AGENTS.mdA
AGENTS.md from optima-cityu/llm4ad_next is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add optima-cityu/llm4ad_next/AGENTS.md@git:20260830.69fa0abPins git:20260830.69fa0ab in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- optima-cityu/llm4ad_next
- Path
AGENTS.md- Versions recorded
- 1
- Latest version
- git:20260830.69fa0ab, committed Aug 30, 2026
- Size
- 6,883 bytes
- Repository stars
- 674
- License
- BSD-3-Clause
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AGENTS.md This file provides guidance to Codex (Codex.ai/code) when working with code in this repository. ## Common Development Commands All commands should be run from the repository root. ### Dependency Management - Install all dependencies (including development extras): `uv sync` - Install specific optional extras: `uv sync --extra <extra1>,<extra2>` (e.g. `uv sync --extra docs,providers`) - Available extras: `infra`, `providers`, `eval`, `dev`, `docs`, `all` ### Comments - write docstring and in Google format - all comments in english ### Code Quality - Format code: ```bash black src/ tests/ isort src/ tests/ ruff check src/ tests/ --fix ``` - Lint code: `ruff check src/ tests/` (ruff configured in pyproject.toml under [tool.ruff.lint] section) - Type check: `mypy src/` ### Testing - Run all tests: `pytest` - Run tests with coverage report: `pytest --cov=src/llm4ad` - Run only unit tests: `pytest -m unit` - Run only integration tests: `pytest -m integration` - Run specific test file: `pytest tests/path/to/test_file.py` - Run specific test function: `pytest tests/path/to/test_file.py::test_function_name` - Run CLI tests: `pytest tests/frontend/test_cli.py` …
Read the whole file at its exact version.
How to install
mdr add optima-cityu/llm4ad_next/AGENTS.md@sha256:e889b214433fd2acThe line at the top of this page pins the label git:20260830.69fa0ab, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_tko3j7nvp6jppxpt)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 30, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (6883 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
optima-cityu/llm4ad_next · 674 stars · license BSD-3-Clause · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tko3j7nvp6jppxpt GET https://markdownregistry.com/api/v1/resolve?ref=optima-cityu/llm4ad_next/AGENTS.md GET https://markdownregistry.com/api/v1/blob/e889b214433fd2ac75bce8e2bb7356bc801ba6e6cc05e72b863e0a21871e645b
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.
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