tech-business-analyst

tech-business-analyst is a cursor rule for Cursor from GktuOktay/ai-skills. It costs 0 tokens per session (489 once invoked), scanned A, original, MIT.

A guide for turning product and user-interface designs into technical requirements, data models, API contracts, and developer tasks.

In plain words
What is it for?
It helps write user stories and acceptance criteria, define UI states and data fields, describe API requests and responses, and break features into tasks.
Why use it?
It fills in missing implementation details before development begins, including loading, error, permission, and edge-case behavior.

Cursor rule for Cursor

Written for Cursor: a Cursor rule (.mdc).

Good fit It helps write user stories and acceptance criteria, define UI states and data fields, describe API requests and responses, and break features into tasks.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/gktuoktay/ai-skills/tech-business-analyst
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.

Clone the repo
git clone --depth 1 https://github.com/GktuOktay/ai-skills

Made for: Cursor.

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 tech-business-analyst

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

Your own site · 80×15
<a href="https://agentmods.dev/rules/gktuoktay/ai-skills/tech-business-analyst"><img src="https://agentmods.dev/badge/rules/gktuoktay/ai-skills/tech-business-analyst.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Nothing until a file matches its globs; then the whole rule loads.
When invoked 489 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 $0.00000 $0.00489
Opus 5 $0.00000 $0.00244
Sonnet 5 $0.00000 $0.00098
Haiku 4.5 $0.00000 $0.00049

Measured 8d ago against content hash 7bca50bb5306, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

tech-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 8d 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/cursor/rules/tech-business-analyst.mdc · 49 lines

What it actually says

Technical Business Analyst

This skill bridges Product Design / UX concepts into actionable technical specifications, data models, and developer task breakdowns.

Analysis Methodology

When reviewing a feature or design proposal, conduct a 5-step analysis:

1. Functional Requirements & User Stories

  • Break down design into User Stories: As a... I want to... So that...
  • Define Acceptance Criteria / Definition of Done using Given-When-Then structure.

2. Data Model & UI State Matrix

  • Required Data Fields: Data types (String, Enum, Date) needed by UI components.
  • UI State Matrix:
    • Loading State: Visual fallback during async fetch.
    • Empty State: First-use or empty result behavior.
    • Error State: API failures or server error handling.
    • Success / Partial State: Behavior on partial data.

3. API & Integration Contracts

  • Define endpoints required to support the UI:
    • GET /api/... (Fetching, pagination, filters)
    • POST / PUT / DELETE (Mutations)
  • Provide sample Request/Response JSON payloads.

4. Edge Cases & Boundary Conditions

  • Auth / RBAC: Behavior for unauthorized vs admin roles.
  • Network/Offline: Handling disconnection or draft preservation.
  • Validation Limits: Long text handling, rapid multi-clicks (debounce/throttle requirements).

5. Technical Task Breakdown

Structure tasks for JIRA / GitHub Issues:

  • 🔹 Backend Tasks: DB schema changes, API endpoints.
  • 🔹 Frontend Tasks: Component building, state wiring, API integration.
  • 🔹 Testing Tasks: Verification steps and test coverage.

Output Template

  1. 🎯 Feature & Spec Summary
  2. 📋 User Story & Acceptance Criteria
  3. 🔌 Technical & API Contracts (Sample JSONs + UI State Matrix)
  4. ⚠️ Critical Edge Cases & Risks
  5. 🛠️ Developer Task Breakdown (Backend / Frontend / Validation)
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. 8d ago First seen · 49 lines · 489 tokens per session scan A 7bca50bb5306

Subscribe to this mod's changes

tech-business-analyst is a cursor rule published in the GitHub repository GktuOktay/ai-skills (2 stars, last pushed 9d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 489 tokens. 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 2026-09-03.