mempalace/CONTRIBUTING.md

Contributing to MemPalace

Thanks for wanting to help. MemPalace is open source and we welcome contributions of all sizes — from typo fixes to new features.

Getting Started

# Fork the repo on GitHub first, then clone your fork
git clone https://github.com/<your-username>/mempalace.git
cd mempalace
git remote add upstream https://github.com/MemPalace/mempalace.git

pip install -e ".[dev]"    # installs with dev dependencies (pytest, build, twine)

Running Tests

pytest tests/ -v

All tests must pass before submitting a PR. Tests should run without API keys or network access.

Running Benchmarks

# Quick test (20 questions, ~30 seconds)
python benchmarks/longmemeval_bench.py /path/to/longmemeval_s_cleaned.json --limit 20

# Full benchmark (500 questions, ~5 minutes)
python benchmarks/longmemeval_bench.py /path/to/longmemeval_s_cleaned.json

See benchmarks/README.md for data download instructions and reproduction guide.

Project Structure

mempalace/          ← core package (see mempalace/README.md for module guide)
benchmarks/         ← reproducible benchmark runners
hooks/              ← Claude Code auto-save hooks
examples/           ← usage examples
tests/              ← test suite
assets/             ← logo + brand

PR Guidelines

1. Fork the repo and create a feature branch: git checkout -b feat/my-thing
2. Write your code
3. Add or update tests if applicable
4. Run pytest tests/ -v — everything must pass
5. Commit with a clear message following conventional commits:
   • feat: add Notion export format
   • fix: handle empty transcript files
   • docs: update MCP tool descriptions
   • bench: add LoCoMo turn-level metrics
6. Push to your fork and open a PR against develop

Code Style

• Formatting: Ruff with 100-char line limit (configured in pyproject.toml)
• Naming: snake_case for functions/variables, PascalCase for classes
• Docstrings: on all modules and public functions
• Type hints: where they improve readability
• Dependencies: minimize. ChromaDB + PyYAML only. Don't add new deps without discussion.

Good First Issues

Check the Issues tab. Great starting points:

• New chat formats: Add import support for Cursor, Copilot, or other AI tool exports
• Room detection: Improve pattern matching in room_detector_local.py
• Tests: Increase coverage — especially for knowledge_graph.py and palace_graph.py
• Entity detection: Better name disambiguation in entity_detector.py
• Docs: Improve examples, add tutorials

Architecture Decisions

If you're planning a significant change, open an issue first to discuss the approach. Key principles:

• Verbatim first: Never summarize user content. Store exact words.
• Local first: Everything runs on the user's machine. No cloud dependencies.
• Zero API by default: Core features must work without any API key.
• Palace structure is scoping, not magic: Wings, halls, and rooms act as metadata filters in the underlying vector store. They keep retrieval predictable when a palace holds many unrelated projects or people. Respect the hierarchy — but don't present it as a novel retrieval mechanism.

Community

• Discord: Join us
• Issues: Bug reports and feature requests welcome
• Discussions: For questions and ideas

License

MIT — your contributions will be released under the same license.

Git identity for contributions

Before pushing commits, verify that Git is configured with an email address that GitHub can associate with your account:

git config user.name
git config user.email

This is especially important when commits are created through agentic coding tools or automation, because those tools may not inherit your normal shell Git configuration. Avoid placeholder values such as your@email.com or localized template text; unresolved author emails can create avoidable provenance and SBOM review friction for downstream users.