Gemini Large Context

Gemini CLI Large Context Analysis

Overview

Use Gemini CLI's massive context window (1M tokens) when analysis requires more context than available in current session. Ideal for codebase-wide searches, multi-file comparisons, and pattern discovery across large projects.

When to Use

• Analyzing entire codebases or large directories (100KB+)
• Comparing multiple large files simultaneously
• Understanding project-wide patterns or architecture
• Context window insufficient for current task
• Verifying feature implementations across codebase
• Research that needs to scan many files at once

Quick Reference

# Basic non-interactive analysis
gemini -p "@src/ Summarize architecture"

# Multiple directories
gemini -p "@src/ @tests/ Analyze test coverage"

# All project files
gemini --all-files -p "Project overview"

# Specific model (Pro = 1M context)
gemini -m gemini-2.5-pro -p "@src/ Deep analysis"

File/Directory Inclusion Syntax

# Single file
gemini -p "@src/main.py Explain this file"

# Multiple files
gemini -p "@package.json @src/index.js Analyze dependencies"

# Entire directory (recursive)
gemini -p "@src/ Summarize architecture"

# Multiple directories
gemini -p "@src/ @tests/ Analyze test coverage"

# Current directory
gemini -p "@./ Project overview"

# Alternative: all files flag
gemini --all-files -p "Analyze project structure"

Research Patterns

Architecture Analysis

gemini -p "@src/
Describe:
1. Overall architecture pattern (MVC, Clean, etc.)
2. Key modules and their responsibilities
3. Data flow between components
4. External dependencies and integrations"

Feature Implementation Check

gemini -p "@src/ @lib/
Has [FEATURE] been implemented?
Show:
- Relevant files and functions
- Implementation approach
- Any gaps or incomplete areas"

Pattern Discovery

gemini -p "@src/
Find all instances of [PATTERN]:
- File paths
- Implementation variations
- Consistency assessment"

Security Audit

gemini -p "@src/ @api/
Security review:
- Input validation practices
- Authentication/authorization patterns
- SQL injection protections
- XSS prevention measures"

Test Coverage Analysis

gemini -p "@src/ @tests/
Assess test coverage:
- Which modules have tests?
- Which are missing tests?
- Test quality (unit vs integration)
- Edge cases covered"

Integration with OpenCode Workflow

For Task-Constrained Research

When researching within task boundaries:

# 1. Include bead spec in context
gemini -p "@src/ @.beads/artifacts/bd-xxx/spec.md
Research implementations matching spec constraints"

# 2. Save findings to bead artifacts
# Write to .beads/artifacts/bd-xxx/research.md

Delegating Large Research to Gemini

In AGENTS.md or prompts, instruct agents:

When analysis requires more than 100KB of files:

1. Use Gemini CLI: `gemini -p "@[paths] [question]"`
2. Capture output
3. Synthesize findings in response

Output Options

# Plain text (default)
gemini -p "query"

# JSON for parsing
gemini -p "query" --output-format json

# Streaming for long ops
gemini -p "query" --output-format stream-json

Common Research Queries

• Architecture overview: gemini -p "@src/ Describe architecture"
• Find implementations: gemini -p "@src/ Where is [X] implemented?"
• Pattern audit: gemini -p "@src/ Find all [pattern] usages"
• Dependency analysis: gemini -p "@package.json @src/ Analyze dependency usage"
• Code quality: gemini -p "@src/ Identify code smells"
• Migration planning: gemini -p "@src/ Plan migration from [A] to [B]"

Configuration

Authentication

# Google login (free tier: 60 req/min, 1000/day)
gemini  # Follow OAuth flow

# Or API key
export GEMINI_API_KEY="your-key"

Model Selection

For most analysis tasks, gemini-2.5-pro is the best choice—it has a 1M token context window and handles code, text, and image analysis exceptionally well. This is the default model.

Use gemini-2.5-flash when you need faster responses and don't need the full context window.

Important: If you're analyzing images or screenshots, use gemini-2.5-pro. Image generation models like imagen-3.0-generate-002 are for creating new images, not understanding existing ones.

# Gemini 2.5 Pro (1M context) - default, best for analysis
gemini -p "query"

# Gemini Flash (faster, smaller context)
gemini -m gemini-2.5-flash -p "query"

Best Practices

1. Scope appropriately - Include only relevant directories
2. Be specific - Ask focused questions, not vague queries
3. Use for read-only analysis - Don't ask Gemini to modify files in non-interactive mode
4. Capture output - Redirect to file for long analyses: gemini -p "..." > analysis.md
5. Combine with local tools - Use Gemini for research, local tools for implementation

Limitations

• Non-interactive mode: no tool approvals (file writes, shell commands)
• @file syntax: best in interactive mode
• Network dependency: requires internet connection
• Rate limits: 60 req/min free tier