Borrowing it
Nothing to install: this file belongs to ntygod/ZhiWei. 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/ntygod/ZhiWei/develop/AGENTS.mdgit clone --depth 1 https://github.com/ntygod/ZhiWeiWrote 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/ntygod/zhiwei/agents-md)<a href="https://agentmods.dev/instructions/ntygod/zhiwei/agents-md"><img src="https://agentmods.dev/badge/instructions/ntygod/zhiwei/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/ntygod/zhiwei/agents-md"><img src="https://agentmods.dev/badge/instructions/ntygod/zhiwei/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 | $0.01019 | $0.01019 |
| Opus 5.5 | $0.00408 | $0.00408 |
| Sonnet 5.5 | $0.00204 | $0.00204 |
| Haiku 4.5 | $0.00102 | $0.00102 |
Grade A, and why
ZhiWei 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 2mo 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 — 39 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
Project Structure & Module Organization
This repository contains a Spring Boot backend and a Vue frontend. Backend code lives in src/main/java/com/lifepilot, split by domains such as agent, interaction, memory, workflow, mcp, and knowledge. Runtime config, Flyway SQL, built-in workflows, prompts, and skills are under src/main/resources. Backend tests live in src/test/java and src/test/resources.
The frontend lives in zhiwei-web/. Put route pages in src/views, reusable UI in src/components, Pinia stores in src/stores, composables in src/composables, and API clients in src/api. Docs live in docs/.
Agent Harness
This repo uses the AI Coding Harness pattern. Keep this file as the short entry point; reusable harness concepts live under docs/harness/core/, while this repository's adapter lives under docs/harness/adapters/zhiwei/.
- Canonical project skills live in
.agents/skills/. - Codex-discoverable skill wrappers live in
.codex/skills/. - Claude Code compatibility assets remain in
.claude/. - When working on Java, frontend, Flyway, or Tauri files, read
docs/harness/adapters/zhiwei/rules.mdand the matching rule file before editing. - Before delivery, follow
docs/harness/adapters/zhiwei/quality-gates.mdor theshipskill.
Build, Test, and Development Commands
Backend: mvn spring-boot:run starts the backend, mvn compile verifies cross-module compilation, mvn test runs JUnit/jqwik tests, and mvn clean package -DskipTests builds target/zhiwei.jar.
Frontend: cd zhiwei-web && npm install, then npm run dev for Vite, npm run build for production assets, npm run test:run for Vitest, and npm run lint for ESLint. docker compose up -d starts the integrated stack from .env.
Coding Style & Naming Conventions
Java uses 4-space indentation, lowercase packages, and PascalCase types. Prefer Java 22 features used here: record, sealed interface, pattern matching, and virtual threads where appropriate. Business-tunable values belong in @ConfigurationProperties and application.yml, not hardcoded constants.
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.
- 2mo ago First seen · 39 lines · 1,019 tokens per session scan A 227a8c33abda
ZhiWei AGENTS.md is an instructions file published in the GitHub repository ntygod/ZhiWei (137 stars, last pushed 2mo ago), licensed MIT. It adds 1,019 tokens to every session, about $0.0041 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.
ZhiWei AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ZhiWei AGENTS.mdntygod/ZhiWei | Instructions file | 137 | 2mo ago | MIT | A | 1,019 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |