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CLAUDE.mdA

CLAUDE.md from optima-cityu/llm4ad_next is a CLAUDE.md file: the standing instructions Claude Code reads in that repo.

Install it, pinned

mdr add optima-cityu/llm4ad_next/CLAUDE.md@git:20260812.3a82775

Pins git:20260812.3a82775 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 14 of 14 checks passed
Kind: CLAUDE.md file
Repository: optima-cityu/llm4ad_next
Path: CLAUDE.md
Versions recorded: 4
Latest version: git:20260812.3a82775, committed Aug 12, 2026
First version recorded: Jun 9, 2026
Size: 6,890 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

# CLAUDE.md

This file provides guidance to Claude Code (claude.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`
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add optima-cityu/llm4ad_next/CLAUDE.md@sha256:80b21a8be4ec8e79

The line at the top of this page pins the label git:20260812.3a82775, 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.

Badge

[![mdr](https://markdownregistry.com/badge/art_msbxsqj6lt75jwqa.svg)](https://markdownregistry.com/a/art_msbxsqj6lt75jwqa)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Jun 9, 2026 and Aug 12, 2026, about one every 21 days.

version	committed	commit	size	audit
git:20260812.3a82775 latest	2026-08-12	3a82775	6,890 B	A	view · diff
git:20260715.bc446de	2026-07-15	bc446de	6,604 B	A	view · diff
git:20260704.b376e16	2026-07-04	b376e16	6,172 B	A	view · diff
git:20260609.8e25acd	2026-06-09	8e25acd	6,174 B	A	view

Audit of the latest version

A 14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Size between 200 bytes and 200 KB (6890 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

GitHub

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_msbxsqj6lt75jwqa
GET https://markdownregistry.com/api/v1/resolve?ref=optima-cityu/llm4ad_next/CLAUDE.md
GET https://markdownregistry.com/api/v1/blob/80b21a8be4ec8e79a06cc12070fd126df1d3929e2be86023799d7964a340adf4

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: what a CLAUDE.md file is · keeping AGENTS.md and CLAUDE.md in sync · which agent file does what.

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