probabl-ai
11 skills with substantive source documentation and an official publisher or observed installation demand. Read each skill’s original documentation through its card.
probabl-aiaudit-ml-pipeline
Audit a persisted skore report read-only and produce a reusable digest. Do not execute it. Run materialize.py once. Never call skore.evaluate or project.put. TRIGGER when a completed run needs an audit, the user asks to audit, show, or re-audit an experiment, a re-run overwrote the same put() key, or they want a narrative of a past experiment without journal/ideas/ files. STOP when status.setup.pending is non-empty (load setup-ml-project), or when there is no approved design, no report, or no ag
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aichoose-python-library
Resolve a library choice and add the selected dependency. Trigger for competing-library questions or an optional package not already fixed by the project stack — at first use (tabular exploration, pipeline, or eval extras), never during workspace setup.
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aiexport-ml-project
Coordinate executed notebooks and an offline MkDocs documentation site. Trigger on a generic "export" request, or to flip the notebooks/site gates after setup.
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aipersist-ml-git
Commit the current loop stage when the end-turn hook says invoke. Trigger after python -m skoreskills git end-turn --stage returns action invoke, or when the user asks to commit this turn's work.
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aiplot-ml-figure
Pick pandas, seaborn, plotly, or matplotlib before writing figure code. Trigger when explore-ml-data, evaluate-ml-pipeline, or audit-ml-pipeline is about to save or display a chart, or when the user asks for a plot. Not a session owner. Not for skore/sklearn Display plots that already exist on a report. HOW TO USE: first match on the tree (owned plot, interactive iframe HTML, seaborn statistical, pandas chart, else matplotlib). In a notebook: save PNG (or HTML) then leave the figure as the cell
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-airesearch-ml-practice
Literature research for an ML methodology concern. Trigger when explore-ml-data or build-ml-pipeline load this skill. Not for routine profiling or a single API signature — use api get for symbols. Not a session owner — callers distill and write project files. HOW TO USE: skip intake fields the caller already supplied. Abstract the problem class before searching (never the dataset proper name). Survey extra analyses or depth a named concern; search distinct angles, fetch primary sources, follow u
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aireview-ml-choices
Show stored project choices and re-enter the skill that can change one. Trigger when the user asks what we decided, what the current settings are, or to change a stored project choice. SKIP an explicit sync, export, or “a constraint changed” request — those load sync-ml-reports, export-ml-project, or frame-ml-problem directly. HOW TO USE: run review choices, show that board, then load one owning skill. Do not policy set from here.
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aisetup-python-env
Detect the env manager and bootstrap the runtime, agent-tools, and composed development environments. Detect with python -m skoreskills env detect, persist the manager and env.managed, then env init --manager, env sync --execute, install Skore for a recorded hub or mlflow destination (plain Skore when unset or local), and env verify --execute. Does not add other stage ML libraries. TRIGGER when the user asks for the env manager, pixi, uv, or a Python environment, or when none is recorded yet. SK
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aishape-user-idea
Shape a user idea or a named artifact into one idea file and one Ideas row after they confirm. A topic with no artifact belongs to search-ml-literature. Do not write History, Backlog, or a design note. Do not pick a backlog row.
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aismoke-test-ml-pipeline
Structural pytest: prediction count must match the predict-grid row count. TRIGGER when an approved experiment needs its smoke test, pytest tests/smoke/ fails on row count, the user asks why the smoke test is failing, a pipeline edit needs proof, or the experiment script changes pipeline shape. STOP when status.setup.pending is non-empty (load setup-ml-project), or when there is no approved design or no matching experiment script: explain and send the user to setup or stay in build-ml-pipeline.
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20
probabl-aitriage-ml-task
Session owner: list installed entry skills and ask which to run. Load a skill without asking only when the request is certain to be that skill. Trigger on an ambiguous request, a finished stage, a workspace-open session, or "what should we do next".
- installs
- 1
- GitHub stars
- 142
- Updated
- Oct 20