Borrowing it
Nothing to install: this file belongs to joyehuang/minimind-notes. 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/joyehuang/minimind-notes/master/AGENTS.mdgit clone --depth 1 https://github.com/joyehuang/minimind-notesWrote 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/joyehuang/minimind-notes/agents-md)<a href="https://agentmods.dev/instructions/joyehuang/minimind-notes/agents-md"><img src="https://agentmods.dev/badge/instructions/joyehuang/minimind-notes/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/joyehuang/minimind-notes/agents-md"><img src="https://agentmods.dev/badge/instructions/joyehuang/minimind-notes/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 | $0.00597 | $0.00597 |
| Opus 5.5 | $0.00239 | $0.00239 |
| Sonnet 5.5 | $0.00119 | $0.00119 |
| Haiku 4.5 | $0.00060 | $0.00060 |
Grade A, and why
minimind-notes 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 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.
How it starts
The opening of the file, as written. The whole thing — 38 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
Project Structure & Module Organization
modules/holds the teaching modules (e.g.,modules/01-foundation/01-normalization/withteaching.md,code_guide.md,quiz.md, andexperiments/).docs/,index.md, anden/contain VitePress content; site config lives in.vitepress/.learning_materials/stores runnable example scripts;docs/and top-levellearning_log.md/knowledge_base.mdstore notes.model/,trainer/, anddataset/mirror the MiniMind code, training scripts, and datasets used by experiments.public/andimages/host static assets used by the docs site.
Build, Test, and Development Commands
- Use
pnpmfor package management in this repo. pnpm installinstalls VitePress dependencies.pnpm run docs:devstarts the local VitePress dev server.pnpm run docs:buildbuilds the static site to.vitepress/dist.pnpm run docs:previewserves the built site for verification.python modules/01-foundation/01-normalization/experiments/exp1_gradient_vanishing.pyruns a sample experiment.pip install -r requirements.txtinstalls Python dependencies for experiments and training scripts.
Coding Style & Naming Conventions
- Python follows PEP 8;
blackis acceptable for formatting when needed. - Experiments should be self-contained, use fixed seeds, and include clear (often Chinese) comments.
- Experiment filenames use
exp{N}_{description}.pyand store expected outputs inresults/. - Module folders use
NN-topic-namenumbering for ordering (e.g.,01-normalization). - Markdown should use clear headings and short, instructional paragraphs.
Testing Guidelines
- There is no formal test runner; validate changes by building docs and running relevant experiments.
- Keep experiment outputs reproducible and commit expected results under the module
results/folder.
Commit & Pull Request Guidelines
- Use Conventional Commit-style messages:
feat:,fix:,docs:,refactor:,perf:,style:,test:,chore:,experiment:with optional scopes (e.g.,fix(build): ...). - Keep PRs small and focused on a single feature or fix.
- Use
.github/PULL_REQUEST_TEMPLATE.mdand link related issues (e.g.,Closes #123). - Update relevant docs when behavior or experiments change, and ensure new experiments run independently.
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.
- 1mo ago First seen · 38 lines · 597 tokens per session scan A e15311e909f7
minimind-notes AGENTS.md is an instructions file published in the GitHub repository joyehuang/minimind-notes (222 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 597 tokens to every session, about $0.0024 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.
Other instructions, from other repositories
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).
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.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
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.
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).