research
Deep research via Gemini CLI — runs in background sub-agent so you don't burn your Claude tokens.
- License 许可
- MIT
- 最近更新
- 2026-04-05
- Stars
- ★ 7
- Forks
- 1
01 前言 Front Matter
- name
- research
- homepage
- https://github.com/google/gemini-cli
- metadata
- { "clawdbot": { "emoji": "?", "requires": { "bins": [ "gemini" ] } } }
- description
- Deep research via Gemini CLI — runs in background sub-agent so you don't burn your Claude tokens.
02 资源文件 1
- 参考文档_meta.json444 B
03 SKILL.md 正文
Research Skill
Conduct deep research on any topic using Gemini CLI via a spawned sub-agent. Uses your Google AI subscription instead of Claude tokens — perfect for long research tasks that would otherwise eat your Clawdbot usage.
How It Works
When user says "Research: [topic]" or asks for deep research:
Step 1: Clarifying Questions (Always)
Before running any research, ask 2-3 quick questions to focus the work:
Start with the goal:
"Before I dive in - what's your goal here? Are you learning about this topic, making a decision, writing something, or just curious?"
Then adapt based on their answer:
If learning/curious:
- "Any specific aspect you're most interested in?"
- "How technical should I go? (High-level overview vs deep technical detail)"
If decision-making:
- "What decision are you trying to make?"
- "Any specific criteria or constraints I should focus on?"
If writing/creating:
- "What's the output? (Blog post, report, presentation?)"
- "Who's the audience?"
Keep it natural — 2-3 questions max. Don't interrogate.
Step 2: Spawn Research Agent
Once you have context, use sessions_spawn to run the research:
sessions_spawn(
task: "Research: [FULL TOPIC WITH CONTEXT]
Use Gemini CLI to research this topic. Run:
gemini --yolo \"[RESEARCH PROMPT]\"
The research prompt should ask Gemini to cover:
1. Overview & Core Concepts - what is this, terminology, why it matters
2. Current State - latest developments, major players
3. Technical Deep Dive - how it works, mechanisms, key techniques
4. Practical Applications - real-world use cases, tools available
5. Challenges & Open Problems - technical, ethical, barriers
6. Future Outlook - trends, predictions, emerging areas
7. Resources - key papers, researchers, communities, courses
Save the output to: ~/clawd/research/[slug]/research.md
Be thorough (aim for 500+ lines). Include specific examples and citations.
IMPORTANT - When research is complete:
1. Send a wake event to notify the main agent immediately:
cron(action: 'wake', text: '? Research complete: [TOPIC]. Key findings: [2-3 bullet points]. Full report: ~/clawd/research/[slug]/research.md', mode: 'now')
2. When asked to produce an announce message, reply exactly: ANNOUNCE_SKIP",
label: "research-[slug]"
)
Important: Include all context from your conversation in the task so the sub-agent understands the full picture.
Step 3: When You Receive Wake Event
You'll receive a wake with the research summary. Then:
- Share the findings with the user
- Offer to read the full report or dive deeper on sections
Output Location
Research saved to:
~/clawd/research/<slug>/research.md
Tips
- Research typically takes 3-8 minutes depending on complexity
- Gemini CLI uses your Google AI subscription quota
- The
--yoloflag auto-approves file operations (non-interactive) - Check
~/clawd/research/for all past research - Always include conversation context in the spawn task for better results
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