OpenDraft Engine
The Python AI engine that powers thesis draft generation. Contains the 19-agent pipeline, citation research, and export functionality.
Structure
engine/
├── draft_generator.py # Main 19-stage pipeline orchestrator
├── config.py # Model settings, API keys, rate limits
├── utils/
│ ├── agent_runner.py # Agent execution engine
│ ├── api_citations/ # Citation APIs (CrossRef, Semantic Scholar)
│ ├── citation_*.py # Citation management & validation
│ ├── export_professional.py # PDF/DOCX export
│ ├── pdf_engines/ # Pandoc, WeasyPrint engines
│ └── deep_research.py # Research phase utilities
├── prompts/
│ ├── 00_WORKFLOW.md # Complete agent workflow
│ ├── 01_research/ # Deep Research, Scout, Scribe, Signal
│ ├── 02_structure/ # Architect, Citation Manager, Formatter
│ ├── 03_compose/ # Crafter, Thread, Narrator
│ ├── 04_validate/ # Skeptic, Verifier, Referee
│ ├── 05_refine/ # Citation Verifier, Voice, Entropy, Polish
│ └── 06_enhance/ # Abstract Generator, Enhancer
└── opendraft/ # CLI tools
Usage
Run Pipeline Directly
cd engine
python draft_generator.py --topic "Your research topic" --level master
Academic Levels
| Level | Words | Chapters | Time |
|---|---|---|---|
| research_paper | 3-5k | 3-4 | 5-10 min |
| bachelor | 10-15k | 5-7 | 8-15 min |
| master | 20-30k | 7-10 | 10-25 min |
| phd | 50-80k | 10-15 | 20-40 min |
Environment Variables
Required in .env (project root):
GEMINI_API_KEY=your-key # Required
PROXY_LIST=... # Optional: for faster research
SCOUT_PARALLEL_WORKERS=32 # Optional: parallelism
Dependencies
pip install -r requirements.txt
Metadata
Release files for opendraft 1.8.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| opendraft-1.8.1.tar.gz | 393.1 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| opendraft-1.8.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 840.7 kB
Release files / opendraft-1.8.1.tar.gz
| Download URL | opendraft-1.8.1.tar.gz |
|---|---|
| Size | 393.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
1779ccf5c50f3c7eea6b0c463a7103e9c6a13d3eb8ad5245011a08717204d222
|
|
BLAKE2b-256 checksum How to use checksums |
310fc1d88cfa5b740629262433a0f4c72123e02f6cba0631bef8510fb66cc201
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 29, 2026.
Transparency logRelease files / opendraft-1.8.1-py3-none-any.whl
| Download URL | opendraft-1.8.1-py3-none-any.whl |
|---|---|
| Size | 447.6 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
f3590751a01331f9139e4664bbaa53568329716dd3bd05d31495fdee00d97d42
|
|
BLAKE2b-256 checksum How to use checksums |
d27886d6ff86ea4f09838239431039355763499b62cf96ae64cfeab3e4775bb3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 29, 2026.
Transparency log