Borrowing it
Nothing to install: this file belongs to coffee-man666/mommy-chaogu. 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/coffee-man666/mommy-chaogu/main/AGENTS.mdgit clone --depth 1 https://github.com/coffee-man666/mommy-chaoguWrote 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/coffee-man666/mommy-chaogu/agents-md)<a href="https://agentmods.dev/instructions/coffee-man666/mommy-chaogu/agents-md"><img src="https://agentmods.dev/badge/instructions/coffee-man666/mommy-chaogu/agents-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/coffee-man666/mommy-chaogu/agents-md"><img src="https://agentmods.dev/badge/instructions/coffee-man666/mommy-chaogu/agents-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 | $0.04704 | $0.04704 |
| Opus 5 | $0.02352 | $0.02352 |
| Sonnet 5 | $0.00941 | $0.00941 |
| Haiku 4.5 | $0.00470 | $0.00470 |
Grade A, and why
mommy-chaogu AGENTS.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 — 247 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
给 AI agent（和人类开发者）的项目指南。开始工作前先读这份。
快速上手
uv sync --extra dev # 安装依赖
uv run pytest -m "not network" # 跑测试（2,082 个离线用例，另有 14 个网络探针）
uv run ruff check . # lint
uv run mypy --strict src # type check
密钥配置
推荐运行 uv run mommy setup，交互式选择 Provider / 模型、隐藏输入并验证 Key，
还可继续扫码连接微信。安装用户的配置默认保存到
~/.config/mommy-chaogu/.env（0600，不入仓）；只有当前仓库的项目 .env 已包含
有效 Provider 或 API key 时才会就地更新。可用 --local / --user 显式选择作用域，
用 --check 脱敏检查生效来源：
cp .env.example .env # 复制模板
# 编辑 .env，填入需要的 key
支持的 key（根据生效的 AGENT_PROVIDER 自动读取对应的一项）：
| Provider | 环境变量 | 说明 |
|---|---|---|
| deepseek（默认） | DEEPSEEK_API_KEY |
DeepSeek API |
| openai | OPENAI_API_KEY |
OpenAI / 兼容接口（有 embedding 接口，向量检索可用） |
| kimi | MOONSHOT_API_KEY |
Moonshot / Kimi |
| zai | ZAI_API_KEY |
z.ai / GLM-4.7 |
| minimax | MINIMAX_API_KEY |
MiniMax 开放平台按量 API（M3，非 Coding Plan） |
| — | SERVER_CHAN_KEY |
Server酱微信推送 |
| — | AGENT_PROVIDER |
覆盖 provider（不重启改 .env） |
| — | AGENT_MODEL |
覆盖聊天模型名 |
优先级：shell 环境变量 > 项目 .env > 用户级 .env > 代码默认值。Provider 与 model
按来源成组解析，禁止跨层拼接；config.toml 仅用于可选高级 Web 参数。provider 配置表
（base_url / 默认模型 / env key / 温度 / embedding 模型）的单一真相源是
src/mommy_chaogu/agent/llm.py——改 provider 只动它，不要另起表。
数据库布局（2026-07-03 重组）
⚠️ 如果你是从旧版本升级，请先跑迁移脚本：
uv run python scripts/migrate_db_layout.py --check # 先检查
uv run python scripts/migrate_db_layout.py # 执行迁移
迁移会把旧 data/watchlist.db（所有表混在一起）拆分到 4 个按职责分离的数据库：
| 数据库 | 用途 | 关键表 |
|---|---|---|
data/market.db |
行情数据（缓存 + 历史 K 线 + 资金流） | quote_cache, bar_cache, klines, flows |
data/portfolio.db |
用户数据（自选股 + 持仓 + 告警） | groups, stock_entries, positions |
data/agent.db |
Agent 个人数据（记忆 + 策略卡） | agent_memory, episodic_events, predictions, semantic_knowledge, strategy_cards |
data/reference.db |
参考库（半导体产业链 + 业绩） | semicon_stocks, earnings_* |
数据根目录可通过 MOMMY_DATA_DIR 覆盖，单库路径可通过环境变量覆盖：
MOMMY_MARKET_DB / MOMMY_PORTFOLIO_DB / MOMMY_AGENT_DB / MOMMY_REFERENCE_DB。
源码仓库默认使用 data/；全局安装默认使用 ~/.local/share/mommy-chaogu/。
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 · +17 lines · +470 tokens per session 469d477e5d75
- 12d ago First seen · 230 lines · 4,234 tokens per session scan A eae21ef3dec5
mommy-chaogu AGENTS.md is an instructions file published in the GitHub repository coffee-man666/mommy-chaogu (47 stars, last pushed today), licensed MIT. It adds 4,704 tokens to every session, about $0.0235 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.
Other instructions, from other repositories
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).