vector-db

vector-db is a command for Claude Code from pedrol-cmd/brain-drin. It costs 17 tokens per session (90 once invoked), scanned A, original, MIT.

A tool for keeping the vector database behind a RAG system up to date. RAG, or retrieval-augmented generation, lets an AI find relevant documents before answering.

In plain words
What is it for?
Use it to ingest documents, improve document chunks and embeddings, and remove outdated records from a RAG database.
Why use it?
It helps prevent an AI's searchable knowledge from becoming stale, poorly divided, or filled with obsolete data.

Command for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to ingest documents, improve document chunks and embeddings, and remove outdated records from a RAG database.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/pedrol-cmd/brain-drin/vector-db
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/pedrol-cmd/brain-drin

Made for: Claude Code.

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 vector-db

README.md
[![agentmods](https://agentmods.dev/badge/commands/pedrol-cmd/brain-drin/vector-db.svg)](https://agentmods.dev/commands/pedrol-cmd/brain-drin/vector-db)
Your own site
<a href="https://agentmods.dev/commands/pedrol-cmd/brain-drin/vector-db"><img src="https://agentmods.dev/badge/commands/pedrol-cmd/brain-drin/vector-db.svg" alt="Measured on agentmods" height="20"></a>
Per session 17 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 90 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 $0.00017 $0.00090
Opus 5 $0.00009 $0.00045
Sonnet 5 $0.00003 $0.00018
Haiku 4.5 $0.00002 $0.00009

Measured 3d ago against content hash 5a5ecc792f1c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

vector-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.

.claude/commands/vector-db.md · 18 lines

What it actually says

/vector-db

Mantém o cérebro do seu sistema RAG atualizado e eficiente.

Usage

  1. Ingestão de novos documentos.
  2. Otimização de chunks e embeddings.
  3. Pruning de dados obsoletos.

Specialist Agent

@data-engineer

skill: drin-vector-database-sync

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. 3d ago First seen · 18 lines · 17 tokens per session scan A 5a5ecc792f1c

Subscribe to this mod's changes

vector-db is a command published in the GitHub repository pedrol-cmd/brain-drin (11 stars, last pushed 4mo ago), licensed MIT. It adds 17 tokens to every session and 90 once invoked, about $0.0001 per session on Opus 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.