Use Multi-Turn Conversation Compressor with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Deterministic engine for reducing conversation history size while preserving semantic continuity.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 2 capabilities
The complete Multi-Turn Conversation Compressor capability set.
These are the exact actions your AI can choose when you ask it to work with Multi-Turn Conversation Compressor.
01-02
2 capabilities in this set.
Part of 2 available through Multi-Turn Conversation Compressor.
- 01
Evaluate compression quality tool
- 02
Compress conversation tool
Observed, not estimated
827ms average. Fast in production.
Multi-Turn Conversation Compressor is checked daily against the live service.
- Fastest day
- 670ms
- Slowest day
- 1021ms
- 14-day trend
- Slowing+16%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 2 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 Multi-Turn Conversation Compressor, so you can see the experience inside your AI.
It does not authenticate your account with Multi-Turn Conversation Compressor. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Multi-Turn Conversation Compressor Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_cjy6h1h0uYGQWAPoJ9znJlexxrxgUhzuV2rz9OFE/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 — Multi-Turn Conversation Compressor capabilities are ready to use.
{
"mcpServers": {
"multi-turn-conversation-compressor-mcp": {
"url": "https://edge.vinkius.com/vk_preview_cjy6h1h0uYGQWAPoJ9znJlexxrxgUhzuV2rz9OFE/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
FAQ
Questions Multi-Turn Conversation Compressor owners ask.
- 01
How does the sliding window strategy work?
The sliding_window strategy uses a FIFO method to keep only the most recent turns within the specified token limit, ensuring the model has immediate context.
- 02
Can I ensure my system prompt is never lost?
Yes. The engine includes strict preservation rules that ensure the system prompt is always kept as the first element and is immune to all compression logic.
- 03
How do I know if the compression was too aggressive?
You can use the evaluate_compression_quality_tool to check metrics. It flags results if token savings are below 20% or if the continuity score falls below 0.3.
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