Back to skills
SKILL.md
Iterative Code Exploration
ASecurityProgressive context retrieval pattern for understanding unfamiliar codebases through iterative refinement
- 11 stars
- 0 votes
- 0 copies
- 2 views
- Added September 10, 2026
Security analysis
100/100Pro scans all 2 files and shows the line behind each finding
npx -y skills add luokai0/ai-agent-skills-by-luo-kai --skill iterative-code-exploration --agent claude-codeAre you the author of Iterative Code Exploration?
Add the live security badge to your README. It updates with every re-scan.
[](https://www.skillsdirectory.com/skills/luokai0-iterative-code-exploration)---
name: iterative-code-exploration
description: Progressive context retrieval pattern for understanding unfamiliar codebases through iterative refinement
license: MIT
metadata:
source: affaan-m/everything-claude-code
adapted-by: ai-skills
category: code-exploration
governance_phases: [frame]
organ_affinity: [all]
triggers: [user-asks-about-codebase, context:onboarding, context:unfamiliar-code]
---
# Iterative Code Exploration
A systematic pattern for progressively exploring and understanding unfamiliar codebases through iterative context refinement.
## The Problem
When working with new codebases, you often don't know:
- Which files contain relevant code
- What patterns and conventions exist
- What terminology the project uses
- How components interact
Standard approaches fail:
- **Read everything**: Time-consuming and overwhelming
- **Guess locations**: Often misses critical context
- **Ask broad questions**: Returns too much irrelevant information
## The Solution: 4-Phase Iterative Loop
```
┌─────────────────────────────────────────────┐
│ │
│ ┌──────────┐ ┌──────────┐ │
│ │ DISCOVER │─────▶│ EVALUATE │ │
│ └──────────┘ └──────────┘ │
│ ▲ │ │
│ │ ▼ │
│ ┌──────────┐ ┌──────────┐ │
│ │ LOOP │◀─────│ REFINE │ │
│ └──────────┘ └──────────┘ │
│ │
│ Max 3-4 cycles, then synthesize │
└─────────────────────────────────────────────┘
```
### Phase 1: DISCOVER
Start with broad exploration:
```bash
# Find entry points
find . -name "main.*" -o -name "index.*" -o -name "app.*" | head -20
# Discover project structure
tree -L 3 -I 'node_modules|dist|build'
# Find configuration
find . -name "*.config.*" -o -name "package.json" -o -name "*.toml"
# Identify key patterns
grep -r "export class" --include="*.ts" src/ | head -20
grep -r "def " --include="*.py" . | head -20
```
Document initial findings:
- Project type (web app, library, service, etc.)
- Tech stack (languages, frameworks)
- Architecture hints (monorepo, microservices, etc.)
### Phase 2: EVALUATE
Assess discovered files for relevance:
```bash
# Read high-value files
cat README.md
cat ARCHITECTURE.md 2>/dev/null
cat docs/overview.md 2>/dev/null
# Check package manifests
cat package.json | jq '.dependencies, .scripts'
cat Cargo.toml 2>/dev/null
cat requirements.txt 2>/dev/null
```
**Scoring Criteria:**
- **Critical (★★★)**: Entry points, core logic, main configs
- **Important (★★)**: Utilities, shared components, types
- **Supporting (★)**: Tests, docs, examples
- **Noise (-)**: Generated files, vendored code
### Phase 3: REFINE
Focus on specific areas identified as relevant:
```bash
# Dive into specific modules
ls -la src/core/
cat src/core/index.ts
# Trace dependencies
grep -r "import.*from.*core" --include="*.ts" src/ | head -20
# Find related patterns
grep -A 5 -B 5 "class UserService" src/**/*.ts
# Check tests for usage examples
find . -name "*.test.*" -o -name "*.spec.*" | head -10
```
Build mental model:
- How components connect
- What patterns are used consistently
- Where similar functionality lives
### Phase 4: LOOP
Decision point - do you need more context?
**Continue if:**
- Key functionality still unclear
- Dependencies not fully traced
- Patterns inconsistent or confusing
**Stop if:**
- Core logic understood
- Can explain main flows
- Ready to make changes confidently
## Practical Workflow
### For Feature Implementation
1. **Discover**: Find similar existing features
```bash
grep -r "feature-name" src/
find . -name "*feature*"
```
2. **Evaluate**: Review implementation patterns
```bash
cat src/features/similar-feature/index.ts
```
3. **Refine**: Check tests and edge cases
```bash
cat src/features/similar-feature/*.test.ts
```
4. **Loop**: Trace dependencies until clear
### For Bug Fixing
1. **Discover**: Locate error origin
```bash
grep -r "error message" src/
git log -S "error message"
```
2. **Evaluate**: Understand surrounding context
```bash
cat path/to/file.ts | grep -A 20 -B 20 "error location"
```
3. **Refine**: Check call sites and callers
```bash
grep -r "functionName" --include="*.ts" src/
```
4. **Loop**: Expand context as needed
### For Refactoring
1. **Discover**: Map current structure
```bash
find src/ -name "*.ts" | xargs wc -l | sort -n
grep -r "class\|interface" --include="*.ts" src/ | wc -l
```
2. **Evaluate**: Identify coupling points
```bash
grep -r "import.*from.*module" src/ | cut -d: -f2 | sort | uniq -c | sort -rn
```
3. **Refine**: Find all usages
```bash
grep -r "ComponentName" --include="*.ts" src/
```
4. **Loop**: Ensure all references found
## Output Template
After each loop iteration, document:
```markdown
## Iteration N
**Query**: What I was looking for
**Found**: X files, Y patterns, Z components
**Relevance**: High/Medium/Low with reasons
**Gaps**: What's still unclear
**Next**: What to explore in next iteration
**Key Files**:
- path/to/file.ts - Core implementation (★★★)
- path/to/other.ts - Supporting utility (★★)
**Mental Model Update**:
- New understanding of X
- Connection between Y and Z
- Pattern: Description
```
## Integration Points
Complements:
- **knowledge-architecture**: For documenting discoveries
- **second-brain-librarian**: For saving exploration notes
- **project-orchestration**: For planning exploration strategy
- **testing-patterns**: For learning through tests
## Tips
- Start wide, then narrow focus
- Document assumptions to validate
- Use tests as documentation
- Follow imports/exports
- Check git history for context
- Look for comments explaining "why"
Files in this skill
- SKILL.md
- references/exploration-strategies.md
Attribution
Comments
Loading comments…
Newsletter
Get the weekly list of safe new skills, and the ones we pulled.