
DeepZero deepzero-v0.4.0
Find zero-days while you sleep. DeepZero is an automated vulnerability research framework that parses, decompiles, and analyzes thousands of Windows kernel drivers for exploitable IOCTLs natively using AI agents.
Automated vulnerability research pipeline engine
Define pipelines as YAML. DeepZero handles orchestration, parallelism, fault tolerance, and state.
- 🔗 Pipeline-as-YAML - chain ingest, filter, transform, and LLM-assess stages declaratively
- ⚡ Parallel execution - ThreadPoolExecutor with configurable concurrency per stage
- 💾 Resumable runs - atomic per-sample state on disk; Ctrl+C and re-run to pick up where you left off
- 🤖 LLM integration - Jinja2 prompt templates with any LLM provider via LiteLLM
- 🌐 REST API (WIP) - query run state and sample data over HTTP (currently experimental and incomplete)
- 🧩 Extensible - write custom processors as Python classes, reference them by path in YAML
📚 Documentation
DeepZero features extensive, exhaustive documentation covering architecture, pipeline schemas, CLI references, and custom processor development.
👉 Read the Official Documentation here
⚡️ Quickstart
DeepZero requires a target corpus of files to analyze and a pipeline configuration detailing how to process them.
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Clone & Install (Python 3.11+)
git clone https://github.com/416rehman/DeepZero.git cd DeepZero pip install -e . -
Configure Environment
cp .env.example .env -
Run a Pipeline
deepzero run C:\drivers -p .\pipelines\loldrivers\pipeline.yaml
For detailed setup instructions and example corpora, see the Quickstart Documentation.
📁 Repository Structure
src/deepzero/
├── api/ # REST API (starlette)
├── engine/ # orchestration, state persistence, pipeline execution
└── stages/ # built-in processors (map, reduce, ingest)
processors/ # external processors (shipped as examples)
├── ghidra_decompile/ # ghidra headless decompiler (MapProcessor)
├── loldrivers_filter/ # loldrivers.io hash exclusion filter (MapProcessor)
├── pe_ingest/ # PE header parser and driver metadata extractor (IngestProcessor)
└── semgrep_scanner/ # semgrep batch scanner (BulkMapProcessor)
pipelines/
└── loldrivers/ # BYOVD kernel driver vulnerability research pipeline
├── pipeline.yaml
├── assessment.j2 # LLM prompt template
└── rules/ # semgrep rules
docs/ # Jekyll-based GitHub Pages documentation
tests/ # pytest suite
🤝 Contributing
CI runs on Python 3.11 and 3.12 via GitHub Actions.
Run linting and security checks before submitting:
ruff check . && ruff format --check . && bandit -ll -ii -c pyproject.toml -r .
Please refer to the Contributing Guide and the Code of Conduct before submitting pull requests.
📄 License
DeepZero is released under the MIT License.