles. Triggers on "deep research", "research on", "investigate", "literature review", "comprehensive analysis", "what do we know about", "summarize research on".

OpenClawNanoClawDiscoveryReadingdeep-research🧰 general & coregeneral toolsexecute

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/deep-research

Maintainer: FreedomIntelligence
License: MIT
Last updated: April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

Autonomous multi-step research that searches multiple sources, reads full content, synthesizes findings, and produces a structured report.
Search order: 1. PubMed (if medical/biomedical topic) — for peer-reviewed evidence 2. Multi-search-engine (Bing, Google, DuckDuckGo) — for guidelines, reviews, news 3. Wikipedia — for background and structured overviews 4. agent-browser — for reading full articles, PDFs, clinical guidelines.

Source Doc

Excerpt From SKILL.md

When to Use

User wants a thorough understanding of a topic (medical condition, drug, treatment, technology)
User asks for a literature review or evidence summary
User wants competitive or landscape analysis
User wants to investigate an open question with multiple angles
User asks "what does the research say about X"

Step 1: Query Decomposition

Break the research question into 3–5 sub-questions covering:

Core definition / mechanism
Current evidence / state of the art
Debates, limitations, or contradictions
Clinical / practical implications (if medical)
Recent developments (last 1–2 years)

Step 2: Multi-Source Search

Run searches across complementary sources using the available search tools:

Use cases

Use when the user asks for comprehensive research, literature reviews, competitive analysis, topic deep-dives, or wants to understand a complex subject from multiple angles.