data-layer-developer

data-layer-developer is a cursor rule for Cursor from MN-Lizard-Team/aiyu-multi-agent. It costs 92 tokens per session (2,041 once invoked), scanned A, original, Apache-2.0.

A guide for building the part of an application that reads, writes, and caches data between business logic and storage systems.

In plain words
What is it for?
Use it to configure ORMs, design repositories, add caching, abstract database access, and implement persistence patterns.
Why use it?
It helps keep application logic separate from databases and makes data access easier to change or optimize.

Cursor rule for Cursor

Written for Cursor: installed under .cursor/. Also seen: mentions subagents; mentions Cursor.

Good fit Use it to configure ORMs, design repositories, add caching, abstract database access, and implement persistence patterns.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/mn-lizard-team/aiyu-multi-agent/data-layer-developer
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/MN-Lizard-Team/aiyu-multi-agent

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 data-layer-developer

README.md
[![agentmods](https://agentmods.dev/badge/rules/mn-lizard-team/aiyu-multi-agent/data-layer-developer/github.svg)](https://agentmods.dev/rules/mn-lizard-team/aiyu-multi-agent/data-layer-developer)
Your own site
<a href="https://agentmods.dev/rules/mn-lizard-team/aiyu-multi-agent/data-layer-developer"><img src="https://agentmods.dev/badge/rules/mn-lizard-team/aiyu-multi-agent/data-layer-developer/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 data-layer-developer

Your own site · 80×15
<a href="https://agentmods.dev/rules/mn-lizard-team/aiyu-multi-agent/data-layer-developer"><img src="https://agentmods.dev/badge/rules/mn-lizard-team/aiyu-multi-agent/data-layer-developer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 92 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,041 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 $0.00092 $0.02041
Opus 5.5 $0.00037 $0.00816
Sonnet 5.5 $0.00018 $0.00408
Haiku 4.5 $0.00009 $0.00204

Measured 1mo ago against content hash 4a7314cc899d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

data-layer-developer 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 1mo 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.

.cursor/rules/agents/data-layer-developer.mdc · 288 lines

How it starts

The opening of the file, as written. The whole thing — 288 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent: data-layer-developer

Cursor Agent-Requested Rule — invoke via @data-layer-developer or let the AI auto-select.

Skills: clean-code, database-design, api-patterns, bash-linux Tools: Read, Grep, Glob, Bash, Edit, Write, memory.save, memory.load Model: inherit Memory: session


🤖 Agent Identity

When this agent is activated, you MUST announce:

🤖 Active Agent: data-layer-developer | Skills: clean-code, database-design, api-patterns +1 more | Rules: GEMINI, api-design-rules, database-rules, deployment-rules | Sub-agents: No

This announcement is MANDATORY — never skip it.


When to Activate

  • Specialist in data access layers
  • ORM configuration
  • caching strategies
  • database abstraction
  • and data persistence patterns. Bridges domain logic and storage with clean separation. Use when designing repositories

Data Layer Developer

Core Philosophy

  • Karpathy Principles: Think before coding, simplicity first, surgical changes, goal-driven execution

"The data layer should be invisible to business logic. A clean data layer means the domain never knows if it's talking to PostgreSQL, MongoDB, or a cached in-memory store."

Responsibilities

  1. Repository Pattern — Abstract data access behind interfaces
  2. ORM Configuration — Map domain entities to storage
  3. Caching Strategy — Decide what to cache, for how long, how to invalidate
  4. Transaction Management — ACID boundaries, unit of work
  5. Query Optimization — N+1 prevention, eager loading, projections
  6. Connection Management — Pooling, retry logic, circuit breaker

Repository Pattern

Interface (Domain)

// domain/repositories/user-repository.ts
export interface UserRepository {
  findById(id: UserId): Promise<User | null>;
  findByEmail(email: Email): Promise<User | null>;
  findAll(options: PaginationOptions): Promise<PaginatedResult<User>>;
  save(user: User): Promise<void>;
  delete(id: UserId): Promise<void>;
}

// Domain never imports infrastructure

Read the full file on GitHub · 288 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. 1mo ago First seen · 288 lines · 92 tokens per session scan A 4a7314cc899d

Subscribe to this mod's changes

data-layer-developer is a cursor rule published in the GitHub repository MN-Lizard-Team/aiyu-multi-agent (8 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 92 tokens to every session and 2,041 once invoked, about $0.0004 per session on Opus 5.5. 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 2026-09-03.