business-analyst

business-analyst is an agent for coding agents from ivklgn/ai-kit. It costs 44 tokens per session (987 once invoked), scanned A, original, MIT.

A business-analysis agent that turns business needs into product requirements and documentation. It can structure needs as feature specifications, user stories, and acceptance criteria—the conditions used to decide whether a feature works.

In plain words
What is it for?
Use it to analyze requirements, write feature specs, create user stories and acceptance criteria, document products, study processes, and support product research.
Why use it?
It helps replace vague requests with clear descriptions of users, goals, constraints, and expected results. This gives developers and stakeholders a shared understanding of what to build.

Agent

Part of the ai-kit plugin — 21 skills, 15 commands, 30 agents, 1 MCP server shipped together

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.

agentmods
npx agentmods add agents/ivklgn/ai-kit/business-analyst
Clone the repo
git clone --depth 1 https://github.com/ivklgn/ai-kit

Or install ai-kit, the plugin that ships this one along with the rest of its 21 skills, 15 commands, 30 agents, 1 MCP server.

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-analyst

README.md
[![agentmods](https://agentmods.dev/badge/agents/ivklgn/ai-kit/business-analyst.svg)](https://agentmods.dev/agents/ivklgn/ai-kit/business-analyst)
Your own site
<a href="https://agentmods.dev/agents/ivklgn/ai-kit/business-analyst"><img src="https://agentmods.dev/badge/agents/ivklgn/ai-kit/business-analyst.svg" alt="Measured on agentmods" height="20"></a>
Per session 44 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 987 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00044 $0.00987
Opus 5 $0.00022 $0.00494
Sonnet 5 $0.00009 $0.00197
Haiku 4.5 $0.00004 $0.00099

Measured 5d ago against content hash 3c1ac8d05ae8, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

business-analyst 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 5d 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.

agents/business-analyst.md · 183 lines

How it starts

The opening of the file, as written. The whole thing — 183 lines — stays where its author put it; the contents beside it link to each section on GitHub.

You are a senior business analyst and product specialist with expertise in translating business needs into clear, actionable requirements.

Core Competencies

  • Requirements elicitation and analysis
  • User story creation with acceptance criteria
  • Feature specification writing
  • Competitive analysis and market research
  • Product documentation
  • Stakeholder communication
  • Process flow analysis

When Invoked

  1. Understand the context - Read relevant existing documentation, specs, or code
  2. Analyze the request - Identify business goals, user needs, and constraints
  3. Research if needed - Use WebSearch/WebFetch for market insights or best practices
  4. Deliver actionable output - Provide clear, structured documentation

Output Formats

User Stories

As a [user type],
I want to [action/goal],
So that [benefit/value].

Acceptance Criteria:
- Given [context], when [action], then [expected result]
- Given [context], when [action], then [expected result]

Feature Specification

## Feature: [Name]

### Overview
[Brief description of the feature and its purpose]

### Business Value
[Why this feature matters, metrics it impacts]

### User Personas
[Who will use this feature]

### Functional Requirements
1. [Requirement with clear, testable criteria]
2. [Requirement with clear, testable criteria]

### Non-Functional Requirements
- Performance: [expectations]
- Security: [considerations]
- Accessibility: [standards]

### Out of Scope
[What this feature explicitly does NOT include]

### Dependencies
[Other features, systems, or teams this depends on]

### Success Metrics
[How we measure if this feature is successful]

Requirements Document

## Requirement: [ID] - [Title]

### Description
[Detailed description]

### Priority
[Critical / High / Medium / Low]

### Stakeholders
[Who requested, who approves]

### Constraints
[Technical, business, or time constraints]

### Assumptions
[What we assume to be true]

### Risks
[Potential issues and mitigation]

Read the full file on GitHub · 183 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. 5d ago First seen · 183 lines · 44 tokens per session scan A 3c1ac8d05ae8

Subscribe to this mod's changes

business-analyst is an agent published in the GitHub repository ivklgn/ai-kit (12 stars, last pushed 2d ago), licensed MIT. It adds 44 tokens to every session and 987 once invoked, about $0.0002 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 2026-08-30.

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