cometml-cookiecutter-template

Pull 2+ Comet experiments via the Comet MCP server (or `comet_ml.API` as fallback) and render a side-by-side markdown table of metrics and hyperparameters. Highlights the winning value per metric row. Use when the user asks to "compare", "diff", "which run won", or "baseline vs new".

Query a single Comet experiment via the Comet MCP server (or `comet_ml.API` as a fallback), fetch its metrics and parameters, and compare against thresholds (inline or from `thresholds.yaml`). Reports pass/fail per metric with a markdown table. Use when the user asks to "evaluate", "gate", or "check" a specific run before promotion.

Manage a Comet Model Registry version's status and/or tags via `scripts/registry_mutate.py`. Status is a single-value enum (None / Development / Staging / QA / Production by default; workspace-configurable). Tags are a multi-value free-form list. Confirms before mutating. Optionally gates on a passing `evaluate-run` outcome. Use when the user asks to "promote", "demote", "set status", "tag", "untag", or "retag" a model.

Execute `make train`, capture output, and surface the Comet experiment URL, registered models, logged artifacts, and final metrics. Use when the user asks to "run a training run", "train the model", or "kick off an experiment". Pure shell wrapper — does not use the Comet MCP server.

Diff HEAD against main, group the changes by Keep-a-Changelog type (Added/Changed/Fixed/...), propose one-line entries under [Unreleased] in CHANGELOG.md, then edit the file inline. User reviews the diff and stages it themselves. Use before any commit that touches src/.

Audit the Makefile against the tooling actually installed (ruff, pytest, mypy, etc.) and the scripts under src/<module>/, then propose missing targets or fix stale ones. Use when adding a new tool or script that should be invokable via make. Preserves user-added custom targets.

Regenerate the auto-generated sections of README.md (project tree, common-tasks table) to reflect the current state of pyproject.toml, the Makefile, and src/. Use when project structure changes, deps change, or those sections drift from reality. Preserves any user-authored prose outside the AUTO-GENERATED markers.