Borrowing it
Nothing to install: this file belongs to DataSQRL/sqrl. 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/DataSQRL/sqrl/main/AGENTS.mdgit clone --depth 1 https://github.com/DataSQRL/sqrlWrote 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/datasqrl/sqrl/agents-md)<a href="https://agentmods.dev/instructions/datasqrl/sqrl/agents-md"><img src="https://agentmods.dev/badge/instructions/datasqrl/sqrl/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/datasqrl/sqrl/agents-md"><img src="https://agentmods.dev/badge/instructions/datasqrl/sqrl/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 | $0.02477 | $0.02477 |
| Opus 5.5 | $0.00991 | $0.00991 |
| Sonnet 5.5 | $0.00495 | $0.00495 |
| Haiku 4.5 | $0.00248 | $0.00248 |
Grade B, and why
sqrl AGENTS.md scanned grade B with 1 finding 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 23d 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.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
sudo ln -s $HOME/.docker/run/docker.sock /var/run/docker.sock How it starts
The opening of the file, as written. The whole thing — 237 lines — stays where its author put it; the contents beside it link to each section on GitHub.
DataSQRL
This file provides guidance to coding agents (e.g., Claude Code, Codex) when working with code in this repository.
Project Overview
DataSQRL is an open-source data engineering harness for building data engineering agents designed around human control, correctness, and safety. It extends coding agents with a SQL compiler, a validator, an event-time simulator, and skills. The compiler turns SQL-like scripts (SQRL) into complete data pipelines that integrate Kafka, Flink, PostgreSQL, Iceberg, GraphQL APIs, and LLM tooling. Built with Java 17 and Maven.
External Dependencies
The following repositories contain additional runtime components:
- Flink SQL Runner: Runs the Flink compiled plan and provides additional utilities for Flink
Essential Commands
Build Commands
# Full build and test
mvn clean install
# Build with snapshot updates
mvn clean install -P update-snapshots
# Quick build (skip tests and checks)
mvn clean install -P quickbuild
# Format code automatically
mvn -P dev initialize
# Server-specific builds
mvn clean package # Build fat JAR (vertx-server.jar)
mvn clean package -Pskip-shade-plugin # Build without fat JAR
Testing Commands
# Unit tests only
mvn test
# Integration tests
mvn verify
# Test specific module
mvn test -pl sqrl-planner
# Test specific test method in module
mvn test -pl sqrl-tools/sqrl-config -Dtest=TestClassName#testMethodName
# Container tests (requires Docker images to be built)
mvn -B install -DonlyContainerE2E -pl :sqrl-testing-container -Dit.test=TestClassName
# Container tests with dev profile (recommended)
mvn -B install -Pdev -Dit.test=TestClassName
# Run all container tests (omit -pl when testing container code changes)
mvn -B install -DonlyContainerE2E -Dit.test=*ContainerIT
Code Quality
# Check code formatting
mvn validate-code-format
# Format code (Google Java Format)
mvn -P dev initialize
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.
- 23d ago Changed · +31 tokens per session b19f50bbb1cd
- 25d ago Changed · -99 lines · -985 tokens per session 6a1e40e957bf
- 1mo ago First seen · 336 lines · 3,431 tokens per session scan B 1c6f81d03d3c
sqrl AGENTS.md is an instructions file published in the GitHub repository DataSQRL/sqrl (235 stars, last pushed yesterday), licensed Apache-2.0. It adds 2,477 tokens to every session, about $0.0099 per session on Opus 5.5. A static security scan graded it B with 1 finding (asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-06.
sqrl AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| sqrl AGENTS.mdDataSQRL/sqrl | Instructions file | 235 | yesterday | Apache-2.0 | B | 2,477 | 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 |