FreePublished on GitHub

alibi

Routes Alibi users to the right explanation, confidence, prototype, or optional-backend workflow and points them to the bundled helpers needed to run it.

The English summary is being prepared. Showing the original description.

VectorSpaceLab/AREX-Skill

See how to install

Files included (39)

SKILL.md2.6 KB
references/api-reference.md4.0 KB
references/optional-dependencies.md1.9 KB
references/repo-provenance.md1.4 KB
references/repo-routing-metadata.json308 B
references/troubleshooting.md2.5 KB
references/workflows.md2.2 KB
scripts/check_optional_backends.py3.2 KB
scripts/core_smoke.py2.0 KB
sub-skills/anchors-local-explanations/references/anchor-text.md1.4 KB
sub-skills/anchors-local-explanations/references/api-reference.md1.9 KB
sub-skills/anchors-local-explanations/references/troubleshooting.md2.2 KB
sub-skills/anchors-local-explanations/references/workflows.md2.2 KB
sub-skills/anchors-local-explanations/scripts/check_spacy_model.py1.3 KB
sub-skills/anchors-local-explanations/scripts/smoke_anchor_image.py1.4 KB
sub-skills/anchors-local-explanations/scripts/smoke_anchor_tabular.py941 B
sub-skills/anchors-local-explanations/SKILL.md2.6 KB
sub-skills/attribution-and-shap/references/api-reference.md1.8 KB
sub-skills/attribution-and-shap/references/troubleshooting.md1.9 KB
sub-skills/attribution-and-shap/references/workflows.md2.2 KB
sub-skills/attribution-and-shap/scripts/check_optional_attribution_backends.py1.5 KB
sub-skills/attribution-and-shap/SKILL.md2.3 KB
sub-skills/confidence-prototypes-utilities/references/api-reference.md1.5 KB
sub-skills/confidence-prototypes-utilities/references/saving.md1.2 KB
sub-skills/confidence-prototypes-utilities/references/troubleshooting.md1.8 KB
sub-skills/confidence-prototypes-utilities/references/workflows.md2.4 KB
sub-skills/confidence-prototypes-utilities/scripts/smoke_confidence_prototypes.py1.8 KB
sub-skills/confidence-prototypes-utilities/SKILL.md2.4 KB
sub-skills/counterfactuals-and-similarity/references/api-reference.md3.0 KB
sub-skills/counterfactuals-and-similarity/references/backend-notes.md1.4 KB
sub-skills/counterfactuals-and-similarity/references/troubleshooting.md1.9 KB
sub-skills/counterfactuals-and-similarity/references/workflows.md2.6 KB
sub-skills/counterfactuals-and-similarity/scripts/check_optional_counterfactual_backends.py1.8 KB
sub-skills/counterfactuals-and-similarity/SKILL.md2.5 KB
sub-skills/global-tabular-explanations/references/api-reference.md2.1 KB
sub-skills/global-tabular-explanations/references/troubleshooting.md2.2 KB
sub-skills/global-tabular-explanations/references/workflows.md2.6 KB
sub-skills/global-tabular-explanations/scripts/smoke_global_tabular.py1.9 KB
sub-skills/global-tabular-explanations/SKILL.md2.4 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Alibi

Alibi is a Python library for model explanation, confidence scoring, prototype selection, and explanation persistence.

When to use this skill

Use this skill when a user asks how to:

install Alibi or choose extras
inspect public Alibi APIs
run a small reproducible Alibi workflow
decide which explanation family fits a task
diagnose MissingDependency, backend, or predictor-shape issues

First reads

references/workflows.md for the route map
references/optional-dependencies.md for extras and MissingDependency placeholders
references/troubleshooting.md for import, backend, and workflow failures
references/repo-provenance.md when checking staleness or before refresh work
references/api-reference.md for verified constructor signatures and return shapes

Minimal install and import

python -m pip install alibi
From a checkout: python -m pip install -e .
Minimal import check: python -c "import alibi; print(alibi.__version__)"
If the import trips over a spaCy / click issue, repair the base environment before assuming the package is broken.

Route map

`sub-skills/global-tabular-explanations/`

Use for ALE, partial dependence, PD variance, permutation importance, and other global tabular feature-effect workflows.

`sub-skills/anchors-local-explanations/`

Use for AnchorTabular, AnchorText, and AnchorImage workflows, including text sampling and image segmentation guidance.

`sub-skills/attribution-and-shap/`

Use for KernelShap, TreeShap, and IntegratedGradients, plus optional SHAP / TensorFlow backend selection.

`sub-skills/counterfactuals-and-similarity/`

Use for Counterfactual, CEM, CounterfactualProto, CounterfactualRL, and GradientSimilarity workflows.

`sub-skills/confidence-prototypes-utilities/`

Use for TrustScore, LinearityMeasure, ProtoSelect, and save/load round-trips.

Helper scripts

scripts/core_smoke.py runs a tiny CPU smoke across the base tabular workflows.
scripts/check_optional_backends.py reports which optional exports are placeholders and which extra enables them.

What not to do

Do not treat a MissingDependency placeholder as a verified runtime path.
Do not send users to the source checkout for docs, examples, or notebooks.
Do not assume optional backends are installed until the helper says so.

Reviews

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Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

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See all skills by VectorSpaceLab

Report a problem with this skill

Install

Install with a command

npx skills add https://github.com/VectorSpaceLab/AREX-Skill --skill alibi

Paste it into your terminal and run it (requires Node.js). You can choose which agents to install it for, such as Claude Code or Codex.

Ask your agent

Please install the following Agent Skill.
https://github.com/VectorSpaceLab/AREX-Skill/tree/main/skills/repositories/repo-skills/alibi

First review SKILL.md and the bundled files and confirm there is nothing suspicious (such as sending data externally or reading credentials). Then place it in ~/.claude/skills/alibi/ for Claude Code, or ~/.agents/skills/alibi/ for Codex.

Send this text to Claude Code or Codex as is. It checks the contents before installing.

View source on GitHub

Repository: VectorSpaceLab/AREX-Skill
Stars: 339
Forks: 26
Category: Productivity
License: Apache-2.0
Original language: English
Last updated: Sep 3, 2026

A skill is a set of instructions and scripts for an agent. cccskills does not guarantee that skills are safe. Review the contents before you install.

Files included (39)

SKILL.md (original)

Alibi

When to use this skill

First reads

Minimal install and import

Route map

sub-skills/global-tabular-explanations/

sub-skills/anchors-local-explanations/

sub-skills/attribution-and-shap/

sub-skills/counterfactuals-and-similarity/

sub-skills/confidence-prototypes-utilities/

Helper scripts

What not to do

Reviews

Comments

More skills from this repository

3d-resnets-pytorch

3ddfa

3ddfa-v2

ab3dmot

accelerate

acme

`sub-skills/global-tabular-explanations/`

`sub-skills/anchors-local-explanations/`

`sub-skills/attribution-and-shap/`

`sub-skills/counterfactuals-and-similarity/`

`sub-skills/confidence-prototypes-utilities/`