
Connect Sprite Sheet Memory Optimizer to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Manage texture assets and VRAM efficiency through your AI client.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 3 capabilities
We ship only the actions that matter.
01-03
3 capabilities in this set.
Part of 3 available through Sprite Sheet Optimizer.
- 01
Analyze memory impact
This capability calculates how mip-mapping and texture compression change your total memory footprint. It helps you predict VRAM usage for specific texture configurations.
- 02
Optimize sprite layout
This capability uses bin-packing algorithms to find the most efficient way to pack your sprites into sheets. It minimizes wasted space in your texture atlases.
- 03
Validate optimization thresholds
This capability checks if your current sprite sheet settings meet your predefined quality or memory targets. It flags configurations that fall below your required utilization or memory limits.
Real work
What teams actually run
Texture Budgeting
Calculate how much VRAM a set of textures will consume under different compression settings.
Atlas Generation
Find the most efficient way to pack a large number of individual sprites into a single sheet.
Quality Assurance
Verify that new sprite sheet configurations don't violate established memory constraints.
Optimization Testing
Compare the memory footprint of textures with and without mip-mapping enabled.
One connector, every AI
Sprite Sheet Optimizer works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Sprite Sheet Optimizer to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
865ms average. Fast in production.
Sprite Sheet Optimizer is checked daily against the live service.
- Fastest day
- 704ms
- Slowest day
- 948ms
- 14-day trend
- Slowing+6%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 3 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Sprite Sheet Optimizer, so you can see the experience inside your AI.
It does not authenticate your account with Sprite Sheet Optimizer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Sprite Sheet Optimizer Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_osEfY3MMdUHoEPPgPfctMXp71d6ys8I4lNS4htui/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Sprite Sheet Optimizer capabilities are ready to use.
{
"mcpServers": {
"sprite-sheet-memory-optimizer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_osEfY3MMdUHoEPPgPfctMXp71d6ys8I4lNS4htui/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up Sprite Sheet Optimizer in Claude and other AIs
Who it's for
Built for the work Sprite Sheet Optimizer owners hand off.
Technical artists and graphics engineers use this MCP to automate the tedious math of texture management.
- 01
Technical Artist
Hands off sprite dimensions to the agent to generate optimized packing layouts.
- 02
Graphics Engineer
Uses the agent to run memory impact simulations for different compression formats.
- 03
Game Developer
Asks the agent to validate that texture assets meet specific VRAM budgets.
FAQ
Questions Sprite Sheet Optimizer owners ask.
- 01
How does this MCP help with VRAM management?
It uses the analyze_memory_impact capability to calculate how compression and mip-mapping affect your total memory footprint.
- 02
Can I use this to pack sprites?
Yes, the optimize_sprite_layout capability uses bin-packing algorithms to determine the most efficient way to pack sprites into sheets.
- 03
What clients can I use with this MCP?
You can use this with any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 04
How do I know if my textures meet my project requirements?
You can use the validate_optimization_thresholds capability to check if your current configurations meet your specific memory and utilization targets.
- 05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.
- 06
How does the capability calculate sprite sheet utilization?
Utilization is calculated as the ratio of the sum of all sprite areas to the total area of the resulting texture sheets.
- 07
Can I check if my memory usage is within limits?
Yes, you can use the validate_optimization_thresholds capability to check if your configuration meets specific utilization and memory targets.
- 08
What algorithms are used for packing?
The server uses deterministic bin-packing algorithms, such as Shelf or Guillotine packing, to arrange sprites efficiently.
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Connect Sprite Sheet Optimizer to Claude, Cursor, ChatGPT & more
