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Reachability-aware dependency vulnerability scanner for Python

Project description

ReachGuard ๐Ÿ›ก๏ธ

Reachability-Aware Dependency Vulnerability Scanner for Python

Python 3.10+ License: MIT OSV.dev PyCG Powered


๐ŸŽฏ The Problem

Traditional dependency security tools (Dependabot, Snyk, Safety) flag hundreds of vulnerabilities simply because a package version is listed in requirements.txt. However, in real-world applications:

  • >80% of flagged CVEs are completely unreachable because your application never imports or calls the vulnerable functions.
  • Developers suffer from severe alert fatigue, leading to critical vulnerabilities being ignored amidst the noise.
  • Enterprise reachability tools are expensive, proprietary, and require sending private code to external cloud SaaS platforms.

โœจ The Solution

ReachGuard is an open-source, local-first, zero-cost vulnerability scanner that performs static call-graph reachability analysis. It traces your application's execution path from entry points down to external dependency calls to verify whether a vulnerable function can actually be reached at runtime.

[ Entry Points ] ---> [ AST Walk ] ---> [ PyCG Call Graph ]
                                               โ”‚
                                               โ–ผ
[ OSV Advisory ] ---> [ Target Mine ] ---> [ BFS Reachability Check ]
                                               โ”‚
                                               โ–ผ
                                  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
                                  โ”‚   REACHABLE   (Action!)  โ”‚
                                  โ”‚   UNKNOWN     (Review)   โ”‚
                                  โ”‚   UNREACHABLE (Ignore)   โ”‚
                                  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐Ÿš€ Key Features

  • ๐ŸŽฏ Smart Reachability Ranking: Classifies findings into:
    • REACHABLE ๐Ÿ”ด: Vulnerable function is reachable from application entry points (High Priority).
    • UNKNOWN ๐ŸŸก: Package is imported but function-level advisory details are sparse (Manual Review).
    • UNREACHABLE ๐ŸŸข: Package contains a CVE, but the vulnerable code path is never called (Safe to Deprioritize).
  • โšก Zero-Cost & Local-First: Built entirely on free, open tools โ€” OSV.dev API (no API key needed) and PyCG (static analysis).
  • ๐Ÿ“ฆ Multi-Format Dependency Support: Auto-detects requirements.txt, pyproject.toml (PEP 621 & Poetry), and Pipfile.lock.
  • ๐Ÿ” AST Entry Point Detector: Automatically identifies if __name__ == '__main__' blocks and web route handlers (@app.route, @app.get, @router.post for Flask, FastAPI, Starlette).
  • ๐Ÿงน Noise & Stdlib Filter: Eliminates false positives by filtering standard library method references (str.format) and template filter names (xmlattr).
  • ๐Ÿ“Š CI/CD Integrated: Rich terminal formatting with severity levels (CRITICAL, HIGH, MEDIUM, LOW), --output-json exports, and --fail-on-reachable exit gates for build pipelines.

โš™๏ธ Installation

  1. Clone the repository:

    git clone https://github.com/chaitanyabhujbal912006-afk/reachguard.git
    cd reachguard
    
  2. Set up virtual environment & dependencies:

    python -m venv venv
    # Windows:
    venv\Scripts\activate
    # Linux/macOS:
    source venv/bin/activate
    
    pip install -r requirements.txt
    

(Requirements include typer, rich, requests, and pycg)


๐Ÿ’ป Quick Start & Usage

1. Basic Scan (Auto-build Call Graph)

Provide your dependency file and source code directory. ReachGuard will automatically detect entry points and generate the call graph:

python main.py requirements.txt --src ./src

2. Scan using Pre-Built Call Graph

If you already generated a PyCG call graph JSON file:

python main.py requirements.txt --src ./src --call-graph callgraph.json

3. CI/CD Quality Gate Pipeline

Export findings to JSON and break the build if any REACHABLE vulnerabilities exist:

python main.py requirements.txt --src ./src --output-json report.json --fail-on-reachable

๐Ÿ“‹ CLI Reference

Usage: main.py [OPTIONS] REQUIREMENTS_PATH

Arguments:
  REQUIREMENTS_PATH  Path to requirements.txt, pyproject.toml, or Pipfile.lock  [required]

Options:
  -s, --src TEXT          Path to Python source directory for auto call-graph & entry points.
  -g, --call-graph TEXT   Path to pre-built PyCG call graph JSON file.
  -o, --output-json TEXT  File path to export scan findings as structured JSON.
  --fail-on-reachable     Exit with non-zero status (1) if reachable CVEs are detected.
  --help                  Show this message and exit.

๐Ÿ“Š Sample Terminal Output

ReachGuard scanning requirements.txt โ€” 21 pinned dependencies

Loaded call graph: callgraph.json (137 nodes)
Entry points detected: 2

                            ReachGuard Scan Results                            
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ Package          โ”‚ CVE / ID            โ”‚ Severity โ”‚ Status       โ”‚ Summary                                 โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ werkzeug==2.3.3  โ”‚ GHSA-29vq-49wr-vm6x โ”‚ MODERATE โ”‚ REACHABLE    โ”‚ Werkzeug high resource usage parsing... โ”‚
โ”‚ werkzeug==2.3.3  โ”‚ GHSA-87hc-h4r5-73f7 โ”‚ MODERATE โ”‚ REACHABLE    โ”‚ Werkzeug parsing multipart form data... โ”‚
โ”‚ celery==5.2.7    โ”‚ GHSA-1234-abcd-5678 โ”‚ HIGH     โ”‚ UNKNOWN      โ”‚ Celery deserialization advisory         โ”‚
โ”‚ flask==2.3.2     โ”‚ GHSA-68rp-wp8r-4726 โ”‚ LOW      โ”‚ UNREACHABLE  โ”‚ Flask session Vary: Cookie header       โ”‚
โ”‚ jinja2==3.1.2    โ”‚ GHSA-q2x7-8rv6-6q7h โ”‚ MODERATE โ”‚ UNREACHABLE  โ”‚ Jinja sandbox breakout via format       โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Summary:  2 reachable  |  1 unknown  |  2 unreachable  |  0 critical severity (total CVEs: 5)

! Action required: 2 CVE(s) are reachable from your code -- patch or mitigate these first.

๐Ÿ› ๏ธ Architecture & How It Works

                     โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
                     โ”‚   Dependency File Parser      โ”‚
                     โ”‚ (requirements / toml / lock)  โ”‚
                     โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                                     โ”‚
                                     โ–ผ
                     โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
                     โ”‚       OSV.dev API Query       โ”‚
                     โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                                     โ”‚
                                     โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”    โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚  AST Entry Point Detector    โ”‚    โ”‚  PyCG Static Call Graph      โ”‚
โ”‚  (__main__, @app.route)      โ”‚    โ”‚  (Caller -> Callee Graph)    โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜    โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
               โ”‚                                   โ”‚
               โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                                 โ”‚
                                 โ–ผ
                     โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
                     โ”‚   Three-Tier BFS Engine       โ”‚
                     โ”‚  1. Basename Match            โ”‚
                     โ”‚  2. Path-Prefix Match         โ”‚
                     โ”‚  3. Top-Level Entry Seed      โ”‚
                     โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                                     โ”‚
                                     โ–ผ
                     โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
                     โ”‚     Rich Terminal & JSON      โ”‚
                     โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
  1. Dependency Ingestion: Auto-detects dependency files and normalizes package names and exact pinned versions according to PEP 503.
  2. Advisory Resolution: Batch queries OSV.dev REST endpoints to retrieve known vulnerability data and extracts function targets using heuristic regex mining.
  3. Call Graph Generation: Invokes PyCG to construct a complete control-flow call graph of Python callables.
  4. AST Entry Point Mining: Walks repository ASTs to locate execution roots (if __name__ == '__main__', Flask/FastAPI route decorators).
  5. Graph Traversal (BFS): Executes a multi-tier Breadth-First Search from discovered entry points to target vulnerability functions, returning a deterministic ReachabilityStatus.

๐Ÿงช Running Tests

ReachGuard includes a 35-test suite covering AST parsing, OSV target extraction, noise filtering, call-graph normalisation, and reachability traversal:

python tests/test_suite.py

๐Ÿค Contributing

Contributions are welcome! Feel free to open an issue or submit a pull request:

  1. Fork the Project
  2. Create your Feature Branch (git checkout -b feature/AmazingFeature)
  3. Commit your Changes (git commit -m 'Add some AmazingFeature')
  4. Push to the Branch (git push origin feature/AmazingFeature)
  5. Open a Pull Request

๐Ÿ“œ License

Distributed under the MIT License. See LICENSE for details.

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