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Cpg Analysis

ASecurity

This skill should be used when the user asks about "Code Property Graph", "CPG analysis", "Joern queries", "CPGQL", "data flow verification", "taint tracking with Joern", "semantic code analysis", or needs to understand how CPG-based verification works for vulnerability detection.

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  • Added May 26, 2026
developmentjavascripttypescriptpythongojavaphpc++bashnodedatabase

Security analysis

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Scanned May 27, 2026

npx -y skills add allsmog/vuln-scout --skill cpg-analysis --agent claude-code

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SKILL.md
---
name: cpg-analysis
description: This skill should be used when the user asks about "Code Property Graph", "CPG analysis", "Joern queries", "CPGQL", "data flow verification", "taint tracking with Joern", "semantic code analysis", or needs to understand how CPG-based verification works for vulnerability detection.
version: 1.0.0
---

# Code Property Graph (CPG) Analysis

## What is a Code Property Graph?

A Code Property Graph (CPG) is a unified data structure that combines three representations of code:

1. **Abstract Syntax Tree (AST)** - Structural representation
2. **Control Flow Graph (CFG)** - Execution paths
3. **Program Dependence Graph (PDG)** - Data and control dependencies

This combination enables powerful semantic queries that pattern-matching tools cannot achieve.

## When to Use CPG vs Pattern Matching

| Approach | Use When | Example |
|----------|----------|---------|
| **Pattern Matching** (Semgrep) | Known vulnerability patterns, syntax-level issues | Finding dynamic code execution calls |
| **CPG Analysis** (Joern) | Data flow tracking, cross-function analysis | Proving request input reaches database query through 5 functions |

**Rule of thumb**: Use CPG when you need to prove data flows between points, especially across function boundaries.

## Joern Overview

Joern is the primary tool for CPG analysis. It:
- Parses source code into CPG representation
- Provides CPGQL (Scala-based) query language
- Supports JavaScript, TypeScript, Python, Java, C/C++, Go, PHP

### Basic Joern Workflow

```bash
# 1. Parse codebase into CPG
joern-parse /path/to/code --output cpg.bin

# 2. Start Joern REPL or run scripts
joern --script analysis.sc --params cpgFile=cpg.bin

# 3. Or use Joern REPL interactively
joern
> importCpg("cpg.bin")
> cpg.method.name(".*login.*").l
```

## CPGQL Query Language

CPGQL uses Scala syntax with CPG-specific operations.

### Core Concepts

**Nodes**: Represent code elements
- `cpg.method` - All methods/functions
- `cpg.call` - All function calls
- `cpg.parameter` - Function parameters
- `cpg.literal` - Literal values
- `cpg.identifier` - Variable references

**Traversals**: Navigate the graph
- `.name("pattern")` - Filter by name (regex)
- `.code("pattern")` - Filter by code content
- `.argument` - Get call arguments
- `.caller` - Get calling methods
- `.callee` - Get called methods

**Data Flow**: Track how data moves
- `.reachableBy(source)` - Find if source reaches this point
- `.reachableByFlows(source)` - Get full paths

### Common Query Patterns

**Find all calls to a function:**
```scala
cpg.call.name("query").l
```

**Find parameters that reach dangerous sinks:**
```scala
val sources = cpg.parameter.name("req.*|request.*")
val sinks = cpg.call.name("query|execute|run")
sinks.argument.reachableBy(sources).l
```

**Get full data flow paths:**
```scala
val sources = cpg.parameter.name("userInput")
val sinks = cpg.call.name("executeQuery")
sinks.argument.reachableByFlows(sources).p
```

## Confidence Scoring

After CPG verification:

| Verification Result | Confidence | Meaning |
|---------------------|------------|---------|
| Data flow confirmed | HIGH (0.9+) | CPG proves exploitability |
| Partial flow found | MEDIUM (0.6-0.9) | Some path exists, manual review needed |
| No flow found | LOW (0.3-0.6) | May be false positive or complex flow |
| Verification failed | UNKNOWN | Query error, manual analysis required |

## Skill References

- `references/cpgql-patterns.md` - Common vulnerability query patterns
- `references/joern-cheatsheet.md` - Quick Joern/CPGQL reference

## Related Skills

- **data-flow-tracing** - Manual source-to-sink analysis
- **dangerous-functions** - Sink identification by language
- **vuln-patterns** - Pattern-based vulnerability knowledge

Files in this skill

  • SKILL.md3.7 KB
  • references/cpgql-patterns.md4.2 KB
  • references/false-positive-patterns.md7.3 KB
  • references/joern-cheatsheet.md5.3 KB
  • references/joern-setup.md5.2 KB

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