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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Streaming Chunk Assembler with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Reassembles fragmented LLM response chunks into complete, verified text and JSON.

Included with plan

Ask AI about this Connector

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 3 capabilities

The complete Streaming Chunk Assembler capability set.

These are the exact actions your AI can choose when you ask it to work with Streaming Chunk Assembler.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Streaming Chunk Assembler.

  1. 01

    Append chunk

    Processes a single incoming chunk and updates the internal assembly state

  2. 02

    Finalize stream

    Forces the closure of a stream and performs a final validation of structural integrity

  3. 03

    Get current status

    Retrieves the current state of an ongoing assembly without adding new data

Observed, not estimated

775ms average. Fast in production.

Streaming Chunk Assembler is checked daily against the live service.

Daily averagePeak 970ms
Aug 24Today
Fastest day
683ms
Slowest day
970ms
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 Streaming Chunk Assembler, so you can see the experience inside your AI.

It does not authenticate your account with Streaming Chunk Assembler. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Streaming Chunk Assembler Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_f6gZFvu2FnL3VPoAuIndMmUUicixpTHZR25bwYOW/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Streaming Chunk Assembler capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "streaming-chunk-assembler-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_f6gZFvu2FnL3VPoAuIndMmUUicixpTHZR25bwYOW/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 Streaming Chunk Assembler owners ask.

  • 01

    How does the assembler handle missing chunks?

    The engine tracks sequence numbers for every stream. If a gap is detected, the missing sequence numbers are recorded and returned in the response.

  • 02

    Can I validate if a JSON object is complete?

    Yes. By using finalize_stream, the engine performs a character-level check for balanced braces and brackets to ensure the JSON is structurally sound.

  • 03

    How do I check the progress of a stream?

    You can use the get_current_status capability with the specific streamId to retrieve the current buffer and assembly state.

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