Borrowing it
Nothing to install: this file belongs to ling-kong-ran/pisper. 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/ling-kong-ran/pisper/release/AGENTS.mdgit clone --depth 1 https://github.com/ling-kong-ran/pisperWrote 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/ling-kong-ran/pisper/agents-md)<a href="https://agentmods.dev/instructions/ling-kong-ran/pisper/agents-md"><img src="https://agentmods.dev/badge/instructions/ling-kong-ran/pisper/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/ling-kong-ran/pisper/agents-md"><img src="https://agentmods.dev/badge/instructions/ling-kong-ran/pisper/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 | $0.10876 | $0.10876 |
| Opus 5.5 | $0.04350 | $0.04350 |
| Sonnet 5.5 | $0.02175 | $0.02175 |
| Haiku 4.5 | $0.01088 | $0.01088 |
Grade A, and why
pisper 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 8d 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 — 318 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
本文档用于指导在 Pisper 仓库中工作的开发者和 AI 代理。
项目概览
Pisper 是一个覆盖桌面端、终端和移动端的多代理应用，基于 Pi Coding Agent 构建。项目包含：
- React Web 界面（开发服务器和生产静态资源）
- Node.js 应用运行时与桌面伴随进程，承载会话、工具、MCP、技能、记忆、工作流、通道和计划任务
- Tauri 2 桌面壳，包含系统 WebView 和 Node SEA 伴随进程
- Rust Ratatui TUI 客户端
源码开发、验证与桌面 SEA 构建以 Node.js 24 为基线，补丁版本必须满足锁定依赖的要求。源码环境、npm 启动器所用宿主 Node 与移动端嵌入式 Node 的要求分别见 docs/development-workflow.md，不得从旧的 engines 声明推断完整 Runtime 支持范围。运行时代理数据默认保存在 ~/.pisper/agent，可通过 PISPER_AGENT_DIR 覆盖。不得提交该目录中的 API 密钥、机器人凭据或个人数据。
架构
| 路径 | 职责 |
|---|---|
src/ |
React + TypeScript 前端（Vite、Tailwind 4、shadcn/ui、Zustand、i18next） |
src/app/ |
应用壳：路由、Provider、i18n 接线和导航 |
src/features/ |
功能页面（聊天、配置、技能、MCP/插件、工作流等） |
src/components/ui/ |
shadcn/ui 基础组件；优先组合这些组件，避免编写一次性样式 |
src/components/app/ |
应用级通用组合组件的推荐归属；按需要创建，不承载 Feature 业务规则 |
src/locales/{zh-CN,en-US}/ |
翻译命名空间（namespace:key） |
runtime/ |
Node 应用运行时（纯 ESM .mjs）：HTTP API、代理集成、服务和工具 |
runtime/runtime/ |
Pi 代理运行时集成 |
runtime/services/ |
领域服务（会话、MCP、计划任务、工作流、Provider 等） |
runtime/tools/app/ |
应用级代理工具（每个工具一个模块） |
runtime/tests/ |
当前统一的 Node 测试入口，涵盖 Runtime、前端纯逻辑、协议、构建与源码守卫 |
packages/pisper/ |
私有源代码清单，以及发布为 pisper 的 npm 安装器/启动器 |
shared/ |
Runtime 与客户端共享的小型 JS 模块（例如工作流图和发布说明） |
src-tauri/ |
Tauri 2 壳（桌面桥接、宠物窗口、更新器、CLI 安装） |
src-tui/ |
Rust TUI（pisper CLI） |
crates/ |
独立 Rust 库、原生插件和平台适配模块 |
scripts/ |
SEA 打包、发布、冒烟测试和 i18n 检查脚本 |
docs/ |
产品文档、截图、赞助配置和打包说明 |
dist/ |
Vite 生产构建输出 |
release/ |
已打包的 SEA/TUI/Tauri 产物（已被 Git 忽略） |
桌面端运行形态： Tauri 壳 → pisper-sidecar（Node SEA）→ sidecar-runtime/（Pisper Runtime、Pi 包、技能和原生模块）。开发 Web 流程中，runtime/index.mjs 嵌入 Vite 中间件，并默认在 127.0.0.1:5173 提供 SPA 和 API。
路径别名：@/* → src/*，@shared/* → shared/*。
规范执行方式
本文件同时服务于开发者和 AI 代理，规则分为三类：
- 强制边界： 安全、协议兼容、发布流程，以及以“必须”“禁止”“不得”“只能”表述的要求。基础组件不依赖 Feature、跨 Feature 不访问内部实现、不得新增循环依赖均属于强制边界，不能仅凭变更说明豁免。
- 默认建议： 以“默认”“优先”“建议”“可以”“应”表述的组织方式，例如子目录名称、组件共置和具名导出；其中同时含有明确禁止条件的部分仍属于强制边界。采用其他方案时，说明职责归属、依赖方向与取舍即可，不要求额外审批。
- 迁移债务： 存量代码、工具与目标规范的已知偏差。新代码不得扩大偏差；本次涉及的区域优先治理，无法在当前范围完成的部分记录责任范围、迁移条件与验证方式，不要求顺带重写全仓库。
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 Changed · +4 lines · +707 tokens per session e24f327cceb6
- 24d ago Changed · +2 lines · +226 tokens per session f29f807daffc
- 25d ago Changed · +1 lines · +69 tokens per session 903c8d482a4c
- 1mo ago Changed · +128 lines · +5,626 tokens per session 723e8bb2d0f9
- 1mo ago Changed · +2 lines · +298 tokens per session 6ebcf850bc27
- 1mo ago Changed · +10 lines · +548 tokens per session 03976369b6a3
- 1mo ago Changed · +10 lines · +329 tokens per session 921c500ee027
- 1mo ago First seen · 165 lines · 3,780 tokens per session scan A aa666aff62ab
pisper AGENTS.md is an instructions file published in the GitHub repository ling-kong-ran/pisper (297 stars, last pushed 3d ago), licensed MIT. It adds 10,876 tokens to every session, about $0.0435 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.
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).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.