Rules

This is a Sygaldry AI project using Mirascope for LLM integration.

1. Apply linting and formatting to ensure code quality 2. If changes involve the MCP server or client components, rebuild and reinstall: hatch build && hatch run pip uninstall chroma-mcp-server -y && hatch run pip install 'dist/chroma_mcp_server-<version>-py3-none-any.whl[client,dev]'

**instruction 1: Use Python 3.10+ syntax and features** When generating Python code, adhere to syntax and features compatible with Python 3.10 or higher (up to 3.13), as specified in `pyproject.toml` (`python = ">=3.10,<3.14"`). Avoid deprecated features from earlier versions (e.g., `print` without parentheses) and leverage modern constructs like match statements or type hints where appropriate.

Hivemind-python is a python package implementing the Hivemind Protocol, a Condorcet-style Ranked Choice Voting System that stores all data on IPFS and uses Bitcoin-signed messages for verification.

These coding standards guide developers working on **OpenCap Stack**, emphasizing **clarity, consistency, test coverage, and production-readiness**. Designed to pair effectively with AI coding assistants and LLM copilots, this standard enforces behaviors that yield **secure, maintainable, and test-driven Python/FastAPI backend services**.