data-analytics-skills: Instructions file for Claude Code

CLAUDE.md

data-analytics-skills CLAUDE.md is an instructions file for Claude Code from nimrodfisher/data-analytics-skills. It costs 981 tokens per session, scanned A, original, MIT.

A set of Claude Code instructions for the data-analytics-skills repository, including its files, validation, Python utility scripts, and structure.

In plain words
What is it for?
Understanding the repository, validating changes, running its Python utilities, and following its architecture.
Why use it?
It gives Claude Code context for working with and checking that repository.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions CLAUDE.md; mentions Claude Code.

This is nimrodfisher/data-analytics-skills's own configuration. It tells Claude Code how to work on data-analytics-skills itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything data-analytics-skills configures →

Reuse

Borrowing it

Nothing to install: this file belongs to nimrodfisher/data-analytics-skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/nimrodfisher/data-analytics-skills/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for data-analytics-skills CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/nimrodfisher/data-analytics-skills/claude-md/github.svg)](https://agentmods.dev/instructions/nimrodfisher/data-analytics-skills/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/nimrodfisher/data-analytics-skills/claude-md"><img src="https://agentmods.dev/badge/instructions/nimrodfisher/data-analytics-skills/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for data-analytics-skills CLAUDE.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/nimrodfisher/data-analytics-skills/claude-md"><img src="https://agentmods.dev/badge/instructions/nimrodfisher/data-analytics-skills/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 981 This file is loaded in full into every session.
When invoked 981 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00981 $0.00981
Opus 5.5 $0.00392 $0.00392
Sonnet 5.5 $0.00196 $0.00196
Haiku 4.5 $0.00098 $0.00098

Measured 1mo ago against content hash 5b96c1753ff7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

data-analytics-skills CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 96 lines

How it starts

The opening of the file, as written. The whole thing — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

What this repo is

A library of 31 reusable analytical skill definitions for Claude, organized into 6 categories. Skills are Markdown-based instruction sets with optional Python utilities. This is a documentation + reference library, not a deployable application.

Validation

python validate_skills.py

Checks every skill directory for: presence of SKILL.md, valid YAML frontmatter (name:, description:), and required sections (## When to use, ## Process, ## Inputs the skill needs, ## Output). Run after adding or modifying any SKILL.md.

Running Python utility scripts

Each skill's scripts/ folder contains standalone CLI tools. All accept --input or similar flags; most run with synthetic demo data when called without args.

python 01-data-quality-validation/programmatic-eda/scripts/data_overview.py --input data.csv
python 03-data-analysis-investigation/ab-test-analysis/scripts/ab_test_analyzer.py --control-n 5000 --control-conv 480 --treatment-n 5100 --treatment-conv 530

Architecture

Skill structure (every skill follows this pattern)

<NN-category>/<skill-name>/
├── SKILL.md          # Required. YAML frontmatter + 4 mandatory sections
├── scripts/          # Optional. Standalone Python CLI utilities
├── references/       # Optional. Frameworks, glossaries, anti-patterns
└── assets/           # Optional. Output templates (Markdown, YAML, HTML)

Category organization

# Category Skills
01 data-quality-validation programmatic-eda, data-quality-audit, query-validation, schema-mapper, metric-reconciliation
02 documentation-knowledge semantic-model-builder, analysis-documentation, data-catalog-entry, sql-to-business-logic, analysis-assumptions-log
03 data-analysis-investigation cohort-analysis, segmentation-analysis, funnel-analysis, time-series-analysis, root-cause-investigation, ab-test-analysis, business-metrics-calculator
04 data-storytelling-visualization insight-synthesis, visualization-builder, executive-summary-generator, dashboard-specification, data-narrative-builder
05 stakeholder-communication technical-to-business-translator, stakeholder-requirements-gathering, analysis-qa-checklist, methodology-explainer, impact-quantification
06 workflow-optimization analysis-planning, context-packager, peer-review-template, analysis-retrospective

Read the full file on GitHub · 96 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 96 lines · 981 tokens per session scan A 5b96c1753ff7

Subscribe to this mod's changes

data-analytics-skills CLAUDE.md is an instructions file published in the GitHub repository nimrodfisher/data-analytics-skills (503 stars, last pushed 1mo ago), licensed MIT. It adds 981 tokens to every session, about $0.0039 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other instructions, from other repositories