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.
git clone --depth 1 https://github.com/terrene-foundation/kailash-coc-claude-pyWrote 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/kailash-coc-claude-py/db)<a href="https://agentmods.dev/commands/terrene-foundation/kailash-coc-claude-py/db"><img src="https://agentmods.dev/badge/commands/terrene-foundation/kailash-coc-claude-py/db/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/commands/terrene-foundation/kailash-coc-claude-py/db"><img src="https://agentmods.dev/badge/commands/terrene-foundation/kailash-coc-claude-py/db.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 | $0.00000 | $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 7d 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.
Copies of this mod
1 near-identical copy found in the catalogue:
- db — 100% identical, 0 lines differ
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.
- 7d ago First seen · 77 lines · 0 tokens per session scan A d1c94848aef2
db is a command published in the GitHub repository terrene-foundation/kailash-coc-claude-py (12 stars, last pushed 22d 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 2026-09-03.
Other commands, from other repositories
refactor-stack
Coordinated architecture refactor — change database, cloud provider, or framework with full SDL consistency.
db-enum
Enumerate/exploit a database — connect and read first, heavy brute only when justified.
discover-database
Load database skills (PostgreSQL, MongoDB, Redis, optimization).
psql-query
Run ad-hoc PostgreSQL analytics queries against dev/test database.
db
Set up or operate Supabase Postgres for this project.
member-import
Bulk member import from CSV/Excel with validation, batch processing, and error handling.