Agent skill

Alibi Explainer

by majiayu000 in majiayu000/claude-skill-registry

Alibi explainability skill for counterfactual explanations, anchors, and trust scores.

Install Alibi Explainer

skills CLI

$ npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install majiayu000/claude-skill-registry alibi-explainer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ai-ml/alibi-explainer .claude/skills/alibi-explainer && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "alibi-explainer" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-ml/alibi-explainer into .claude/skills/alibi-explainer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "alibi-explainer", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-ml/alibi-explainer

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install majiayu000/claude-skill-registry alibi-explainer --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ai-ml/alibi-explainer .agents/skills/alibi-explainer && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "alibi-explainer" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-ml/alibi-explainer into .agents/skills/alibi-explainer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "alibi-explainer", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install majiayu000/claude-skill-registry alibi-explainer --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ai-ml/alibi-explainer .cursor/skills/alibi-explainer && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "alibi-explainer" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-ml/alibi-explainer into .cursor/skills/alibi-explainer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "alibi-explainer", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/majiayu000/claude-skill-registry.git --path skills/ai-ml/alibi-explainer

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install majiayu000/claude-skill-registry alibi-explainer --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ai-ml/alibi-explainer .gemini/skills/alibi-explainer && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "alibi-explainer" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-ml/alibi-explainer into .gemini/skills/alibi-explainer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "alibi-explainer", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install majiayu000/claude-skill-registry alibi-explainer

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ai-ml/alibi-explainer .github/skills/alibi-explainer && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "alibi-explainer" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-ml/alibi-explainer into .github/skills/alibi-explainer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "alibi-explainer", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install majiayu000/claude-skill-registry alibi-explainer --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ai-ml/alibi-explainer .opencode/skills/alibi-explainer && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "alibi-explainer" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-ml/alibi-explainer into .opencode/skills/alibi-explainer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "alibi-explainer", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: alibi-explainer
GitHub stars: 666
Used in: 1 other repo
Token cost: ~1k tokens
SKILL.md length: 74 words
Files: 2
Skills in repo: 971
Repo updated: Oct 7, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Alibi explainability skill for counterfactual explanations, anchors, and trust scores.

Tasks that involve Machine learning
SKILL.md covers Overview, Capabilities, Target Processes and Tools and Libraries, plus 3 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Alibi Explainer is an agent skill from majiayu000/claude-skill-registry. Alibi explainability skill for counterfactual explanations, anchors, and trust scores.

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `metadata.json`).

It sits in Data & Analytics, covering Machine learning. The repository describes itself as: Searchable Claude Code skills catalog with source-linked guides and generated registry artifacts. The licence is MIT.

When your agent uses it

Tasks that involve Machine learning

Example prompts

“/alibi-explainer”

Requirements

Pre-approved tools (allowed-tools): Read, Write, Bash, Glob, Grep

What it can do on your machine

Read from SKILL.md and the folder at commit 000116a. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
- Read
- Write
- Bash
- Glob
- Grep
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are json and javascript).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Alibi Explainer loads about 1k tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 74 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~26
When it runs · the whole SKILL.md, loaded when a task matches: ~1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
```
allowed-tools: Read, Write, Bash, Glob, Grep
```

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from majiayu000/claude-skill-registry at commit 000116a, republished under its MIT licence (© majiayu000). 74 words, ~1,038 tokens.

Download SKILL.mdSave it as .claude/skills/alibi-explainer/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.

name: alibi-explainer
description: Alibi explainability skill for counterfactual explanations, anchors, and trust scores.
allowed-tools: Read, Write, Bash, Glob, Grep

alibi-explainer

Overview

Alibi explainability skill for counterfactual explanations, anchors, trust scores, and advanced model interpretation techniques.

Capabilities

Counterfactual instance generation
Anchor explanations (rule-based)
Integrated gradients for deep learning
Kernel SHAP integration
Contrastive Explanation Method (CEM)
Trust scores for prediction confidence
Pertinent positives and negatives
Prototype and criticism selection

Target Processes

Model Interpretability and Explainability Analysis
Model Evaluation and Validation Framework

Tools and Libraries

Alibi
Alibi Detect
TensorFlow/PyTorch
scikit-learn

Input Schema

json

{
  "type": "object",
  "required": ["modelPath", "explainerType", "instancePath"],
  "properties": {
    "modelPath": {
      "type": "string",
      "description": "Path to the trained model"
    },
    "explainerType": {
      "type": "string",
      "enum": ["counterfactual", "anchor", "integrated_gradients", "cem", "trust_score", "prototype"],
      "description": "Type of Alibi explainer to use"
    },
    "instancePath": {
      "type": "string",
      "description": "Path to instance(s) to explain"
    },
    "counterfactualConfig": {
      "type": "object",
      "properties": {
        "targetClass": { "type": "integer" },
        "maxIterations": { "type": "integer" },
        "lambda": { "type": "number" },
        "featureRange": { "type": "object" }
      }
    },
    "anchorConfig": {
      "type": "object",
      "properties": {
        "threshold": { "type": "number" },
        "coverageSamples": { "type": "integer" },
        "beamSize": { "type": "integer" }
      }
    },
    "cemConfig": {
      "type": "object",
      "properties": {
        "mode": { "type": "string", "enum": ["PP", "PN"] },
        "kappaMin": { "type": "number" },
        "kappaMax": { "type": "number" }
      }
    },
    "trainingDataPath": {
      "type": "string",
      "description": "Path to training data (required for some explainers)"
    }
  }
}

Output Schema

json

{
  "type": "object",
  "required": ["status", "explanations"],
  "properties": {
    "status": {
      "type": "string",
      "enum": ["success", "error"]
    },
    "explanations": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "instanceId": { "type": "string" },
          "originalPrediction": { "type": "string" },
          "explanation": { "type": "object" }
        }
      }
    },
    "counterfactuals": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "instanceId": { "type": "string" },
          "counterfactual": { "type": "object" },
          "targetClass": { "type": "string" },
          "changedFeatures": { "type": "array" }
        }
      }
    },
    "anchors": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "instanceId": { "type": "string" },
          "rules": { "type": "array", "items": { "type": "string" } },
          "precision": { "type": "number" },
          "coverage": { "type": "number" }
        }
      }
    },
    "trustScores": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "instanceId": { "type": "string" },
          "score": { "type": "number" },
          "closestClass": { "type": "string" }
        }
      }
    }
  }
}

Usage Example

javascript

{
  kind: 'skill',
  title: 'Generate counterfactual explanations',
  skill: {
    name: 'alibi-explainer',
    context: {
      modelPath: 'models/loan_classifier.pkl',
      explainerType: 'counterfactual',
      instancePath: 'data/rejected_applications.csv',
      counterfactualConfig: {
        targetClass: 1,
        maxIterations: 1000,
        lambda: 0.1
      },
      trainingDataPath: 'data/train.csv'
    }
  }
}

Files

SKILL.md and 1 other file in skills/ai-ml/alibi-explainer of majiayu000/claude-skill-registry.

SKILL.md
metadata.json

Open the folder on GitHubat commit 000116a

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in majiayu000/claude-skill-registry, which our catalogue first saw on October 7, 2026.

a5c-ai/babysitterlibrary/specializations/data-science-ml/skills/alibi-explainer

Compare with similar skills

Alibi Explainer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Alibi Explainer compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Alibi Explainer this skillmajiayu000/claude-skill-registry	666	1 repos	~1k	Automated safety check: Notes	MIT	today
Scikit LearnzLanqing/codex-claude-academic-skills	4.6k	17 repos	~3.9k	Automated safety check: Pass	BSD-3-Clause	4 mo ago
Senior Data ScientistRaidriar7170/hermes-skilleval	125	6 repos	~1.4k	Automated safety check: Pass	MIT	11 days ago
Agentic Kaggle WorkflowFrankS-IntelLab/agentic-kaggle-skill	188	—	~4k	Automated safety check: Pass	MIT	3 mo ago
Retention Analysisliangdabiao/claude-data-analysis-ultra-main	290	1 repos	~1.3k	Automated safety check: Notes	None	5 mo ago
Geomlitalo-goncalves/geoML	108	—	~4.2k	Automated safety check: Pass	GPL-3.0	5 days ago

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Questions about Alibi Explainer

What does Alibi Explainer do?

Alibi explainability skill for counterfactual explanations, anchors, and trust scores. Alibi Explainer is an agent skill from majiayu000/claude-skill-registry. Alibi explainability skill for counterfactual explanations, anchors, and trust scores.

When should I use Alibi Explainer?

Alibi Explainer fits situations like: tasks that involve Machine learning.

How do I install Alibi Explainer in Claude Code?

Run `npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a claude-code`. Or copy the skill folder (skills/ai-ml/alibi-explainer in majiayu000/claude-skill-registry) into .claude/skills/alibi-explainer in your project. Claude Code loads it when a task matches its description.

How do I install Alibi Explainer in Codex?

Run `npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a codex`. Or copy the skill folder (skills/ai-ml/alibi-explainer in majiayu000/claude-skill-registry) into .agents/skills/alibi-explainer in your project. Codex loads it when a task matches its description.

Can I use Alibi Explainer in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add majiayu000/claude-skill-registry --skill alibi-explainer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/alibi-explainer, .gemini/skills/alibi-explainer, .github/skills/alibi-explainer and .opencode/skills/alibi-explainer in your project.

What does Alibi Explainer need to run?

SKILL.md names no scripts, command-line tools or credentials: Alibi Explainer is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Bash, Glob, Grep.

Does Alibi Explainer access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Alibi Explainer safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Alibi Explainer use?

Alibi Explainer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Alibi Explainer use?

About 1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Alibi Explainer?

Skills that share tags, products or a category with Alibi Explainer: Scikit Learn (zLanqing/codex-claude-academic-skills, 4.6k stars), Senior Data Scientist (Raidriar7170/hermes-skilleval, 125 stars), Agentic Kaggle Workflow (FrankS-IntelLab/agentic-kaggle-skill, 188 stars) and Retention Analysis (liangdabiao/claude-data-analysis-ultra-main, 290 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Alibi Explainer?

majiayu000 (a GitHub user) maintains it in majiayu000/claude-skill-registry, which has 666 GitHub stars. The repository holds 971 skills in this directory. The repository was last updated on October 7, 2026.

Source: majiayu000/claude-skill-registry on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Alibi Explainer

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

alibi-explainer

Overview

Capabilities

Target Processes

Tools and Libraries

Input Schema

Output Schema

Usage Example

Files

Used in 1 other repository

Compare with similar skills

Similar skills

More from majiayu000/claude-skill-registry

Related

Questions about Alibi Explainer