Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
Give AI agents eyes for motion: see what changed on screen, not just how it looks.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"marey": {
"command": "npx",
"args": [
"-y",
"@anilyesilkaya/marey"
]
}
}
}ターミナルでこれを実行します
claude mcp add marey -- npx -y @anilyesilkaya/mareyプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"marey": {
"command": "npx",
"args": [
"-y",
"@anilyesilkaya/marey"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"marey": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@anilyesilkaya/marey"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月8日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント anilyesilkaya で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.1.0)がレジストリに届いたのは37 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Winecellarbuilders
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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.
Find the team for your wine room.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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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