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.
npx skills add alinaqi/maggy --skill database-schemagit clone --depth 1 https://github.com/alinaqi/maggyWrote 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/alinaqi/maggy/database-schema)<a href="https://agentmods.dev/skills/alinaqi/maggy/database-schema"><img src="https://agentmods.dev/badge/skills/alinaqi/maggy/database-schema/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/alinaqi/maggy/database-schema"><img src="https://agentmods.dev/badge/skills/alinaqi/maggy/database-schema.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 6 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium MCP Rug Pull · line 39 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 169 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 314 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 318 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 313 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium Excessive Agency · line 359 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 | $0.00016 | $0.02936 |
| Opus 5.5 | $0.00006 | $0.01174 |
| Sonnet 5.5 | $0.00003 | $0.00587 |
| Haiku 4.5 | $0.00002 | $0.00294 |
Grade A, and why
database-schema 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.
How it starts
The opening of the file, as written. The whole thing — 380 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Database Schema Awareness Skill
Problem: Claude forgets schema details mid-session - wrong column names, missing fields, incorrect types. TDD catches this at runtime, but we can prevent it earlier.
Core Rule: Read Schema Before Writing Database Code
MANDATORY: Before writing ANY code that touches the database:
┌─────────────────────────────────────────────────────────────┐
│ 1. READ the schema file (see locations below) │
│ 2. VERIFY columns/types you're about to use exist │
│ 3. REFERENCE schema in your response when writing queries │
│ 4. TYPE-CHECK using generated types (Drizzle/Prisma/etc) │
└─────────────────────────────────────────────────────────────┘
If schema file doesn't exist → CREATE IT before proceeding.
Schema File Locations (By Stack)
| Stack | Schema Location | Type Generation |
|---|---|---|
| Drizzle | src/db/schema.ts or drizzle/schema.ts |
Built-in TypeScript |
| Prisma | prisma/schema.prisma |
npx prisma generate |
| Supabase | supabase/migrations/*.sql + types |
supabase gen types typescript |
| SQLAlchemy | app/models/*.py or src/models.py |
Pydantic models |
| TypeORM | src/entities/*.ts |
Decorators = types |
| Raw SQL | schema.sql or migrations/ |
Manual types required |
Schema Reference File (Recommended)
Create _project_specs/schema-reference.md for quick lookup:
# Database Schema Reference
*Auto-generated or manually maintained. Claude: READ THIS before database work.*
## Tables
### users
| Column | Type | Nullable | Default | Notes |
|--------|------|----------|---------|-------|
| id | uuid | NO | gen_random_uuid() | PK |
| email | text | NO | - | Unique |
| name | text | YES | - | Display name |
| created_at | timestamptz | NO | now() | - |
| updated_at | timestamptz | NO | now() | - |
### orders
| Column | Type | Nullable | Default | Notes |
|--------|------|----------|---------|-------|
| id | uuid | NO | gen_random_uuid() | PK |
| user_id | uuid | NO | - | FK → users.id |
| status | text | NO | 'pending' | enum: pending/paid/shipped/delivered |
| total_cents | integer | NO | - | Amount in cents |
| created_at | timestamptz | NO | now() | - |
## Relationships
- users 1:N orders (user_id)
## Enums
- order_status: pending, paid, shipped, delivered
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.
- 1mo ago First seen · 380 lines · 16 tokens per session scan A 7f2adf8f398f
database-schema is a skill published in the GitHub repository alinaqi/maggy (710 stars, last pushed 7d ago), licensed MIT. It adds 16 tokens to every session and 2,936 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 2026-08-30.
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