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.
curl -O https://raw.githubusercontent.com/statico/quickrag/main/AGENTS.mdgit clone --depth 1 https://github.com/statico/quickragWrote 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/instructions/statico/quickrag/agents-md)<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.
<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>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 | $0.00633 | $0.00633 |
| Opus 5.5 | $0.00253 | $0.00253 |
| Sonnet 5.5 | $0.00127 | $0.00127 |
| Haiku 4.5 | $0.00063 | $0.00063 |
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.
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
- Update version:
npm version <major|minor|patch> --no-git-tag-version - Commit and tag:
git add package.json && git commit -m "vX.Y.Z" && git tag vX.Y.Z - Push:
git push && git push origin vX.Y.Z - 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
- Ensure Ollama is running with
nomic-embed-textmodel available - 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
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.
- 2mo ago First seen · 73 lines · 633 tokens per session scan A 7ce2c6f1f011
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.
quickrag AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| quickrag AGENTS.mdstatico/quickrag | Instructions file | 5 | 9mo ago | Unlicense | A | 633 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |