Borrowing it
Nothing to install: this file belongs to systemowiec/ai-agents-workspace-starter. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/systemowiec/ai-agents-workspace-starter/main/.agents/skills/database-patterns/SKILL.mdgit clone --depth 1 https://github.com/systemowiec/ai-agents-workspace-starterWrote 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.
[](https://agentmods.dev/skills/systemowiec/ai-agents-workspace-starter/database-patterns)<a href="https://agentmods.dev/skills/systemowiec/ai-agents-workspace-starter/database-patterns"><img src="https://agentmods.dev/badge/skills/systemowiec/ai-agents-workspace-starter/database-patterns/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.
<a href="https://agentmods.dev/skills/systemowiec/ai-agents-workspace-starter/database-patterns"><img src="https://agentmods.dev/badge/skills/systemowiec/ai-agents-workspace-starter/database-patterns.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00018 | $0.00755 |
| Opus 5.5 | $0.00007 | $0.00302 |
| Sonnet 5.5 | $0.00004 | $0.00151 |
| Haiku 4.5 | $0.00002 | $0.00076 |
Grade A, and why
database-patterns scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill: Database Patterns
Database access patterns. Read when working with models, repositories, migrations.
Stack
- MariaDB 11+ (MySQL-compatible)
- SQLAlchemy 2.x async (asyncmy driver)
- Alembic for migrations
- Container:
infra/docker-compose.yml-> servicemariadb
Connection
- Env var:
DATABASE_URL=mysql+asyncmy://${DB_USER}:${DB_PASSWORD}@mariadb:3306/${DB_NAME} - Inside Docker use hostname
mariadb(service name), NOTlocalhost.
Repository Pattern (Hexagonal)
The database is an adapter. Never import SQLAlchemy in the domain/application layer.
domain/
ports.py -> ABC interfaces (UserRepository, OrderRepository)
entities.py -> Pure Python classes (dataclass, no ORM)
application/
services.py -> Uses ports (DI), unaware of SQLAlchemy
infrastructure/
adapters/
db/
models.py -> SQLAlchemy ORM models (Base, User, Order)
repositories.py -> Port implementations (SQLAlchemy queries)
session.py -> AsyncSession factory
Port (interface)
- File:
domain/ports.py - ABC class with
@abstractmethodasync methods (e.g.get_by_id,save,list_active) - Return domain entities, not ORM models
Adapter (implementation)
- File:
infrastructure/adapters/db/repositories.py - Accept
AsyncSessionin__init__ - Use
session.get()+.to_entity()for retrieval - Use
session.add()+session.flush()for persistence (NOTsession.commit()- let session factory handle commit)
ORM Model
- File:
infrastructure/adapters/db/models.py - Inherit from
DeclarativeBase - Implement
to_entity()instance method andfrom_entity()classmethod for domain entity conversion - Use
Columnwith explicit types, indexes, and constraints
Session Factory
- File:
infrastructure/adapters/db/session.py create_async_engine+async_sessionmakerwithexpire_on_commit=False- Wrap in
async with session.begin():to auto-commit/rollback - Use as FastAPI dependency via
Depends(get_session)
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.
- 2mo ago First seen · 96 lines · 18 tokens per session scan A 854d09084a22
database-patterns is a skill published in the GitHub repository systemowiec/ai-agents-workspace-starter (2 stars, last pushed 7mo ago), licensed MIT. It adds 18 tokens to every session and 755 once invoked, about $0.0001 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 2026-08-31.
database-patterns compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| database-patternssystemowiec/ai-agents-workspace-starter | Skill | 2 | 7mo ago | MIT | A | 18 | Claude Code, Codex |
| create-prprisma/orm | Skill | 48k | today | Apache-2.0 | A | 48 | Claude Code, Codex |
| schema-explorationlangchain-ai/deepagents | Skill | 31k | today | MIT | A | 57 | Claude Code, Codex |
| atlas-mssqlariga/atlas | Skill | 8.8k | 2d ago | Apache-2.0 | A | 163 | Claude Code |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | today | MIT | A | 115 | Claude Code, Codex |
| nornicdb-cypher-queriesorneryd/NornicDB | Skill | 924 | today | MIT | A | 79 | Claude Code, Codex |
| volcengine-rds-postgresqlbytedance/agentkit-samples | Skill | 484 | yesterday | Apache-2.0 | A | 63 | Claude Code, Codex |