20:"$Sreact.view_transition" 21:I[9754,["/_next/static/chunks/2t36f5p4pjzlb.js","/_next/static/chunks/1gyqeidjm5eoa.js","/_next/static/chunks/0_fjnxc4tt_l_.js","/_next/static/chunks/1ymt1shyhmu-4.js","/_next/static/chunks/3kv2zf0i7s2wc.js","/_next/static/chunks/1vs_3g_g75zmk.js","/_next/static/chunks/2g4dh802s8oz3.js","/_next/static/chunks/1bc3f0shukf1j.js","/_next/static/chunks/192kgs9v_t14j.js","/_next/static/chunks/0z6pw0v5c_lx5.js","/_next/static/chunks/08r60e6icmtkc.js","/_next/static/chunks/3trx6c0i7_x-3.js","/_next/static/chunks/40sro5bzp9bi_.js","/_next/static/chunks/1wgf3tk38y6cf.js"],"ProjectDetail"] 22:T53a8, VibeDrift — 你的 AI 驾驶，VibeDrift 导航

VibeDrift / MCP 采样探针

你的 AI 驾驶。
VibeDrift 导航。

代码库沿着自己约定的航线前进，VibeDrift 是一支连续取样的探针。它实时标出航迹相对约定基线的横向漂移——不是把问题当成错误，而是让偏差成为看得见的读数。通过 MCP，为 AI 编码代理提供自检的代码完整性。

查看 VibeDrift →

DRIFT · 可测量偏移

CLI 扫描本地生成报告

MCP 服务器代理写入前查询

本地运行无需登录

01 / 基线

每个代码库，都有一条自己定下的约定基线

约定基线

代码库自己的规则，不是外部标准

架构分层、命名习惯、文件组织——这些是团队写下的约定。VibeDrift 读取的就是这些既有的自约定，而不是强加一套通用规范。

约定基线 → 待保持的航线

自检代码完整性

让 AI 代理也遵循同一套约定

当代理生成代码时，它能查询代码库的模式，了解自己身处哪一条航线，而不是凭空猜测项目风格。

代理写入前 → 查询模式

漂移

漂移不是错误，是要被看见的偏差

当实际代码偏离约定基线，VibeDrift 把这种偏差标记出来——架构不一致、隐藏重复、约定漂移，都变成可测量的增量。

Δ 偏离基线多少？

02 / 通道

三个通道，把漂移装进工作流

通道 A · CLI

你直接运行扫描

CLI 扫描代码并生成报告。由你掌握执行的时机和节奏，在 CI 里也可以自动化接入。

npx @vibedrift/cli

通道 B · MCP 服务器

你的代理主动询问

MCP 服务器让代理在写入之前查询代码库模式，把约定当作上下文，而不是靠猜。

agent → MCP → 查询

通道 C · 深度扫描

需要时更彻底地检查

可选的深度扫描更全面地追查偏差，但这一步才会把分析数据发送到云端。

云端 · 可选

语言覆盖：JS/TS、Python、Go、Rust；部分约定检测器当前仅支持 JS/TS。

03 / 测量

它能检测什么，就只宣称什么

起点 · 基线Δ 0

本采样点贴合约定基线，青色游标停留在正常刻度，表示这一段参照未偏移。

航段 0 · 对齐

采样 01Δ 24

航迹开始下探，橙色游标标出第一个可测量的横向偏差。

航段 1 · 漂移

采样 02Δ 60

架构不一致进入读数，偏差量以橙色刻度量化。

航段 2 · 漂移

采样 03Δ 132

隐藏重复与约定漂移叠加，当前窗的漂移增量被完整标出。

航段 3 · 漂移

JS/TS完整检测器

Python基础支持

Go基础支持

Rust基础支持

JS/TS 拥有完整检测器；Python、Go、Rust 为基础支持。部分约定检测器目前仅限 JS/TS。

04 / 隐私

分析留在本地，默认不离开你的机器

本地默认

无需登录即可分析

常规分析在本地运行，不要求登录。代码库的约定取样的第一步，就在你自己的环境里完成。

本机 · 无登录

云端可选

只有显式选择才会上云

可选的深度扫描与会话同步，是仅有的会向云端发送数据的路径。默认保持本地，不会静默上传。

深度扫描 → 需账户

05 / 集成

接进你已存在的工具链

CLI · 你运行

在命令行里执行扫描，生成报告。可接入 CI，作为自动化的质量门禁。

npx @vibedrift/cli

也可全局安装：npm i -g @vibedrift/cli

MCP · 代理询问

让 AI 编码代理在写入前查询代码库模式，把约定装入代理的上下文。

vibedrift → MCP

写入前查询 · 驱动保持一致

23:T5319, VibeDrift — Your AI drives. VibeDrift navigates.

VibeDrift / MCP sampling probe

Your AI drives.
VibeDrift navigates.

A codebase follows the route it set for itself. VibeDrift is a probe that samples that route continuously, marking how far the recent work drifts from the conventions baseline. Not treating drift as a failure to shame, but a deviation made visible. Self-checking code integrity for AI coding agents, via MCP.

Visit VibeDrift →

DRIFT · measurable deviation

CLI scanlocal reports

MCP serverquery before writing

Localno login needed

01 / baseline

Every codebase has a baseline it set for itself

Convention baseline

The codebase's own rules, not an external standard

Layering, naming, file layout — these are conventions a team has written down. VibeDrift reads those existing self-conventions instead of imposing a generic spec on top.

convention baseline → route to hold

Self-checking integrity

Let AI agents follow the same conventions

When an agent produces code, it can query the codebase's patterns and learn which route it is on, rather than guessing the project's style from scratch.

before writing → query patterns

Drift

Drift is not a failure, it's a deviation to see

When real code travels away from the convention baseline, VibeDrift marks the deviation — architectural inconsistency, hidden duplication, convention drift, all turned into a measurable delta.

how far off the baseline?

02 / channels

Three channels to fit drift into your workflow

Channel A · CLI

You run the scan

The CLI scans your code and produces a report. You control when it runs, and it can be wired into CI as an automated gate.

npx @vibedrift/cli

Channel B · MCP server

Your agent asks

The MCP server lets agents query codebase patterns before writing, treating conventions as context rather than something to guess.

agent → MCP → query

Channel C · deep scan

Go deeper when you need to

An optional deep scan hunts more thoroughly for deviation — and that is the one step that sends analysis data to the cloud.

cloud · optional

Language coverage: JS/TS, Python, Go, Rust; some convention detectors are currently JS/TS only.

03 / measurement

It detects what it says it detects

start · baselineΔ 0

This sample sits on the convention baseline and its cyan cursor stays at the normal tick — this stretch has not shifted.

segment 0 · aligned

sample 01Δ 24

The trajectory starts to dip; the orange cursor marks the first measurable lateral deviation.

segment 1 · drifting

sample 02Δ 60

Architectural inconsistency enters the reading, quantified as an orange tick.

segment 2 · drifting

sample 03Δ 132

Hidden duplication and convention drift add up, and the current window's delta is fully marked.

segment 3 · drifting

JS/TSfull detectors

Pythonbase support

Gobase support

Rustbase support

JS/TS has full detectors; Python, Go and Rust have base support. Some convention detectors are currently JS/TS only.

04 / privacy

Analysis stays local — off by default

Local by default

Analyse with no login

Regular analysis runs locally and requires no login. The first sampling of your conventions happens inside your own environment.

machine · no login

Cloud, only when chosen

Nothing goes up unless you opt in

Optional deep scan and session sync are the only paths that send data to the cloud. The default stays local; nothing uploads silently.

deep scan → needs account

05 / integration

Plug into the toolchain you already run

CLI · you run it

Execute a scan from the command line and get a report. Easy to drop into CI as an automated gate.

npx @vibedrift/cli

Also installable globally: npm i -g @vibedrift/cli

MCP · your agent asks

AI coding agents query codebase patterns before writing, so conventions ride along in the agent's context.

vibedrift → MCP

query before writing · stay coherent

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