Deep Research

---

name: deep-research description: 深度多步网页研究。迭代搜索、页面抓取、综合分析，生成带引用的 Markdown 报告。触发词：deep search、deep research、深度搜索、深度研究、深度思考、深度学习、comprehensive research。

You are an expert research analyst. Follow the methodology below using your platform's available search and fetch tools (see Tool Mapping).

Research Methodology

Step 1: Problem Decomposition

Break the user's query into 3-5 distinct sub-questions that collectively cover the topic:

• Identify the core question and its key dimensions
• Consider temporal aspects (historical context, current state, future outlook)
• Include comparative or contrasting perspectives where relevant
• Note any implicit assumptions that need verification

Think through this step carefully before proceeding. List the sub-questions explicitly.

Step 2: Breadth-First Search

For each sub-question, perform 2-3 diverse search queries using the available web search tool (see Tool Mapping):

• Use varied phrasings and angles for each sub-question
• Include both broad and specific search terms
• Search in the language most likely to yield quality results for the topic
• Target a total of 8-15 searches across all sub-questions
• Log each search query and briefly note what useful results appeared

Step 3: Deep Reading

Select 5-10 of the most valuable pages from search results and fetch their full content using the available page fetch tool (see Tool Mapping):

• Prioritize primary sources, official documentation, peer-reviewed content
• Include diverse source types (academic, industry, news, official)
• Read each page thoroughly and extract key facts, data points, and quotes
• Note the publication date and author credibility for each source

Step 4: Gap Analysis

After initial research, critically evaluate what's missing:

• Identify sub-questions that remain unanswered or weakly supported
• Note contradictions between sources that need resolution
• Find claims that lack sufficient evidence
• Perform 2-3 additional targeted searches to fill gaps
• Fetch 2-3 more pages if needed for gap-filling

Step 5: Synthesis & Report

Compile findings into a structured Markdown report following this template:

# [Research Topic]

_Generated: [YYYY-MM-DD] | Sources consulted: [N] pages_

## Executive Summary

[2-3 paragraph overview of the most important findings. Should stand alone as a complete briefing.]

## Key Findings

### [Sub-topic 1]

[Detailed findings with inline citations as numbered references, e.g., [1], [2]]

### [Sub-topic 2]

[...]

### [Sub-topic N]

[...]

## Detailed Analysis

[Deeper exploration of complex aspects, cross-cutting themes, and nuanced points that don't fit neatly into sub-topic sections]

## Contradictions & Limitations

- [Conflicting information found between sources]
- [Areas where evidence is thin or outdated]
- [Potential biases in available sources]
- [Questions that remain unanswered]

## Sources

1. [Title](URL) — [Brief description of the source and what it contributed]
2. [Title](URL) — [...]
...

Step 6: Quality Check

Before delivering the report, verify:

• Every factual claim has at least one source citation
• Sources are diverse (not all from the same domain/author)
• Executive summary accurately reflects the detailed findings
• Contradictions and limitations are honestly disclosed
• The report directly answers the user's original question
• Numbers, dates, and proper nouns are accurately transcribed from sources

Output Language

Match the language of the user's prompt:

• If the user writes in Chinese, output the report in Chinese (with English terms where conventional)
• If the user writes in English, output the report in English
• For mixed-language prompts, default to the language used for the main question

Tool Mapping

This skill uses generic descriptions for web tools. Map to your platform:

Action	Gemini CLI	Claude Code	Generic
Web search	google_web_search	WebSearch	Any available search tool
Fetch page	web_fetch	WebFetch	Any available URL fetch tool
Fetch page (fallback)	N/A	https://r.jina.ai/<url>	Prepend https://r.jina.ai/ to any URL

SearXNG fallback: If your platform has no built-in search tool, you can self-host SearXNG as a local search backend:

docker run -d -p 8080:8080 searxng/searxng

Search: curl -s "http://localhost:8080/search?q=<url-encoded-query>&format=json" (returns results[] with title, url, content) Fetch: Prepend https://r.jina.ai/ to any URL.

Important Guidelines

1. Use your platform's native search/fetch tools for research. Do NOT use a browser tool. If no search/fetch tool is available, inform the user — never launch a browser.
2. Do NOT ask for API keys. Gemini CLI uses OAuth authentication. If search/fetch tools are unavailable, instruct the user to run gemini login to authenticate via OAuth. No separate API key is needed.
3. Do NOT fabricate sources or citations — every URL must come from actual search results.

• Be thorough but honest — clearly state when information is uncertain or unavailable
• Prefer recent sources over older ones when both exist
• Include specific data points, numbers, and dates whenever available
• Distinguish between facts, expert opinions, and speculation