gemini-system
// PROACTIVELY consult Gemini CLI for research, large codebase comprehension, and multimodal data processing. Gemini excels at: massive context windows (1M tokens), Google Search grounding, video/audio/PDF analysis, and repository-wide understanding. Use for pre-implementation research, documentation a
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SKILL.md Frontmatter
namegemini-system
descriptionPROACTIVELY consult Gemini CLI for research, large codebase comprehension,
and multimodal data processing. Gemini excels at: massive context windows (1M tokens),
Google Search grounding, video/audio/PDF analysis, and repository-wide understanding.
Use for pre-implementation research, documentation analysis, and multimodal tasks.
Explicit triggers: "research", "investigate", "analyze video/audio/PDF", "understand codebase".
metadata[object Object]
Gemini System — Research & Multimodal Specialist
Gemini CLI (latest: Gemini 3 Pro/Flash, stable: Gemini 2.5 series) is your research specialist with 1M token context
Detailed rules:
.claude/rules/gemini-delegation.md
Context Management (CRITICAL)
Prefer Subagent Pattern
| Situation | Method |
|---|---|
| Codebase analysis | Via subagent (recommended) |
| Library research | Via subagent (recommended) |
| Multimodal | Via subagent (recommended) |
| Short questions (1-2 sentence answers) | Direct call OK |
Gemini vs Codex
| Task | Gemini | Codex |
|---|---|---|
| Repository-wide understanding | ✓ | |
| Library research | ✓ | |
| Multimodal (PDF/video/audio) | ✓ | |
| Latest documentation search | ✓ | |
| Design decisions | ✓ | |
| Debugging | ✓ | |
| Code implementation | ✓ |
When to Consult (MUST)
| Situation | Trigger Examples |
|---|---|
| Research | "Research" "Investigate" |
| Library docs | "Library" "Docs" "Documentation" |
| Codebase analysis | "Entire codebase" "Codebase" |
| Multimodal | "PDF" "Video" "Audio" |
When NOT to Consult
- Design decisions (use Codex)
- Debugging (use Codex)
- Code implementation (use Codex)
- Simple file operations (do directly)
How to Consult
Recommended: Subagent Pattern
Use Task tool with subagent_type='general-purpose' to preserve main context
Task tool parameters:
- subagent_type: "general-purpose"
- run_in_background: true (optional, for parallel work)
- prompt: |
Research: {topic}
gemini -p "{research question}" 2>/dev/null
Save full output to: .claude/docs/research/{topic}.md
Return CONCISE summary (5-7 bullet points).
Direct Call (Short Questions Only)
For quick questions expecting brief answers:
gemini -p "Brief question" 2>/dev/null
CLI Options Reference
# Codebase analysis
gemini -p "{question}" --include-directories . 2>/dev/null
# Multimodal (PDF/video/audio)
gemini -p "{prompt}" < /path/to/file.pdf 2>/dev/null
# JSON output
gemini -p "{question}" --output-format json 2>/dev/null
Workflow (Subagent)
- Spawn subagent with Gemini research prompt
- Continue your work → Subagent runs in parallel
- Receive summary → Subagent returns key findings
- Full output saved →
.claude/docs/research/{topic}.md
Language Protocol
- Ask Gemini in English
- Receive response in English
- Synthesize and apply findings
- Report to user in their preferred language
Output Location
Save Gemini research results to:
.claude/docs/research/{topic}.md
This allows Claude and Codex to reference the research later.
Task Templates
Pre-Implementation Research
gemini -p "Research best practices for {feature} in Python 2025.
Include:
- Common patterns and anti-patterns
- Library recommendations (with comparison)
- Performance considerations
- Security concerns
- Code examples" 2>/dev/null
Repository Analysis
gemini -p "Analyze this repository:
1. Architecture overview
2. Key modules and responsibilities
3. Data flow between components
4. Entry points and extension points
5. Existing patterns to follow" --include-directories . 2>/dev/null
Library Research
See: references/lib-research-task.md
Multimodal Analysis
# Video
gemini -p "Analyze video: main concepts, key points, timestamps" < tutorial.mp4 2>/dev/null
# PDF
gemini -p "Extract: API specs, examples, constraints" < api-docs.pdf 2>/dev/null
# Audio
gemini -p "Transcribe and summarize: decisions, action items" < meeting.mp3 2>/dev/null
Integration with Codex
| Workflow | Steps |
|---|---|
| New feature | Gemini research → Codex design review |
| Library choice | Gemini comparison → Codex decision |
| Bug investigation | Gemini codebase search → Codex debug |
Why Gemini?
- 1M token context: Entire repositories at once
- Google Search: Latest information and docs
- Multimodal: Native PDF/video/audio processing
- Fast exploration: Quick overview before deep work
- Shared context: Results saved for Claude/Codex