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 agentmods add commands/terrene-foundation/metis/dbgit clone --depth 1 https://github.com/terrene-foundation/metisWrote 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/commands/terrene-foundation/metis/db)<a href="https://agentmods.dev/commands/terrene-foundation/metis/db"><img src="https://agentmods.dev/badge/commands/terrene-foundation/metis/db.svg" alt="Measured on agentmods" 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 | $0.00000 | $0.00565 |
| Opus 5 | $0.00000 | $0.00282 |
| Sonnet 5 | $0.00000 | $0.00113 |
| Haiku 4.5 | $0.00000 | $0.00056 |
Grade A, and why
db 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 3d 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 — 77 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/db - DataFlow Quick Reference
Purpose
Load the DataFlow skill for zero-config database operations with automatic model-to-node generation.
Step 0: Verify Project Uses Kailash DataFlow
Before loading DataFlow patterns, check that this project uses Kailash DataFlow:
- Look for
kailash-dataflowordataflowinrequirements.txt,pyproject.toml - Look for
from dataflow/import dataflowin source files
If not found, inform the user: "This project doesn't appear to use Kailash DataFlow. These patterns may not apply. Continue anyway?"
Quick Reference
| Command | Action |
|---|---|
/db |
Load DataFlow patterns and database basics |
/db model |
Show @db.model decorator patterns |
/db crud |
Show CRUD operation patterns |
/db bulk |
Show bulk operation patterns |
What You Get
- @db.model decorator patterns
- Auto-generated nodes (11 per SQL model, 8 for MongoDB)
- CRUD, bulk operations, transactions
- Multi-tenancy and multi-instance patterns
- PostgreSQL, SQLite, MongoDB support
Quick Pattern
from dataflow import DataFlow
db = DataFlow("sqlite:///app.db")
@db.model
class User:
id: int = field(primary_key=True)
name: str
created_at: datetime = field(auto_now_add=True) # Auto-managed
# Creates 11 nodes automatically: CreateUser, ReadUser, UpdateUser, etc.
Critical Gotchas
| Rule | Why |
|---|---|
Primary key MUST be named id |
DataFlow convention requirement |
NEVER manually set created_at/updated_at |
Auto-managed fields |
| CreateNode uses FLAT params | Not nested under data |
UpdateNode uses filter + fields |
Different from CreateNode pattern |
| DataFlow is NOT an ORM | It generates workflow nodes |
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.
- 3d ago First seen · 77 lines · 0 tokens per session scan A d1c94848aef2
db is a command published in the GitHub repository terrene-foundation/metis (2 stars, last pushed 4mo ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 565 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 2026-08-31.
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monitor-ci
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config
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database-setup
Use when a project needs to store data and has no database yet. Setting up Supabase, creating tables, writing queries, and connecting them to the frontend. Written for designers.
ingest
Manually add knowledge to the Weaviate store.