business

business is a skill for Claude Code from ai-analyst-lab/ai-analyst. It costs 288 tokens per session (1,984 once invoked), scanned A, original, MIT.

A browser for an organization's documented business context, including glossary terms, products, metric definitions, goals, and team structure. It reads the organization's knowledge files rather than querying the underlying data.

In plain words
What is it for?
Use it to find the meaning of business terms, inspect the product catalogue, review metric definitions, or understand objectives and team structure.
Why use it?
Analysts can misinterpret a metric, product name, or goal when business definitions are scattered across files. This gives them a way to look up that shared context before analysis.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to find the meaning of business terms, inspect the product catalogue, review metric definitions, or understand objectives and team structure.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ai-analyst-lab/ai-analyst/business
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ai-analyst-lab/ai-analyst --skill business
Clone the repo
git clone --depth 1 https://github.com/ai-analyst-lab/ai-analyst

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 business

README.md
[![agentmods](https://agentmods.dev/badge/skills/ai-analyst-lab/ai-analyst/business/github.svg)](https://agentmods.dev/skills/ai-analyst-lab/ai-analyst/business)
Your own site
<a href="https://agentmods.dev/skills/ai-analyst-lab/ai-analyst/business"><img src="https://agentmods.dev/badge/skills/ai-analyst-lab/ai-analyst/business/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 business

Your own site · 80×15
<a href="https://agentmods.dev/skills/ai-analyst-lab/ai-analyst/business"><img src="https://agentmods.dev/badge/skills/ai-analyst-lab/ai-analyst/business.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 288 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,984 The whole file, excluding the scripts and references it only reads on demand.
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 $0.00288 $0.01984
Opus 5 $0.00144 $0.00992
Sonnet 5 $0.00058 $0.00397
Haiku 4.5 $0.00029 $0.00198

Measured 2d ago against content hash 868a6f82c0cd, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-13, from the pricing page.

Security

Grade A, and why

business 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 2d 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/skills/business/SKILL.md · 186 lines

How it starts

The opening of the file, as written. The whole thing — 186 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/business — Business Context Browser

Interactive browser for your organization's knowledge system. Explore terms, products, metrics, objectives, and team structure.

Scope

This skill browses the organization's documented knowledge in .knowledge/organizations/{org}/business/ (via helpers/knowledge/business_context.py). It never queries the dataset: /business products shows the product catalog YAML, not the products table. For what exists in the data, use /explore; for analysis history, /history.

Trigger

Invoked as /business or /business {subcommand}

Prerequisites

  • Organization context must exist at .knowledge/organizations/{org}/
  • Read .knowledge/setup-state.yaml to find active organization
  • If no org configured: "No organization context found. Run /setup Phase 3 to configure business context, or create one manually at .knowledge/organizations/{name}/."`

Subcommands

/business (no args) — Overview

Display a summary of available business context:

📊 Business Context: {org_name}

  Glossary:    {n} terms defined
  Products:    {n} products cataloged
  Metrics:     {n} metrics specified
  Objectives:  {n} OKRs/goals tracked
  Teams:       {n} teams mapped

Type /business {category} for details.

Implementation:

  1. Read .knowledge/setup-state.yaml to find active organization name
  2. REQUIRED: Use helpers/knowledge/business_context.pyload_business_context(org_path) to load data
    • DO NOT manually read YAML files
    • The helper handles file not found errors, parsing errors, and provides consistent structure
  3. Count entries in each category (glossary, products, metrics, objectives, teams)
  4. Display summary table
  5. If business context is empty or sparse (fewer than 3 categories populated):
    • Check .knowledge/analyses/index.yaml for past analyses
    • If analyses exist, add a section called "Implicit Knowledge (from Past Analyses)"
    • Extract and show:
      • Most frequently analyzed metrics (count mentions across analysis titles/tags)
      • Recurring business questions or themes
      • Common data gotchas from the active dataset's quirks.md
    • This helps new team members understand what the team actually measures, even when formal docs aren't populated yet
    • Frame this as "What the team measures (inferred from past work)" vs "Formal documentation (not yet configured)"
  6. Always provide next steps: suggest /setup to populate formal context, or show how to add entries manually

Read the full file on GitHub · 186 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. 2d ago First seen · 186 lines · 288 tokens per session scan A 868a6f82c0cd

Subscribe to this mod's changes

business is a skill published in the GitHub repository ai-analyst-lab/ai-analyst (298 stars, last pushed 3d ago), licensed MIT. It adds 288 tokens to every session and 1,984 once invoked, about $0.0014 per session on Opus 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 2026-09-12.

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