Borrowing it
Nothing to install: this file belongs to magicyuan876/mineru-tianshu. 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/magicyuan876/mineru-tianshu/main/CLAUDE.mdgit clone --depth 1 https://github.com/magicyuan876/mineru-tianshuWrote 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/magicyuan876/mineru-tianshu/claude-md)<a href="https://agentmods.dev/instructions/magicyuan876/mineru-tianshu/claude-md"><img src="https://agentmods.dev/badge/instructions/magicyuan876/mineru-tianshu/claude-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/magicyuan876/mineru-tianshu/claude-md"><img src="https://agentmods.dev/badge/instructions/magicyuan876/mineru-tianshu/claude-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 | $0.02100 | $0.02100 |
| Opus 5 | $0.01050 | $0.01050 |
| Sonnet 5 | $0.00420 | $0.00420 |
| Haiku 4.5 | $0.00210 | $0.00210 |
Grade A, and why
mineru-tianshu 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.
How it starts
The opening of the file, as written. The whole thing — 172 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.
Project
MinerU Tianshu (天枢) — an AI data preprocessing platform that turns PDFs, Office docs, images, audio, video and bioinformatics files into Markdown + structured JSON. Vue 3 frontend, FastAPI API server, LitServe GPU worker pool, SQLite task queue, optional Redis queue / MCP server / RustFS object storage.
Code comments, logs and docs are predominantly Simplified Chinese — match that when editing existing files.
Commands
Docker (primary deployment path)
make setup # first-time: runs setup.sh (interactive deployment wizard)
make build | start | stop | restart | status | logs
make logs-worker # per-service logs (also logs-backend, logs-frontend)
make shell-worker # exec into a container
make test-gpu # verify torch CUDA inside the worker
make validate # docker compose config
make dev # docker-compose.dev.yml (hot reload + debugpy)
make reads REDIS_QUEUE_ENABLED from the root .env and adds --profile redis when true.
setup.sh (repo root) is the single deployment entry: bash setup.sh (interactive), or
bash setup.sh --mode <gpu|pipeline|cpu|offline-build|offline-deploy|dev> [--gpus N] [--concurrency N] [--yes] [--dry-run].
Offline/air-gapped: --mode offline-build on a connected machine (bundle in docker-images/), then
--mode offline-deploy on the target. Mac CPU local dev: --mode cpu.
Local backend
cd backend
cp .env.example .env # REQUIRED — start_all.py exits if backend/.env is missing
python start_all.py # API 8000 + worker 8001
python start_all.py --enable-mcp --mcp-port 8002
python start_all.py --workers-per-device 2 --devices 0,1 --accelerator cuda
All backend processes must run with backend/ as CWD (imports are top-level: from utils import ...,
from auth import ...). Individual services: python api_server.py, python litserve_worker.py,
python task_scheduler.py --enable-scheduler, python mcp_server.py.
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.
- today Changed · +1 lines · +28 tokens per session 48a231875483
- 12d ago First seen · 171 lines · 2,072 tokens per session scan A 9a6614ea7a1e
mineru-tianshu CLAUDE.md is an instructions file published in the GitHub repository magicyuan876/mineru-tianshu (797 stars, last pushed yesterday), licensed Apache-2.0. It adds 2,100 tokens to every session, about $0.0105 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 2026-08-30.
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