Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Give AI agents eyes for motion: see what changed on screen, not just how it looks.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"marey": {
"command": "npx",
"args": [
"-y",
"@anilyesilkaya/marey"
]
}
}
}在终端中运行这条命令
claude mcp add marey -- npx -y @anilyesilkaya/marey粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"marey": {
"command": "npx",
"args": [
"-y",
"@anilyesilkaya/marey"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"marey": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@anilyesilkaya/marey"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日
注册名称已通过 GitHub 账户 anilyesilkaya 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.0)于38天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Alion: company, startup and market intelligence
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Companies, jobs, pay and people; check counterparties, register agents, write to companies.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Give AI agents eyes for motion.
A screenshot tells an agent what the screen *looks like*. Marey tells it what *changed*.
Marey is a Model Context Protocol server that turns a short screen interaction into a timestamped, agent-readable contact sheet — a grid of still frames an agent can inspect as a temporal sequence, with any frame retrievable at full resolution.
claude mcp add marey -- npx -y @anilyesilkaya/marey
That's the whole install. Zero runtime dependencies, nothing to clone.
You: "When I click More, the project menu opens but most of its text gets cut off. Can you find out why?"
Agent: "Let me record the interaction with Marey." *(records while you reproduce the click)*
The bug: clicking More opens a readable menu, but a layout update makes it so narrow that most of each action label is cut off.
The contact sheet preserves the failure in three frames: before the click → readable menu → clipped text. The red outline highlights the broken menu width.
An illustrative agent response:
Agent: "At 0.36 s, I can read all three actions. By 0.48 s, the menu has shrunk to roughly the More button's width and the labels are clipped. It stays open throughout. I'd inspect the post-open sizing code: it may be using the trigger's width instead of the menu's content width."
The sequence shows the menu opens at a readable width, then narrows while it remains open. This directs the agent to the post-open layout measurement; source inspection confirms the cause.
Staged demonstration: a browser fixture rendered at fixed timestamps and composed with Marey's own contact-sheet code. The headings, outline, and callout are explanatory annotations added for the README; the full contact sheet contains the raw frames. The fixture reproduces a sizing pass that incorrectly uses the trigger's width for the menu. Regenerate both images with node demo/make-contactsheet.mjs. Requires Chrome, Chromium, or Edge; set CHROME_BIN if it isn't found automatically.
For containers without browser sandbox support, use node demo/make-contactsheet.mjs --no-sandbox.
AI coding agents are good at understanding screenshots, but motion is still awkward. A bug such as:
cannot be understood from a single screenshot. Marey bridges that gap: because it speaks MCP, the agent requests the recording itself and receives the resulting image directly in context.
No GIF inspection. No manually extracting frames. No dragging a dozen screenshots into chat.
It is named after Étienne-Jules Marey, a pioneer of chronophotography — the study of motion through sequences of images. Marey applies the same idea to AI agents: instead of handing a model a video it cannot reliably inspect frame by frame, it converts motion into a visual sequence the model can reason about.
The idea is deliberately simple:
motion becomes one image containing time.
Marey exposes ten MCP tools:
| Tool | What it does |
|---|---|
record | Records the screen for a fixed duration and returns a timestamped contact sheet |
start_recording | Begins an open-ended recording the user controls |
stop_recording | Stops the open-ended recording and returns the contact sheet |
capture | Captures a single screenshot |
get_frame | Returns one frame from a recording at full resolution |
list_windows | Lists window IDs, titles, bounds, and hidden state |
observe | Records until the user finishes through the local control page |
replay | Keeps a rolling buffer and returns clips around user markers |
status | Reports recording state |
get_frames | Returns a contact sheet for a time range, with optional crop |
record| Parameter | Default | Description |
|---|---|---|
seconds | 5 | Recording duration |
fps | 15 | Target frames per second; achieved rate and gaps are reported |
region | primary | primary, virtual, or window |
title | — | Unambiguous visible window-title substring when region is window |
windowId | — | Exact native window ID from list_windows; takes precedence over title |
rect | — | {x,y,w,h} in target-relative pixels; restricts the captured source during recording |
delay | 0 | Delay before capture begins |
detail | overview | Legibility preset: overview, high, or max (see below) |
cols | 4 | Number of thumbnails per contact-sheet row (overrides detail) |
thumbWidth | 480 | Thumbnail width in pixels (overrides detail) |
The result contains:
detail presetA single returned image has a fixed resolution budget, and a contact sheet splits that budget across its columns. So legibility comes from fewer, wider cells — not from thumbWidth alone (past a point, a large sheet is just downscaled again by the client). The detail preset picks a sensible columns/width pair:
detail | Layout | Use when |
|---|---|---|
overview (default) | 4 cols · 480px | You want many frames at a glance |
high | 2 cols · 760px | UI text / fine detail must be readable |
max | 1 col · 1280px | You need the closest thing to the raw frame |
Two more levers when detail still falls short:
captures/ /, and the record response lists each one's path. Reading a single raw frame is better than re-recording.start_recording / stop_recordingrecord is fixed-duration — the agent decides how long. When you control the timing (you will drag something, open a menu, trigger an animation and the duration is unpredictable), use the open-ended pair instead:
start_recording on your cue (same parameters as record except seconds: fps, region, title/windowId, rect, delay, detail, cols, thumbWidth).stop_recording, which composes and returns the contact sheet — identical output to record.Only one recording may be active at a time. Frames are written to disk as they are captured, and a safety cap stops a forgotten session before it grows without bound.
captureCaptures one frame immediately using the same region-selection semantics as record.
get_frameReturns a single frame from a prior recording at full resolution, as image content over MCP. The contact sheet is a downscaled overview; when it is too small to read fine detail, call get_frame with the recording directory and the frame number (both listed in the record / stop_recording response), or a direct frame path. Because the frame is returned through the protocol, this works even for clients with no filesystem access.
list_windowsReturns visible window titles, and geometry where available, so an agent can choose a target for window capture.
Once Marey is connected to an MCP client, interaction can be as simple as:
Use Marey to record 6 seconds of my editor window at 4 fps with high detail while I drag an element, then tell me what changes between frames.
The agent receives the complete sequence as a single image and can reason about the transition rather than only the initial state. If any frame needs a closer look, the full-resolution originals are listed in the response and saved under captures/.
Marey runs standalone from the repo — the easiest way to try the whole workflow, including the interactive observe and replay modes, without wiring up an MCP client. Clone it first (see From source); every command is node src/cli.mjs .
Diagnose capture — confirm the backend actually works on this machine before anything else:
node src/cli.mjs doctor # probe the backend with a REAL one-frame capture (pass/fail)
node src/cli.mjs backend # just name the detected backend node src/cli.mjs windows # list targetable windows (hidden ones are flagged)
Record a fixed clip — you choose the duration up front:
node src/cli.mjs capture --region primary # one frame
node src/cli.mjs record --seconds 4 --fps 4 --detail high # 4s of the screen node src/cli.mjs record --region window --title "Chrome" --fps 4 --detail max # just one window
Capture an unpredictable moment — when *you* control the timing:
# observe: a browser control page opens; reproduce the issue, then click Finish
marey finish from any terminal) and the same call returns the sheet.node src/cli.mjs observe --fps 3 --detail high node src/cli.mjs finish # ...from a second terminal, to end it
node src/cli.mjs replay --window-seconds 10 --fps 4 node src/cli.mjs mark # ...from a second terminal, to pin the look-back window node src/cli.mjs finish # ...then end it — one contact sheet per mark
Inspect a frame — zoom into any frame at full resolution without re-recording:
node src/cli.mjs get-frame --dir captures/<timestamp> --index 7
node src/cli.mjs get-frame --dir captures/ --index 7 \ --normalized --crop-x 0.5 --crop-y 0 --crop-w 0.5 --crop-h 0.5 # top-right quadrant
Window capture grabs the window's own surface (via PrintWindow), so it works even when the target is behind other windows. A minimized or off-screen window has nothing to render, so Marey reports that rather than capturing junk — restore the window (node src/cli.mjs windows flags which are hidden).
Recording results include requested and achieved FPS, mean spacing, maximum frame gap, completion reason, warnings, errors, and the resolved target ID and bounds. New MCP clients (protocol 2025-06-18 or later) also receive these as structuredContent; older clients receive the same quality information as text. Partial recordings remain inspectable and failed recordings return isError:true alongside any available images. stop_recording retrieves evidence even if the backend already stopped automatically.
A contact sheet selects neighborhoods around the strongest transitions: the immediate before, changed, and following frames. Larger budgets also retain th
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