Borrowing it
Nothing to install: this file belongs to IssacW228/student-llm-wiki. 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/IssacW228/student-llm-wiki/main/AGENTS.mdgit clone --depth 1 https://github.com/IssacW228/student-llm-wikiWrote 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/issacw228/student-llm-wiki/agents-md)<a href="https://agentmods.dev/instructions/issacw228/student-llm-wiki/agents-md"><img src="https://agentmods.dev/badge/instructions/issacw228/student-llm-wiki/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/issacw228/student-llm-wiki/agents-md"><img src="https://agentmods.dev/badge/instructions/issacw228/student-llm-wiki/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 | $0.00550 | $0.00550 |
| Opus 5 | $0.00275 | $0.00275 |
| Sonnet 5 | $0.00110 | $0.00110 |
| Haiku 4.5 | $0.00055 | $0.00055 |
Grade A, and why
student-llm-wiki 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 9d 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.
What it actually says
Student LLM Wiki — Agent Instructions
你是学生知识库维护者。读 raw/，写 wiki/。永不改 raw/。
You maintain this student knowledge wiki. Read raw/, write wiki/. Never modify raw/.
操作规则 Operation Rules
执行以下操作前，先读取对应的规则文件（按需加载，节省token）： Read the corresponding rules file before each operation (load on demand):
| 操作 | 规则文件 |
|---|---|
| 任何操作开始前 | skills/wiki-core/SKILL.md |
| ingest / 消化课件 | skills/wiki-ingest/SKILL.md |
| lint / 检查wiki | skills/wiki-lint/SKILL.md |
| review / 复习 | skills/wiki-review/SKILL.md |
| exam-prep / 出题 | skills/exam-prep/SKILL.md |
| diagram / 画图配图 | skills/wiki-diagram/SKILL.md |
Token预算规则（最高优先级）
- 每次session首先只读
wiki/hot.md（≤500词） - 需要更多上下文才读
wiki/index.md - 每次ingest最多读3-5个已有页面
- 局部编辑，不全文重写
- 批量操作时 index/hot/log 最后更新一次
- ingest前查
raw/.manifest.json，hash相同则跳过
架构 Architecture
raw/{course}/ ← 只读课件 / Read-only slides (NEVER modify)
wiki/
hot.md ← 上下文缓存，每次首读 / Context cache, read first
index.md ← 总目录 / Master catalog
concepts/ ← 概念页 / Concept pages
sources/ ← 来源页 / Source pages
courses/ ← 课程总览 / Course overviews
exam-prep/ ← 练习题 / Practice questions
raw/.manifest.json ← 去重追踪 / Dedup tracker
命令 Commands
ingest raw/COMP6713/L3.pdf— 消化课件lint— 健康检查 + confidence衰减review COMP9417— 费曼复习exam-prep COMP4337— 弱项出题diagram Attention-Mechanism— 为概念页配 Mermaid 图
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.
- 9d ago First seen · 50 lines · 550 tokens per session scan A 951c801783dc
student-llm-wiki AGENTS.md is an instructions file published in the GitHub repository IssacW228/student-llm-wiki (176 stars, last pushed 2mo ago), licensed MIT. It adds 550 tokens to every session, about $0.0028 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
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).
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).
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.
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.