Borrowing it
Nothing to install: this file belongs to spy007111/Vibe-Research. 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/spy007111/Vibe-Research/main/AGENTS.mdgit clone --depth 1 https://github.com/spy007111/Vibe-ResearchWrote 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/spy007111/vibe-research/agents-md)<a href="https://agentmods.dev/instructions/spy007111/vibe-research/agents-md"><img src="https://agentmods.dev/badge/instructions/spy007111/vibe-research/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/spy007111/vibe-research/agents-md"><img src="https://agentmods.dev/badge/instructions/spy007111/vibe-research/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 | $0.04452 | $0.04452 |
| Opus 5.5 | $0.01781 | $0.01781 |
| Sonnet 5.5 | $0.00890 | $0.00890 |
| Haiku 4.5 | $0.00445 | $0.00445 |
Grade A, and why
Vibe-Research 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 7d 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.
This is a copy
91% identical to Vibe-Research AGENTS.md — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 173 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Vibe-Research — 给 Agent 的部署与开发指南
你是来帮使用者部署、使用或改造本仓库的 Agent(Claude Code、Codex、WorkBuddy / CodeBuddy、Muse 一类个人云端 Agent……)。动手前先读完这一页。
研究方法论不在这里。研究线程的最高纪律是
methodology/constitution.md(研究宪法), 研究 SOP 在.agents/skills/,计算函数契约在calc/SPEC.md。产品在每个研究阶段把它们放进提示词,对所有大脑一视同仁; 它们约束的是研究线程里的大脑,不是你在本仓库里的工作方式。
1. 这是什么
本地运行的 A 股个股研究工作台:浏览器页面 + 本机服务 + 六阶段研究编排器 + Python 取数层 + 确定性计算库(calc/)。
研究的「大脑」可以换,换了以后受控工具、方法论、校验与合规 gate 都是同一套:
| 大脑 | 接法 | 登录与凭据 |
|---|---|---|
| Claude Code | 本机 claude CLI |
使用者本人在终端用 claude.ai 订阅登录(API key / Bedrock / Vertex 登录不算订阅);产品不读、不存、不复制登录文件 |
| Codex | 本机 codex CLI |
使用者本人在终端 codex login 用 ChatGPT 账号登录(Codex 里配的 API key 登录不认);同上 |
| WorkBuddy / CodeBuddy | 本机 codebuddy CLI(独立 CLI 或 WorkBuddy 桌面版内置) |
使用者本人在终端运行 codebuddy 登录独立 CLI(新版 WorkBuddy 桌面版的登录加密保存,产品借不到);同上 |
| 模型 API | 任意 Chat Completions 兼容接口(模板见 providers/) |
页面里填的 key 只存在浏览器 localStorage,随请求交给本机服务,不落盘;命令行研究从模板声明的环境变量读 key |
研究线程里的大脑没有 Shell、没有网络、没有任意文件读写,只有 5 个受控工具:列文件、读文件、确定性计算、写阶段产物、写报告。 取数由编排器在每个阶段开始前执行完;大脑想收工时,产品先做收工检查,产物缺失或校验不过就把问题清单交回去接着修。
2. 帮使用者部署
环境:Node.js ≥ 22.18、Python ≥ 3.11(推荐 3.12)、git。
git clone https://github.com/simonlin1212/Vibe-Research.git
cd Vibe-Research
scripts/setup # Windows:scripts\setup-windows.cmd
scripts/start # Windows:scripts\start.cmd
scripts/setup创建.venv、安装依赖、生成产品私有层.local/并跑体检;scripts/doctor可单独再跑(--json给机器读)。scripts/start同时拉起本机 API 与页面,健康检查通过后打开http://127.0.0.1:5930。 默认端口(页面 5930、API 8765)被占用或被系统保留时自动换空闲端口并在终端说明,以终端打印的地址为准; 换了页面端口时,浏览器里存的模型 API 设置和对话记录按地址分开,要在新地址重新设置(终端会提醒;默认端口空出来后重启就回到原来的); 要固定端口用--port/--api-port(Windows-Port/-ApiPort)或环境变量VRA_UI_PORT/VRA_API_PORT,指定的端口不能用时直接报错。 启动时提示「已经有一个 Vibe Research 在运行」:让使用者直接打开那个地址,不要终止别的进程去抢端口。- 页面打开后到左侧栏最下方的「接入 AI」选大脑并做一次真实对话测试,测试通过才会保存。
本机 CLI 要先由使用者本人登录(
claude/codex login/codebuddy);登录发生在使用者自己的终端和浏览器里,你不代填、不转存任何账号信息。 - Windows 上 WorkBuddy 装在别的盘也会从「已安装的程序」登记或正在运行的 WorkBuddy 里自动找到;
仍显示「未安装」时:先打开 WorkBuddy 再点「重新检测」,或在「接入 AI」的 WorkBuddy 卡片里填它的安装文件夹,
或在启动前设环境变量
CODEBUDDY_BIN/CLAUDE_BIN/CODEX_BIN(设了就只认它)。 - 所有私有数据(配置、运行产物、对话、台账、上传资料)都在
.local/,已被 git 忽略。不要把它提交、打包或发给任何第三方。 - 使用者不想装 Node / Python / git 时,让他到 Releases 下载免安装包(Windows x64 / Apple 芯片 / Intel Mac),解压后双击
Start-VibeResearch; 数据在包文件夹的.local/,升级 = 新版本解压到新文件夹再把.local/整个复制过去。包由.github/workflows/portable.yml构建 (本机构建:node scripts/portable/build.mts;冒烟:node scripts/portable/smoke.mts <解压出来的目录>), 包里 Node / Python 的版本、下载地址和 SHA256 只写在scripts/portable/runtimes.json,升级运行时只改这一个文件。 - 页面每天查一次 GitHub 最新正式版本(只带版本号;没查成隔一小时再试);设环境变量
VRA_UPDATE_CHECK=0完全不联网。
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.
- 7d ago Changed · +26 tokens per session 2dbbbb64f345
- 25d ago Changed · +6 lines · +302 tokens per session cb23f2d474b6
- 26d ago Changed · +11 lines · -698 tokens per session 327e92c301a5
- 1mo ago First seen · 156 lines · 4,822 tokens per session scan A 6900edcfc570
Vibe-Research AGENTS.md is an instructions file published in the GitHub repository spy007111/Vibe-Research (8 stars, last pushed 8d ago), licensed MIT. It adds 4,452 tokens to every session, about $0.0178 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 91% identical to Vibe-Research AGENTS.md, differing in 0 lines, and is treated as a copy.
Vibe-Research AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Vibe-Research AGENTS.mdspy007111/Vibe-Research | Instructions file | 8 | 8d ago | MIT | A | 4,452 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | 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 | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |