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cpg-analysis

Deep code property graph analysis with Joern CPG (AST+CFG+PDG) and CodeQL for control flow, data flow, taint analysis, and security auditing

Skill by alinaqi

IndexedMIT★ 711
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About

Deep code property graph analysis with Joern CPG (AST+CFG+PDG) and CodeQL for control flow, data flow, taint analysis, and security auditing

Use cases: data, security

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/cpg-analysis

What's inside

Skill name
cpg-analysis
Description
Deep code property graph analysis with Joern CPG (AST+CFG+PDG) and CodeQL for control flow, data flow, taint analysis, and security auditing
License
MIT
Instructions
220 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# CPG Analysis Skill


**Purpose:** Deep code analysis beyond AST. Use Joern for full Code
Property Graph (control flow, data flow, program dependencies) and CodeQL
for interprocedural taint analysis and vulnerability detection.

**These are opt-in tools.** They require Docker/JVM (Joern) or CodeQL CLI.
Use codebase-memory-mcp (Tier 1, always-on) for everyday navigation.
Use these for deep analysis when Tier 1 is not enough.

```
┌────────────────────────────────────────────────────────────────┐
│  CODE PROPERTY GRAPH = AST + CFG + CDG + DDG + PDG             │
│  ─────────────────────────────────────────────────────────────│
│  AST  = Abstract Syntax Tree (structure)                       │
│  CFG  = Control Flow Graph (execution paths)                   │
│  CDG  = Control Dependency Graph (conditional dependencies)    │
│  DDG  = Data Dependency Graph (data flow between statements)   │
│  PDG  = Program Dependency Graph (CDG + DDG combined)          │
│                                                                │
│  Tier 2 (Joern): Full CPG with 40+ query tools                │
│  Tier 3 (CodeQL): Interprocedural taint + security queries     │
└────────────────────────────────────────────────────────────────┘
```

---

## Tier Selection Guide

```
Simple symbol lookup, dependency trace, blast radius?
  → Tier 1: codebase-memory-mcp (always on, sub-ms)

Control flow paths, data flow, dead code, complex refactoring?
  → Tier 2: Joern CPG (on-demand, seconds)

Security audit, taint analysis, vulnerability detection?
  → Tier 3: CodeQL (on-demand, seconds to minutes)

Full security review before release?
  → All three tiers in sequence
```

---

## Tier 2: Joern CPG (CodeBadger MCP)

### When to Use Joern

| Scenario | Why Joern | Tier 1 Can't Do This |
|----------|-----------|---------------------|
| Trace data flow through functions | Full DDG traversal | Tier 1 has no data flow |
| Understanding control flow paths | CFG analysis with branch conditions | Tier 1 has no CFG |
| Finding dead/unreachable code | PDG reachability analysis | Tier 1 only detects unused exports |
| Complex refactoring impact | Cross-function dependency chains | Tier 1 limited to call graph |
| Auditing third-party library usage | Deep call chain traversal | Tier 1 stops at import boundary |
| Understanding exception flow | CFG includes throw/catch paths | Tier 1 ignores exceptions |

### Key MCP Tools (Joern/CodeBadger)

| Tool | Purpose | Example Query |
|------|---------|---------------|
| `generate_cpg` | Build CPG for project | First-time setup or after major changes |
| `get_cpg_status` | Check CPG build status | Verify CPG is ready before querying |
| `run_cpgql_query` | Run arbitrary CPGQL queries | `cpg.method("login").callOut.code.l` |
| `get_cpgql_syntax_help` | Query language reference | When unsure about query syntax |
| `get_cfg` | Control flow graph for a method | Understand execution paths in a function |
| `list_methods` | List all methods in project | Overview of available functions |
| `get_method_source` | Get source code of a method | Read specific function source |
| `list_calls` | List calls from/to a method | Caller/callee analysis |
| `get_call_graph` | Full call graph visualization | Understand call chains |
| `get_type_definition` | Type/class definitions | Understand type hierarchy |

### Supported Languages (Joern)

Java, Scala, C/C++, Python, JavaScript, TypeScript, PHP, Ruby, Go,
Kotlin, Swift, Lua

**Not supported:** Rust (use CodeQL for Rust)

### MCP Configuration (Joern)

```json
{
  "mcpServers": {
    "codebadger": {
      "url": "http://localhost:4242/mcp",
      "type": "http"
    }
  }
}
```

### Prerequisites

- Docker (for Joern backend)
- Python 3.10+ (for MCP server)
- Install: `~/.claude/install-graph-tools.sh --joern`

### Common CPGQL Queries

```scala
// Find all methods that handle user input
cpg.method.where(_.parameter.name(".*input.*|.*request.*")).name.l

// Trace data flow from parameter to return
cpg.method("processPayment").parameter.reachableBy(cpg.method("processPayment").methodReturn).l

// Find methods with high cyclomatic complexity
cpg.method.where(_.controlStructure.size > 10).name.l

// Dead code: methods with no callers
cpg.method.where(_.callIn.size == 0).filter(_.name != "main").name.l

// Exception flow: methods that can throw but callers don't catch
cpg.method.where(_.ast.isThrow.size > 0).callIn.method.filter(_.ast.isTry.size == 0).name.l
```

From alinaqi/maggy, MIT.

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Last commit (this folder)
Apr 7, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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cpg-analysis skill. Agent Mart. https://agentmart.dev/skills/alinaqi-cpg-analysis (last updated 2026-10-24)