Milla Jovovich
068dbd9a7b
The memory system: - Palace structure: Wings (people/projects) → Rooms (topics) → Closets (AAAK compressed) → Drawers (verbatim transcripts) - Halls connect related rooms within a wing - Tunnels cross-reference rooms across wings - AAAK: 30x lossless compression dialect for AI agents - Knowledge graph: temporal entity-relationship triples (SQLite) - Palace graph: room-based navigation with tunnel detection - MCP server: 19 tools — search, graph traversal, agent diary, AAAK auto-teach - Onboarding: guided setup generates wing config + AAAK entity registry - Contradiction detection: catches wrong pronouns, names, ages - Auto-save hooks for Claude Code 96.6% Recall@5 on LongMemEval — highest zero-API score published. 100% with optional Haiku rerank (500/500). Local. Free. No API key required.
93 lines
3.3 KiB
Markdown
93 lines
3.3 KiB
Markdown
# 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
|
|
|
|
```bash
|
|
git clone https://github.com/milla-jovovich/mempalace.git
|
|
cd mempalace
|
|
pip install -e ".[dev]" # installs with dev dependencies (pytest, build, twine)
|
|
```
|
|
|
|
## Running Tests
|
|
|
|
```bash
|
|
pytest tests/ -v
|
|
```
|
|
|
|
All tests must pass before submitting a PR. Tests should run without API keys or network access.
|
|
|
|
## Running Benchmarks
|
|
|
|
```bash
|
|
# 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](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](https://www.conventionalcommits.org/):
|
|
- `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 `main`
|
|
|
|
## Code Style
|
|
|
|
- **Formatting**: [Ruff](https://docs.astral.sh/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](https://github.com/milla-jovovich/mempalace/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 matters**: Wings, halls, and rooms aren't cosmetic — they drive a 34% retrieval improvement. Respect the hierarchy.
|
|
|
|
## Community
|
|
|
|
- **Discord**: [Join us](https://discord.com/invite/ycTQQCu6kn)
|
|
- **Issues**: Bug reports and feature requests welcome
|
|
- **Discussions**: For questions and ideas
|
|
|
|
## License
|
|
|
|
MIT — your contributions will be released under the same license.
|