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.
npx agentmods add instructions/aisee-lab/aisee-plugin/agents-mdgit clone --depth 1 https://github.com/AISEE-LAB/aisee-pluginWhat 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 | $0.00471 | $0.00471 |
| Opus 5 | $0.00235 | $0.00235 |
| Sonnet 5 | $0.00094 | $0.00094 |
| Haiku 4.5 | $0.00047 | $0.00047 |
Grade A, and why
aisee-plugin 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 2d 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
Agent Instructions for Aisee Plugin
项目目的
Aisee Plugin 是一个面向 Codex 的 OpenSpec 工作流层，用于支持 spec-driven AI software engineering。
工程原则
- 默认使用中文回复和编写文档，除非用户明确要求其他语言。
- 保持 Aisee、OpenSpec、Compound Engineering 的职责边界清晰。
- 保持 CLI 公共命令行为稳定；除非用户明确要求，否则不要引入破坏性变更。
- 优先做小而可审查的改动；行为变化要同步更新测试和用户可见文档。
- 不要移除 OpenSpec、Codex、schema pack、context pack、verification 或 archive 相关能力，除非有明确替代方案。
- 修改 skill 时保持
SKILL.md精简，将长规则放入references/或docs/architecture/。 - 不要把教程站内容放入本仓库。
事实源边界
- OpenSpec change 和 baseline 是规范事实源；不要创建平行规范事实源。
- Aisee CLI 的 JSON 输出应调用时解析 Markdown、OpenSpec artifacts、
source-map.md、tasks.md、evidence 和少量 planning doc metadata。 - 不要把编号、索引或缓存升级成独立规范事实源；context pack 的内部扫描视图只服务本次输出。
tasks.md是唯一长期任务清单；ce-plan只能作为按需细化器，结论必须回写tasks.md或source-map.md。
Review 指引
- 将 CLI 行为损坏、schema 处理失效、不安全文件写入和误导性文档视为高优先级问题。
- 检查生成路径是否安全，避免覆盖当前项目之外的文件或无关目录。
- 检查 JSON / YAML 输出是否仍保持机器可读、字段稳定且示例可复现。
- 检查 README、示例和命令说明是否与当前实现一致。
- 检查示例是否能从干净仓库 checkout 后复现，尤其是 OpenSpec、Codex 和 archive 相关流程。
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.
- 2d ago First seen · 31 lines · 471 tokens per session scan A a29989dbd946
aisee-plugin AGENTS.md is an instructions file published in the GitHub repository AISEE-LAB/aisee-plugin (11 stars, last pushed 2mo ago), licensed MIT. It adds 471 tokens to every session, about $0.0024 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
openase AGENTS.md
Instructions for PacificStudio/openase, covering workspace notes and environment.
maestro CLAUDE.md
Instructions for SnapdragonPartners/maestro, covering claude.md, project and authority, binding v2 workflow, branch and review workflow and spikes and deferred work.
chiplab AGENTS.md
Instructions for veecle/chiplab, covering agents.md, what is chiplab, 1. install / connect chiplab, 2. verify the connection and 3. pick the example for the board you want.
maestro copilot-instructions.md
Instructions for SnapdragonPartners/maestro, covering copilot code review instructions, review philosophy, spec compliance check, correctness and dryness and reuse.
chiplab copilot-instructions.md
Instructions for veecle/chiplab: Agent instructions for this repository live in AGENTS.md at the repo root. Please read that file for repository conventions, available workflows, and guidelines.
maestro AGENTS.md
Instructions for SnapdragonPartners/maestro, a project described as: The Maestro App Factory: a highly-opinionated multi-agent orchestration tool for app development that emulates the workflow of high-functioning human development teams using AI agents.