# Development ```bash uv sync --all-groups uv run pytest # tests, 100% line and branch coverage required uv run sphinx-build -W docs docs/_build/html # these docs ``` - Tests never call a real model: `pydantic_ai.models.ALLOW_MODEL_REQUESTS` is off. The agents are tested with scripted `FunctionModel`s (see `tests/scripted.py`), and the MCP server with the SDK's in-process client. - Coverage below 100% (lines and branches) fails the test run. - Implementation notes for contributors, including design decisions and environment gotchas, are in `AGENTS.md` at the repository root (read automatically by coding agents such as Codex and Claude Code). ## Layout ```text mcparser/ corpus/ CoNLL-U model, confidence, segmentation, validation, search, store mcp/ the MCP server and source specs agents/ roles, prompts, permission wrapper, agent team pipeline.py score → refine rounds baseline.py frequency baseline textinput.py raw text / YAML → CoNLL-U evaluate.py CoNLL 2018-style scores settings.py models and run settings cli.py typer command line ```