rag_for_git: Instructions file for Claude Code

CLAUDE.md

rag_for_git CLAUDE.md is an instructions file for Claude Code from mimfort/rag_for_git. It costs 21,233 tokens per session, scanned A, original, MIT.

A project instruction file for rag_for_git, a tool that reviews GitHub code changes and uses document and code-structure search to produce comments on changed lines. It also records the project's commands, infrastructure, configuration, and language conventions.

In plain words
What is it for?
Use it when working on the rag_for_git codebase, especially for running unit or integration tests, starting ParadeDB and Neo4j, or preserving the project's Russian-language style.
Why use it?
It gives a coding agent the repository's operating rules in one place, including how to run tests, start services, and handle configuration safely.

Instructions file for Claude Code

Written for Claude Code: PostToolUse hook event. Also seen: mentions CLAUDE.md; mentions subagents; mentions Claude Code.

This is mimfort/rag_for_git's own configuration. It tells Claude Code how to work on rag_for_git 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 rag_for_git configures →

Reuse

Borrowing it

Nothing to install: this file belongs to mimfort/rag_for_git. 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/mimfort/rag_for_git/dev/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/mimfort/rag_for_git

Made for: Claude Code.

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Per session 21,233 This file is loaded in full into every session.
When invoked 21,233 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 $0.21233 $0.21233
Opus 5.5 $0.08493 $0.08493
Sonnet 5.5 $0.04247 $0.04247
Haiku 4.5 $0.02123 $0.02123

Measured 1mo ago against content hash 4bfbbbd4a32c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

rag_for_git CLAUDE.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 1mo 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.

CLAUDE.md · 697 lines

How it starts

The opening of the file, as written. The whole thing — 697 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

О проекте

rag_for_git — агент автоматического ревью pull/merge request'ов: RAG (гибридный поиск) + граф кода + Claude Code-плагин. На вход — PR на GitHub, на выход — inline-комментарии на строки диффа + сводка. Целевой язык анализа — Python; VCS — GitHub (за интерфейсом VCSProvider). Подробный разбор архитектуры и потока данных — в README.md (написан на русском, сверен с кодом).

Язык проекта — русский: комментарии, докстринги, сообщения CLI. Сохраняй этот стиль в новом коде.

Команды

# Инфраструктура: ParadeDB (5433) + Neo4j (7687)
docker compose up -d

# Конфиг: ключи Voyage/GitHub
cp .env.example .env        # .env gitignored, ключи только локально

# Тесты
# unit: без Postgres, Neo4j, localhost-сервисов и внешней сети
.venv/bin/pytest -q
# изолированная инфраструктура integration-тестов
docker compose --profile test up -d --wait paradedb-test neo4j-test
# integration; пайплайну также нужен VOYAGE_API_KEY
.venv/bin/pytest -q -m integration
# только безопасное удаление
docker compose --profile test rm -sfv paradedb-test neo4j-test

# Линт
git config core.hooksPath .githooks   # один раз на клон: pre-commit гоняет ruff по staged .py

# CLI (после pip install -e .)
reviewer check --board-project jira=PRI           # проверить окружение и project-scoped board permissions
reviewer index /path/to/repo --ref main          # построить/обновить base-индекс (вектора + граф) из локального клона
reviewer index /path/to/repo --ref master        # индекс второй ветки (изолированный, тот же деплой)
reviewer search "token verification"              # диагностический гибрид-поиск по base-индексу (первичная ветка)
reviewer search "token verification" --branch master  # поиск по индексу конкретной ветки
reviewer status                                   # здоровье/свежесть индекса по веткам (не тратит Voyage)
reviewer status /path/to/repo --branch dev        # статус конкретной ветки (дрейф vs git HEAD клона)
reviewer migrate-branches                         # одноразовая миграция legacy base → base:<primary> после апгрейда
reviewer serve                                    # веб-админка наблюдаемости на хосте (история прогонов, находки)

# MCP-сервер (для Claude Code-плагина)
reviewer-mcp                               # запустить MCP-сервер (используется плагином)

# Ревью через Claude Code-плагин:
# 1. Открыть репозиторий как проект в Claude Code
# 2. Использовать скилл /rag-reviewer:review-pr (из plugin/)
#    Плагин вызывает prepare_review → analyze (Claude subagents) → publish_review

# На хосте (для разработки фронта): pip install -e ".[web]" && (cd web/frontend && npm install && npm run build) && reviewer serve

Read the full file on GitHub · 697 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. 1mo ago Changed · +58 lines · +1,609 tokens per session 4bfbbbd4a32c
  2. 1mo ago Changed · +17 lines · +453 tokens per session f07a9bfe880a
  3. 1mo ago First seen · 622 lines · 19,171 tokens per session scan A 70ee80ceb3d6

Subscribe to this mod's changes

rag_for_git CLAUDE.md is an instructions file published in the GitHub repository mimfort/rag_for_git (20 stars, last pushed 6d ago), licensed MIT. It adds 21,233 tokens to every session, about $0.0849 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 2026-08-30.

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