quickrag: Instructions file for Codex

AGENTS.md

quickrag AGENTS.md is an instructions file for Codex, OpenCode from statico/quickrag. It costs 633 tokens per session, scanned A, original, Unlicense.

A concise project guide for QuickRAG, a tool that indexes documents and answers questions from them. RAG means retrieving relevant stored text before generating an answer.

In plain words
What is it for?
It is for releasing versions, indexing and querying test documents, and running QuickRAG tests with the supplied configuration.
Why use it?
It records release steps, coding preferences, test data, and the required Ollama embedding model so development and testing follow the project's conventions.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

This is statico/quickrag's own configuration. It tells Codex and OpenCode how to work on quickrag itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything quickrag configures →

Reuse

Borrowing it

Nothing to install: this file belongs to statico/quickrag. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/statico/quickrag/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/statico/quickrag

Made for: Codex, OpenCode.

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 quickrag AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/statico/quickrag/agents-md/github.svg)](https://agentmods.dev/instructions/statico/quickrag/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/statico/quickrag/agents-md"><img src="https://agentmods.dev/badge/instructions/statico/quickrag/agents-md/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.

agentmods 80×15 button for quickrag AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/statico/quickrag/agents-md"><img src="https://agentmods.dev/badge/instructions/statico/quickrag/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 633 This file is loaded in full into every session.
When invoked 633 The same file — it is already loaded in full.
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 $0.00633 $0.00633
Opus 5.5 $0.00253 $0.00253
Sonnet 5.5 $0.00127 $0.00127
Haiku 4.5 $0.00063 $0.00063

Measured 2mo ago against content hash 7ce2c6f1f011, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

quickrag AGENTS.md 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 2mo 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.

AGENTS.md · 73 lines

How it starts

The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.

QuickRAG

Keep this file brief and concise. Remove redundant information and condense verbose sections.

Releasing

  1. Update version: npm version <major|minor|patch> --no-git-tag-version
  2. Commit and tag: git add package.json && git commit -m "vX.Y.Z" && git tag vX.Y.Z
  3. Push: git push && git push origin vX.Y.Z
  4. Add release notes: gh release edit vX.Y.Z --notes "..." (summarize changes since last version)

Code Style

  • Keep code brief and concise
  • Minimize comments - code should be self-explanatory
  • Use official npm packages, not local references

Testing with test/ Data

The test directory contains sample documents for testing. Use the test config file to ensure consistent testing.

Setup

  1. Ensure Ollama is running with nomic-embed-text model available
  2. The test config is at test/config.yaml (defaults to ollama)

Basic Test Commands

Index test data (with timing):

time bun run src/index.ts index test/ --config test/config.yaml --clear

Query the indexed data:

time bun run src/index.ts query index.rag "who is sherlock holmes" --config test/config.yaml
time bun run src/index.ts query index.rag "what is frankenstein" --config test/config.yaml

Test deduplication (with timing):

# First index
time bun run src/index.ts index test/ --config test/config.yaml --clear

# Index again (should skip existing chunks - should be very fast)
time bun run src/index.ts index test/ --config test/config.yaml

# Modify a file and re-index (should only index new chunks)
echo "test" >> test/sherlock-holmes.txt
time bun run src/index.ts index test/ --config test/config.yaml
git checkout test/sherlock-holmes.txt  # restore file

Performance Testing

Compare indexing performance:

# Full index (should show batch counts and timing)
time bun run src/index.ts index test/ --config test/config.yaml --clear

# Re-index (should be fast, skipping existing chunks)
time bun run src/index.ts index test/ --config test/config.yaml

Read the full file on GitHub · 73 lines

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. 2mo ago First seen · 73 lines · 633 tokens per session scan A 7ce2c6f1f011

Subscribe to this mod's changes

quickrag AGENTS.md is an instructions file published in the GitHub repository statico/quickrag (5 stars, last pushed 9mo ago), licensed Unlicense. It adds 633 tokens to every session, about $0.0025 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 2026-08-31.

Related

quickrag AGENTS.md compared with instructions from other repositories

quickrag AGENTS.md next to 6 instructions from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
quickrag AGENTS.mdstatico/quickragInstructions file59mo agoUnlicenseA633Codex, OpenCode
vscode buildNext.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA9,719GitHub Copilot
next.js AGENTS.mdvercel/next.jsInstructions file143kyesterdayMITA7,461Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchainInstructions file149kyesterdayMITA4,680Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA5,516GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode