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Vinkius

Context Window Optimizer Connector for AI agents.

3 live capabilities

Manage token limits and maximize prompt relevance

Live agent request Context Window Optimizer / Connector

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AI Agent

Why people use Context Window Optimizer

Stop token overflow with Context Window Optimizer

This MCP changes that. Instead of brute-forcing your way through token limits, you let the agent intelligently curate its own memory. You get a streamlined, high-density prompt that hits the sweet spot of relevance and brevity. It turns a messy pile of data into a sharp, focused instruction set.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
  • Visual Studio Code
  • Windsurf

What Vinkius changes

That your agent gets exactly the information it needs to act, without the bloat.

Use it from Claude, ChatGPT, Cursor or another AI client you already have.

One account · 6,100+ Connectors

  1. Real-world use case 01

    Long-running research tasks

    An agent researching a topic for hours accumulates massive logs.

  2. Real-world use case 02

    Multi-turn customer support

    A support agent needs to remember the user's problem without re-reading a 50-message transcript every time.

  3. Real-world use case 03

    Complex coding workflows

    When an agent is working across dozens of files, use this to feed it only the relevant code snippets instead of the whole repo.

Complete set · 3capabilities

The complete Context Window Optimizer capability set.

These are the exact actions your AI can choose when you ask it to work with Context Window Optimizer.

Capability set01 / 01

01—03

3 capabilities in this set.

Part of 3 available through Context Window Optimizer.

  1. 01 Capability

    Evaluate selection efficiency

    Measures how effectively the context was utilized relative to the total available budget

  2. 02 Capability

    Filter by relevance threshold

    Prunes the candidate list to remove low-quality information before performing the optimization

  3. 03 Capability

    Select optimal context

    Picks the best pieces of information to fit your token limit. It maximizes relevance so your agent doesn't miss the point.

Set up in minutes

One URL. Then ask Context Window Optimizer to work.

Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Context Window Optimizer from the conversation.

Choose your client

Live preview
Advanced clients IDE · CLI

Claude · Web + desktop

Official guide ↗

Connector URL · ready to paste

Streamable HTTP
https://edge.vinkius.com/vk_preview_YT9BcHeK3qV8GHjTDUXR83vcT9oI2MLYejbyO1oc/mcp
  1. Step 01

    Open Connectors

    In Claude Web or Claude Desktop, open Settings and choose Connectors.

  2. Step 02

    Add the URL

    Choose Add custom connector, name it Context Window Optimizer, and paste the URL above.

  3. Step 03

    Turn it on in chat

    Select +, open Connectors, and enable Context Window Optimizer for the conversation.

Where the request belongs

Work Context Window Optimizer can move forward.

Built around the request

This is for developers and engineers building autonomous agents that handle large datasets or long-running conversations.

01

AI Engineer

Managing token costs and context overflow in production agent workflows.

02

LLM Developer

Fine-tuning how much information an agent needs to solve a specific problem.

03

Workflow Automation Specialist

Building complex multi-step processes that require consistent agent memory.

Bring your own AI

Change the model, client or framework. Keep Context Window Optimizer connected.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
  • VS Code
  • Windsurf
  • ZCode
  • Cline
  • Zed
  • Continue
  • Kiro
  • Roo Code
  • Zencoder
  • Goose
  • Void
  • Augment Code
  • Amp
  • Qodo
  • Tabnine
  • Pieces
  • Sourcegraph Cody
  • JetBrains
  • Warp
  • Amazon Q
  • Antigravity
  • BoltAI
  • Raycast
  • Jan
  • LM Studio
  • AnythingLLM
  • Open WebUI
  • Msty
  • Cherry Studio
  • LibreChat
  • TypingMind
  • Chorus
  • 5ire
  • n8n
  • LangChain
  • LlamaIndex
  • CrewAI
  • Vercel AI SDK

Before you connect

Questions about Context Window Optimizer.

The practical details behind the request, access and result.

How does Context Window Optimizer help with token costs?

It reduces the number of tokens you send to your AI client by filtering out irrelevant data. Fewer tokens mean lower costs for every request your agent makes.

Can I use Context Window Optimizer with Claude or Cursor?

Yes. Since it follows the standard protocol, you can connect it to any compatible client like Claude, Cursor, or Windsurf through Vinkius.

Will this make my AI agent smarter?

It makes your agent more focused. By removing noise and keeping only relevant, recent information, the agent is less likely to get confused or hallucinate.

Does Context Window Optimizer replace RAG?

Not exactly. RAG finds the data, while this MCP optimizes the specific pieces of data you've already found to ensure they fit perfectly into the prompt.

How does it decide what information is important?

It uses a mathematical approach that looks at how relevant a piece of information is to your goal and how recently it happened, ensuring the most useful data stays in the window.

How does the selection process work?

The process uses select_optimal_context to sort items by relevance score and recency, then greedily adds them until the token limit is reached.

Can I reserve specific messages?

Yes, you can use the reservation rules in select_optimal_context to ensure the system prompt and the last user message are always included.

How do I measure if my context is efficient?

You can use the evaluate_context_efficiency capability to get a report on utilization ratio, density score, and coverage gap.

What is the optimization score?

The optimization score is a metric returned by the selection capability that represents the aggregate relevance of the items successfully selected within your budget.

One connection away

Give your agent a direct line to Context Window Optimizer.

Connect Context Window Optimizer once. Keep it beside 6,100+ managed Connectors when the next task needs more.

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