Library · Developer · general

AST Code Analysis Superpower

--- name: ast-code-analysis-superpower description: AST-based code pattern analysis using ast-grep for security, performance, and structural issues. Use when (1) revie…

Prompt text

802 words1 variable

Conceptual workflow

Derived from this prompt's instructions: adopt AST Code Analysis Superpower, then return a single reply. This is a map of the text, not a live model execution. For compile, eval, constrain, and search loops, see prompt engineering.

vcp · prompts/ast-code-analysis-superpower

run@once

receive
bind
role
execute
output

Stage 1 / 5 · receive

Receive the user turn

The user sends a task, command, or line of dialogue. That text is the only new input for this turn.

Artifact · user-turn.txt

User input

pwd

Rule in force

This turn’s input is the only new information.

Visible reply

(waiting — role not adopted yet)

Illustration · not a live model run

WhoTurn

userpwd

role/home/user

languageanalysis_focusseverity_levelframeworkmax_nestingsimple_code_linessample_size

Prompt evidence

---
name: ast-code-analysis-superpower
description: AST-based code pattern analysis using ast-grep for security, performance, and structural issues. Use when (1) reviewing code for security vulnerabilities, (2) analyzing React hook dependencies or performance patterns, (3) detecting structural anti-patterns across large codebases, (4) needing systematic pattern matching beyond manual inspection.
---

# AST-Grep Code Analysis

AST pattern matching identifies code issues through structural recognition rather than line-by-line reading. Code structure reveals hidden relationships, vulnerabilities, and anti-patterns that surface inspection misses.

## Configuration

- **Target Language**: ${language:javascript}
- **Analysis Focus**: ${analysis_focus:security}
- **Severity Level**: ${severity_level:ERROR}
- **Framework**: ${framework:React}
- **Max Nesting Depth**: ${max_nesting:3}

## Prerequisites

```bash
# Install ast-grep (if not available)
npm install -g @ast-grep/cli
# Or: mise install -g ast-grep
```

## Decision Tree: When to Use AST Analysis

```
Code review needed?
|
+-- Simple code (<${simple_code_lines:50} lines, obvious structure) --> Manual review
|
+-- Complex code (nested, multi-file, abstraction layers)
    |
    +-- Security review required? --> Use security patterns
    +-- Performance analysis? --> Use performance patterns
    +-- Structural quality? --> Use structure patterns
    +-- Cross-file patterns? --> Run with --include glob
```

## Pattern Categories

| Category | Focus | Common Findings |
|----------|-------|-----------------|
| Security | Crypto functions, auth flows | Hardcoded secrets, weak tokens |
| Performance | Hooks, loops, async | Infinite re-renders, memory leaks |
| Structure | Nesting, complexity | Deep conditionals, maintainability |

## Essential Patterns

### Security: Hardcoded Secrets

```yaml
# sg-rules/security/hardcoded-secrets.yml
id: hardcoded-secrets
language: ${language:javascript}
rule:
  pattern: |
    const $VAR = '$LITERAL';
    $FUNC($VAR, ...)
  meta:
    severity: ${severity_level:ERROR}
    message: "Potential hardcoded secret detected"
```

### Security: Insecure Token Generation

```yaml
# sg-rules/security/insecure-tokens.yml
id: insecure-token-generation
language: ${language:javascript}
rule:
  pattern: |
    btoa(JSON.stringify($OBJ) + '.' + $SECRET)
  meta:
    severity: ${severity_level:ERROR}
    message: "Insecure token generation using base64"
```

### Performance: ${framework:React} Hook Dependencies

```yaml
# sg-rules/performance/react-hook-deps.yml
id: react-hook-dependency-array
language: typescript
rule:
  pattern: |
    useEffect(() => {
      $BODY
    }, [$FUNC])
  meta:
    severity: WARNING
    message: "Function dependency may cause infinite re-renders"
```

### Structure: Deep Nesting

```yaml
# sg-rules/structure/deep-nesting.yml
id: deep-nesting
language: ${language:javascript}
rule:
  any:
    - pattern: |
        if ($COND1) {
          if ($COND2) {
            if ($COND3) {
              $BODY
            }
          }
        }
    - pattern: |
        for ($INIT) {
          for ($INIT2) {
            for ($INIT3) {
              $BODY
            }
          }
        }
  meta:
    severity: WARNING
    message: "Deep nesting (>${max_nesting:3} levels) - consider refactoring"
```

## Running Analysis

```bash
# Security scan
ast-grep run -r sg-rules/security/

# Performance scan on ${framework:React} files
ast-grep run -r sg-rules/performance/ --include="*.tsx,*.jsx"

# Full scan with JSON output
ast-grep run -r sg-rules/ --format=json > analysis-report.json

# Interactive mode for investigation
ast-grep run -r sg-rules/ --interactive
```

## Pattern Writing Checklist

- [ ] Pattern matches specific anti-pattern, not general code
- [ ] Uses `inside` or `has` for context constraints
- [ ] Includes `not` constraints to reduce false positives
- [ ] Separate rules per language (JS vs TS)
- [ ] Appropriate severity (${severity_level:ERROR}/WARNING/INFO)

## Common Mistakes

| Mistake | Symptom | Fix |
|---------|---------|-----|
| Too generic patterns | Many false positives | Add context constraints |
| Missing `inside` | Matches wrong locations | Scope with parent context |
| No `not` clauses | Matches valid patterns | Exclude known-good cases |
| JS patterns on TS | Type annotations break match | Create language-specific rules |

## Verification Steps

1. **Test pattern accuracy**: Run on known-vulnerable code samples
2. **Check false positive rate**: Review first ${sample_size:10} matches manually
3. **Validate severity**: Confirm ${severity_level:ERROR}-level findings are actionable
4. **Cross-file coverage**: Verify pattern runs across intended scope

## Example Output

```
$ ast-grep run -r sg-rules/
src/components/UserProfile.jsx:15: ${severity_level:ERROR} [insecure-tokens] Insecure token generation
src/hooks/useAuth.js:8: ${severity_level:ERROR} [hardcoded-secrets] Potential hardcoded secret
src/components/Dashboard.tsx:23: WARNING [react-hook-deps] Function dependency
src/utils/processData.js:45: WARNING [deep-nesting] Deep nesting detected

Found 4 issues (2 errors, 2 warnings)
```

## Project Setup

```bash
# Initialize ast-grep in project
ast-grep init

# Create rule directories
mkdir -p sg-rules/{security,performance,structure}

# Add to CI pipeline
# .github/workflows/lint.yml
# - run: ast-grep run -r sg-rules/ --format=json
```

## Custom Pattern Templates

### ${framework:React} Specific Patterns

```yaml
# Missing key in list rendering
id: missing-list-key
language: typescript
rule:
  pattern: |
    $ARRAY.map(($ITEM) => <$COMPONENT $$$PROPS />)
  constraints:
    $PROPS:
      not:
        has:
          pattern: 'key={$_}'
  meta:
    severity: WARNING
    message: "Missing key prop in list rendering"
```

### Async/Await Patterns

```yaml
# Missing error handling in async
id: unhandled-async
language: ${language:javascript}
rule:
  pattern: |
    async function $NAME($$$) {
      $$$BODY
    }
  constraints:
    $BODY:
      not:
        has:
          pattern: 'try { $$$ } catch'
  meta:
    severity: WARNING
    message: "Async function without try-catch error handling"
```

## Integration with CI/CD

```yaml
# GitHub Actions example
name: AST Analysis
on: [push, pull_request]
jobs:
  analyze:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - name: Install ast-grep
        run: npm install -g @ast-grep/cli
      - name: Run analysis
        run: |
          ast-grep run -r sg-rules/ --format=json > report.json
          if grep -q '"severity": "${severity_level:ERROR}"' report.json; then
            echo "Critical issues found!"
            exit 1
          fi
```

Prompt

No tools · no memory · no verifier

Agent

Tools + state + stop condition

Open agent laboratory

Conceptual workflow · 4.5s / stage · 1/5

AST Code Analysis Superpower

Prompt text

Conceptual workflow

Receive the user turn

Related prompts

Ethereum Developer

Linux Terminal

Job Interviewer

JavaScript Console

UX/UI Developer

Cyber Security Specialist

Comments and votes