Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
Muse
Dots+22 moreClaude CodeCursorCodex CLIMuseDots
OpenClaw
Manus
Grok
Grok Bot+18 agentsBusiness Analyst For Coding Agents
The problem Vague project descriptions lead to scope creep and implementation errors.
$9.99
Business Analyst For Coding Agents
Example session with this skill installed
/ai-ba So, I have this idea. I need a Telegram bot to download music, so I can send it an artist. If I send it an artist, it sends me the top 10 tracks and downloads them. Or if I just tell it an artist without the top 10, it should send me a list of all their tracks so I can choose which ones to download, click on them, and it will, basically, make the final selection for me, and upload it to Telegram. And also write instructions on how to deploy all this.
- Read your context and instructions
- Compiled the business analyst
- Generated the UI component
full output on github: https://github.com/useitforgood/pb/blob/main/ai-ba/tspec-telegram-music-bot.md
ai-ba.tsx
TSX · React component
Example file from a real run - the skill writes it into your workspace.
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
The problem
Vague project descriptions lead to scope creep and implementation errors. Translating a napkin sketch into a developer-ready technical specification takes hours of manual documentation.
What it does
- Classifies system types to apply relevant architectural patterns automatically.
- Fills missing requirements with deterministic defaults for retries, timeouts, and auth.
- Generates comprehensive Markdown specs including data flows and error handling tables.
- Writes implementation-ready files directly to your workspace using bash tools.
- Enforces strict algorithmic logic for every conditional branch in the processing steps.
Frameworks & tools
Markdown, Bash, Filesystem, AI Agents.
Why this beats prompting it yourself
A standard LLM prompt often yields prose-heavy, ambiguous summaries. This skill uses a multi-step pipeline and a fixed resolution order to ensure every edge case has a defined behavior and every table is cross-validated for consistency.
Use cases
- Formalize a Slack conversation into a technical requirements document.
- Generate structured specifications for MCP servers or API wrappers.
- Create consistent documentation for legacy scripts with missing specs.
- Draft unambiguous prompts for other AI agents to execute.
Known limitations
Persists data in-memory by default unless you explicitly request a database. Generated files are saved to a specific ai-ba subfolder.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
Free skills download straight away. Paid skills unlock right after purchase.
- 2
Unzip into your skills folder
Every agent reads skills from one folder on your machine. Drop the unzipped folder in there.
- 3
Ask your agent to use it
Restart the agent if it was already running. It picks the skill up automatically - no config needed.
Skills folder by agent
Click the path to copy it. Create the folder if it does not exist yet.
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- Passed all security checks, Safe to install