build-rag

build-rag is a command for coding agents from Simon-Hwang/gg-plugins. It costs 79 tokens per session (1,516 once invoked), scanned A, original, no licence file.

A command that builds a searchable knowledge base from a code repository. RAG, or retrieval-augmented generation, lets an AI find relevant project information before answering questions; the command also creates layered documentation, API contracts, an architecture-decision index, and a code-relationship graph.

In plain words
What is it for?
Use it to document a repository, map its code and interfaces, and prepare project knowledge for AI-assisted development. Large repositories and monorepos—repositories containing multiple related projects—can be processed in stages with checkpoints.
Why use it?
It gives an AI organized project context instead of making it search through the repository from scratch each time.

Command

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.

agentmods
npx agentmods add commands/simon-hwang/gg-plugins/build-rag
Clone the repo
git clone --depth 1 https://github.com/Simon-Hwang/gg-plugins

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 build-rag

README.md
[![agentmods](https://agentmods.dev/badge/commands/simon-hwang/gg-plugins/build-rag.svg)](https://agentmods.dev/commands/simon-hwang/gg-plugins/build-rag)
Your own site
<a href="https://agentmods.dev/commands/simon-hwang/gg-plugins/build-rag"><img src="https://agentmods.dev/badge/commands/simon-hwang/gg-plugins/build-rag.svg" alt="Measured on agentmods" height="20"></a>
Per session 79 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,516 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.00079 $0.01516
Opus 5 $0.00039 $0.00758
Sonnet 5 $0.00016 $0.00303
Haiku 4.5 $0.00008 $0.00152

Measured 3d ago against content hash 8d4411ef9179, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

build-rag 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.

plugins/gg/commands/build-rag.md · 115 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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 · 115 lines · 79 tokens per session scan A 8d4411ef9179

Subscribe to this mod's changes

build-rag is a command published in the GitHub repository Simon-Hwang/gg-plugins (2 stars, last pushed 1mo ago), with no licence file. It adds 79 tokens to every session and 1,516 once invoked, about $0.0004 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 2026-08-31.