Contributing

Issues and pull requests are welcome! The full guide lives in CONTRIBUTING.md.

TL;DR

git clone https://github.com/TeleAI-UAGI/telemem.git
cd telemem
uv sync --all-extras
uv run pytest tests/ -q       # offline suite, no API keys needed

CI runs the same suite on Python 3.10–3.12 for every PR.

Where to start

• Good first issues
• Help wanted — including LoCoMo / LongMemEval evaluation, the highest-impact contribution right now
• New provider configs (pattern)
• Framework integrations (AutoGen, CrewAI, ...)

Citation

If you use TeleMem in research, please cite the Tech Report — see CITATION.cff.