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)
Three.js MCP server: see, play, test and profile the three.js and WebGL pages your agent builds
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。
PAPRIKA3D_CHROME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": {
"paprika3d": {
"command": "npx",
"args": [
"-y",
"paprika3d",
"serve"
],
"env": {
"PAPRIKA3D_CHROME": "your-value"
}
}
}
}ターミナルでこれを実行します
claude mcp add paprika3d --env PAPRIKA3D_CHROME=your-value -- npx -y paprika3d serve動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"paprika3d": {
"command": "npx",
"args": [
"-y",
"paprika3d",
"serve"
],
"env": {
"PAPRIKA3D_CHROME": "your-value"
}
}
}
}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": {
"paprika3d": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"paprika3d",
"serve"
],
"env": {
"PAPRIKA3D_CHROME": "your-value"
}
}
}
}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。
PAPRIKA3D_CHROME env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6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 paprika3d 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(0.2.4)がレジストリに届いたのは9 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, FOGA node
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.
A Finch OG Agent cell as an MCP server: read the world, dry-run and take ERC-8414 tenders by policy.
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。
paprika3d
paprika3d turns your coding agent into a game studio.
Three.js MCP server and Claude Code plugin: build three.js games and 3D pages end to end, from references and a design doc to playtesting, models and a published link.
It takes a three.js game from references on the web to a look and character sheets, a design doc with the creative calls left to you, the build, then loops that keep improving it, all in one lean package of tools. Along the way your agent plays the game, measures every frame and finds or builds the models. That is how the game gets good: it finds the invisible model, the file that never loaded and the flickering faces, and fixes them before it tells you it is done.
In Claude Code the whole flow is two commands, /paprika3d:paprika-make and /paprika3d:paprika-loop for . Codex, Gemini CLI, Cursor and other MCP clients get the same tools, and the skills with npx skills add paprika3d/paprika3d.
The main result: with paprika3d, Sonnet 5.5 made 86% of its 3D objects pass every check, against 66% without it: +20 points (95% interval +11 to +29), over 150 runs in each arm. The checks are no flickering, see-through or inside-out faces, code that runs, and a budget. The checks come from 3JSBench by General Context Labs. All results, each with its run count.
Needs Google Chrome and Node 20.11 or later; the Claude Code plugin needs Claude Code 2.1.118 or later.
| Agent | Install |
|---|
| Claude Code | claude plugin marketplace add paprika3d/paprika3d claude plugin install paprika3d@paprika3d | | Codex CLI | codex mcp add paprika -- npx -y paprika3d serve | | Gemini CLI | gemini mcp add paprika npx -y paprika3d serve | | Cursor, VS Code, Windsurf | npx -y paprika3d serve as an MCP server in the client's settings (JSON below) | | Skill only (any agent) | npx skills add paprika3d/paprika3d (one skill: --skill threejs-screenshot) |
Then, in Claude Code, type /paprika3d:paprika-make to make a game or 3D page from one request. In any agent, ask it to use paprika3d to playtest a page you already have.
Cursor (.cursor/mcp.json), Windsurf and any other MCP client take this entry; VS Code's .vscode/mcp.json takes the same entry under servers instead of mcpServers:
{
"mcpServers": { "paprika": { "command": "npx", "args": ["-y", "paprika3d", "serve"] } } }
/paprika3d:paprika-make works in this order, with a few rounds of questions for the calls that are yours. The first three stages each write a file you can read and change; how it works has each stage's files, questions and keys.
| Stage | What happens | Tools and files |
|---|---|---|
| 1. References | Your pictures, or a subagent's picks from Wikimedia Commons and Openverse with each licence and source, numbered on one picture for you to keep or drop. If you say yes, a search of the web, YouTube included, for study references and free models; these stay in refs/study/ and are never published | refs/, reference |
| 2. Look and characters | A style sheet (LOOK.md: palette, light, materials, camera and the checks the build is held to) and character sheets (CHARACTERS.md), written from the tagged references. A free look board of your references and their colours every time; with your own fal, OpenAI or Gemini key, an image model's look board and front, side and back views of up to four characters | sheet (preview), refs/sheets/ |
| 3. Design doc | For a game, DESIGN.md: core loop, controls, progression, win and lose, levels, feel, audio and UI. The calls that change what the game is (tone, the progression, the win condition) are asked of you; the rest are logged as the builder's, with the options not taken, so you can change one. Your own design doc is read and added to, never overwritten. BRIEF.md lists what the build is checked against | DESIGN.md, BRIEF.md |
| 4. Build | Where each key model comes from: the library, a free CC0 or CC BY model from the web, a model generated with your own fal, Meshy or Tripo key, or code. Then the whole page in one pass, opened, played, measured and fixed against the brief, with a critic listing what still looks wrong | asset_search (preview), model_run and model_look (preview), model_audit, geo.js, fx.js, and the tools below |
| 5. Loops | /paprika3d:paprika-loop for keeps improving it unattended until the time is up: fresh claude -p sessions, a builder then a read-only judge each round, a commit per round. Change paprika-loop/PROMPT.md while it runs to change course. publish (preview, invite-only) puts the game on https:// .paprika3d.app when you ask | paprika-loop, publish (preview) |
A one-line request takes about four rounds of questions and spends nothing on your keys unasked. sheet names which image and 3D model keys are set, never their values; set one with /plugin configure paprika3d or the provider's usual variable, such as FAL_KEY. The loop starts only when you type it; each round is two Claude Code sessions, billed as such, and it needs claude and git on PATH. To publish, join the waitlist at https://paprika3d.com/waitlist and set PAPRIKA3D_PUBLISH_INVITE to your code; what a publish uploads and records.
The full flow runs in Claude Code. In other agents the tools below work the same, and npx skills add paprika3d/paprika3d adds the skills.
From the first draft on, every stage runs on these tools. Your agent opens its page in headless Chrome on a clock it controls, reads which objects are on screen and which never appear, plays inputs on exact frames and times each frame. They work on any three.js, React Three Fiber or WebGL page, WebGPURenderer included: games, product viewers and configurators, scroll sites, simulations, shader and post-processing demos. Your page needs no changes.
| Part | What your agent does | Tools |
|---|---|---|
| See it | Sees what is on screen, what never appears and why (behind the camera, outside the view, too small), which files failed to load, and which lighting and surface faults show | open, look, observe |
| Play it | Presses keys, clicks, touches and scrolls on exact frames of a paused, seeded clock, reads the state after each input, keeps a play as a check that reruns after every edit, and measures how a hit or pickup shows on screen | interact, test, feel |
| Ask it | Runs any JavaScript against scene, camera and renderer, and reads each mesh's triangles, bounds, closed edges, volume and genus | eval |
| Speed it | Times the frame against a desktop, mobile, Quest or site budget, finds what costs it, and keeps only the speed-ups that leave the picture unchanged | perf |
| Match a picture | Reads a picture the page should match (a crop with a pixel grid, colours at points), and puts the page beside it with the differences by region | reference |
| Find models | Finds a ready-made model, PBR texture or HDRI sky in a hosted library (57,732 models, 3,545 textures, 1,430 skies), by words or by a crop of a picture; pick downloads one into the project with the code that loads it, and a CC BY model's credit line into CREDITS.md | asset_search (preview) |
| Build models | Builds a model in code, in a modelling scene kept between calls (three.js and Manifold: booleans, hull, extrude, revolve), shows it true to size from four sides, and saves a .glb the page loads | model_run, model_look (preview) |
| Check models | Checks .glb, .gltf and USD files for size, triangles, textures and compression, with a site or Shopify verdict; shrink rewrites a .glb or .gltf smaller | model_audit |
open also puts two helper files in the project, geo.js (procedural geometry) and fx.js (sound, textures, particles, a lighting setup), and the skill can add game-state, which keeps game state in typed arrays and runs Rapier physics in a worker. send_feedback sends the team a report when a reply was wrong. Every tool, with when to reach for it, the skills, the hooks and the files: what the plugin adds.
Every reply is short text with the numbers that fix the problem. Part of one look reply, on a test page with a start line laid flat on a road:
Surfaces: "road" and "startDecal" share a face plane (y = 0.00) over 2.6 × 16 units: they flicker as the camera moves (z-fighting). Move one at least 0.00054 units off the plane (what the depth buffer can tell apart at 21 units from this camera), give the top one material.polygonOffset = true with polygonOffsetFactor -1, or remove the hidden face.
On screen (4): road 44% [0, 307, 1279, 799] 500 × 18 units, along the view grass 17% [0, 307, 1279, 587] 600 × 400 units startDecal 0.46% [366, 427, 915, 440] 16 × 2.6 units, across the view board4 0.075% [553, 286, 587, 307] 8 × 5 units Never visible: none
3JSBench by General Context Labs checks the 3D objects a model builds from one-line requests. In our run of its checks, more objects pass with paprika3d:
| 3JSBench | Without paprika3d | With paprika3d | Difference (95% interval) | Runs |
|---|---|---|---|---|
| Sonnet 5.5: objects that pass every check | 66% | 86% | +20 points (+11 to +29) | 150 per arm (50 objects, 3 runs each) |
| Opus 5.5: objects that pass every check | 63% | 78% | +15 points (+4 to +26) | 150 per arm (50 objects, 3 runs each) |
| Sonnet 5.5: objects with no flickering (z-fighting) faces | 68% | 88% | +20 points (+11 to +29) | 150 per arm (50 objects, 3 runs each) |
| Opus 5.5: objects with no flickering (z-fighting) faces | 69% | 89% | +21 points (+11 to +31) | 150 per arm (50 objects, 3 runs each) |
Imported models show up, at the right size. Sonnet 5.5 building three.js pages that each load a glTF model. The paprika3d runs had a one-time reminder to open the page after the first edit; the plugin's after-edit hook now says once that a page the agent wrote has not been
冒頭だけを表示しています。続きはリポジトリで読めます