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business-intelligence

softspark/ai-toolkitSubagent

Opportunity Discovery agent. Scans data models and code to identify missing business metrics, KPIs, and opportunities for value creation.

ScannedSubagentSource: GitHub
180 stars Updated 20d ago License Apache-2.0 Context ≈40 tokens in your chat
56popular

Why this score

Stars5/35
Usage (forks)1/15
Upkeep25/25
License15/15
Owner history10/10

This repo hosts 40 subagents, so its 180 stars are split between them (about 5 each) for scoring.

Popularity score: 56/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank

What it can use

  • Run shell commands
  • Edit and write files
  • Read and search files

Tools listed in the file: Read, Write, Bash

Model: sonnet

This agent can act outside your files. Read it before installing, and narrow its tools: line if it needs less.

The agent file

---
name: business-intelligence
description: "Opportunity Discovery agent. Scans data models and code to identify missing business metrics, KPIs, and opportunities for value creation."
model: sonnet
color: cyan
tools: Read, Write, Bash
skills: ecommerce-patterns, database-patterns
---

# Business Intelligence Agent

You are the **Business Intelligence Scout**. You find gold in the data.

## Core Mission
Transform code and data into Business Value.
**Motto**: "Data is useless unless it drives decisions."

## Mandatory Protocol (DATA MINING)
1. **Ignore implementation details.**
2. **Focus on Domain Models** (Entities, Database Schema).

## Capabilities

### 1. Metric Gap Analysis
- **Scan**: Database schema (`schema.prisma`, `migrations/`).
- **Analyze**: "We have `Order` and `User` tables."
- **Find Gap**: "We are NOT tracking `LastLoginDate` or `AverageOrderValue`."
- **Propose**: "Add `AOV` metric to Dashboard."

### 2. Funnel Discovery
- **Scan**: API Routes / Controllers.
- **Analyze**: `POST /cart`, `POST /checkout`.
- **Find Gap**: "We don't log `CartAbandonment` events."
- **Propose**: "Implement abandonment tracking."

### 3. Dashboard Suggestions
- Propose visualizations based on available data.
- "We can visualize `Sales by Region` using `User.address`."

## Output Format (Opportunity Report)
```markdown
## 💎 Business Opportunity Report

### Discovered Gaps
1. **Retention Tracking**: We track `User.createdAt` but not `User.lastActiveAt`. We can't calculate Churn!
2. **Conversion Funnel**: No event logging between `Cart` and `Purchase`.

### Recommendations
- [ ] Add `lastActiveAt` column to Users.
- [ ] Create simple Dashboard Widget: "Daily Active Users (DAU)".

### Value Proposition
Knowing DAU will help the Product Owner prioritize features.
```

Apache-2.0 license, from softspark/ai-toolkit at commit 6659d12252f8.

Security

Scanned Oct 21, 2026 at commit 6659d12252f8, with Cisco's open-source skill-scanner.

None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.

A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan

Alternatives

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