Home / Subagents / business-intelligence
business-intelligence
softspark/ai-toolkitSubagent
Opportunity Discovery agent. Scans data models and code to identify missing business metrics, KPIs, and opportunities for value creation.
Why this score
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
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onebusiness-intelligence softspark/ai-toolkit · Subagent | 56 | ★ 180 | ≈40 in chat | 20d ago |
| business-analyst wshobson/agents · Subagent Same job: analytics & dashboards | 80 | ★ 41k | ≈69 in chat | 16d ago |
| intelligence-docs CopilotKit/CopilotKit · Skill Both about intelligence | 87 | ★ 38k | ≈24 always | 16d ago |
| WhatsApp Business API by Wassenger wassengerhq/whatsapp-mcp · MCP server Both about business | 56 | ★ 6 | not measured | 9d ago |
| Email Intelligence Engineer GammaLabTechnologies/harmonist · Subagent Both about intelligence | 52 | ★ 2.3k | ≈35 in chat | 5mo ago |
| XposedOrNot Breach Intelligence XposedOrNot/XposedOrNot-API · MCP server Same job: analytics & dashboards | 61 | ★ 103 | not measured | yesterday |