-Auto-Accounting CLAUDE.md

-Auto-Accounting CLAUDE.md is an instructions file for coding agents from supremehui/-Auto-Accounting. It costs 598 tokens per session, scanned A, original, Apache-2.0.

A project instruction file that explains the Auto-Accounting app's Android architecture, code layout, build rules, and main data flow.

In plain words
What is it for?
It helps with Android work involving Kotlin, screen capture, vision-model processing, notifications, and widgets.
Why use it?
It gives a coding agent the project background needed to make changes in the right parts of the app and avoid disallowed commands.

Instructions file

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/supremehui/-auto-accounting/claude-md
Clone the repo
git clone --depth 1 https://github.com/supremehui/-Auto-Accounting

Wrote 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.

agentmods badge for -Auto-Accounting CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/supremehui/-auto-accounting/claude-md.svg)](https://agentmods.dev/instructions/supremehui/-auto-accounting/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/supremehui/-auto-accounting/claude-md"><img src="https://agentmods.dev/badge/instructions/supremehui/-auto-accounting/claude-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 598 This file is loaded in full into every session.
When invoked 598 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.00598 $0.00598
Opus 5 $0.00299 $0.00299
Sonnet 5 $0.00120 $0.00120
Haiku 4.5 $0.00060 $0.00060

Measured today against content hash 6101679a74d8, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

-Auto-Accounting 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 today.

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 · 67 lines

How it starts

The opening of the file, as written. The whole thing — 67 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. Communicate in Chinese.

Project Overview

PinMe is an Android app (Kotlin, Jetpack Compose) that captures screenshots via a Quick Settings tile, uses vision LLMs to extract key information (pickup codes, train tickets, verification codes, etc.), and displays results through Flyme Live Notifications (Meizu-specific) or standard notifications plus a home screen widget.

Package: supreme Min SDK: 33 | Target SDK: 36

Build Commands

Never use ./gradlew build in this project.

Architecture

Core Flow

  1. QuickCaptureTileService - Quick Settings tile triggers CaptureActivity
  2. CaptureActivity - Requests MediaProjection permission, captures screen as Bitmap
  3. ExtractWorkflow - Sends screenshot to vision LLM, parses JSON response
  4. UnifiedNotificationManager - Shows result via Flyme Live Notification (if available) or standard notification
  5. PinMeWidget - Glance AppWidget displays recent extractions

Key Components

Package Purpose
capture/ Screen capture via MediaProjection API
extract/ LLM workflow and JSON parsing
vllm/ OpenAI-compatible API client (OkHttp)
notification/ Notification handling with Flyme Live Notification support
widget/ Glance AppWidget implementation
db/ Room database for preferences and extraction history
service/ LiveNotification service for Flyme integration

LLM Configuration

Supports multiple providers configured in Constants.kt:

  • 智谱 AI (ZHIPU) - Default, uses glm-4v-flash
  • 硅基流动 (SiliconFlow) - Uses Qwen/Qwen2.5-VL-72B-Instruct
  • Custom - User-specified OpenAI-compatible endpoint

Read the full file on GitHub · 67 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. today First seen · 67 lines · 598 tokens per session scan A 6101679a74d8

Subscribe to this mod's changes

-Auto-Accounting CLAUDE.md is an instructions file published in the GitHub repository supremehui/-Auto-Accounting (7 stars, last pushed 7mo ago), licensed Apache-2.0. It adds 598 tokens to every session, about $0.0030 per session on Opus 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 2026-09-04.

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