Kimi Code

How to give Kimi Code access to RAG Chunk Optimizer

Set up in seconds, once. From then on, Kimi Code gets things done for you: add one server entry, and RAG Chunk Optimizer is live in your terminal.

Ask AI about this guide

RAG Chunk Optimizer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_voGm2jUbpmHE5w6WjTqTjNpUxuInJhx6ZinrST7h/mcp

Connecting RAG Chunk Optimizer to Kimi Code

About a minute, in the TUI

  1. 1Run /mcp-config in the Kimi Code TUI to add a server interactively (or edit mcp.json directly).
  2. 2Add a server named RAG Chunk Optimizer with your link in the url field. The link above is the URL.
  3. 3Run /mcp to confirm the status, then ask something real. RAG Chunk Optimizer is now part of Kimi Code.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "rag-chunk-size-optimizer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_voGm2jUbpmHE5w6WjTqTjNpUxuInJhx6ZinrST7h/mcp"
    }
  }
}

Kimi Code + RAG Chunk Optimizer

One chat. Your RAG Chunk Optimizer, live inside Kimi Code.

Real prompts, answered with live data. This is the kind of session you will have in Kimi Code once the link is in.

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

These prompts ship with the RAG Chunk Optimizer Connector. Once yours is connected, they work in your sessions.

The full capability set, the prompts and the observed latency live on the RAG Chunk Optimizer Connector page.

Mission Control

See everything your Kimi Code agents do in RAG Chunk Optimizer.

When Kimi Code runs a tool in RAG Chunk Optimizer, it happens in your editor: you see the result, but not the request itself, what data it carried, or whether a rule was broken.

Now every move lands on your screen.

Every execution is recorded, enforced, and shown to you: what ran, what it returned, what was blocked, and why.

AI Briefing
Upgrade to unlock

Know exactly what needs your attention before you even look at the charts. One briefing. The full picture. The next move.

Requests
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Total in this period
Avg Latency
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API 88ms · Overhead 54ms
Vinkius Reliability
0
Agent 280 · Upstream 47 · Vinkius 15
Tokens
0
AI tokens processed
DLP Protected
0
Sensitive data redacted
Cost Saved
0
FinOps truncations applied

AI Agents Activities

last 30 days
30d agotoday

Request Volume & Latency

requests latency

Every request your Kimi Code agents make through RAG Chunk Optimizer is logged, enforced and auditable. See how AI Governance turns agent activity into accountability, and what it means for your RAG Chunk Optimizer workflows.

What sets us apart

It's not just the Connector that stays safe. Everything your agents do through it is.

Connecting RAG Chunk Optimizer to your AI is step one. But an open line between your agents and RAG Chunk Optimizer is only half the story: without protection, every action they take runs unguarded.

That's why protection doesn't stop at the door.

Every action your agents take through the Connector runs inside our infrastructure: signed activity logs, automatic key rotation, spending limits that pause instead of surprise, and a sandbox that isolates every execution.

01

Tamper Proof Activity Log

Every request your agents make in RAG Chunk Optimizer is recorded and signed, so any change to the history becomes detectable.

02

Automatic Key Rotation

We rotate security keys every 24 hours. Your RAG Chunk Optimizer connection stays protected without any manual work.

03

Spending Protection

We enforce the spending limit you choose and pause actions that exceed it until approval is received. Your RAG Chunk Optimizer actions never surprise you.

04

Isolated Sandbox

Every execution through RAG Chunk Optimizer runs isolated, with 34+ security rules covering memory, CPU, network access, file handling and execution.

05

Security Event Streaming

Security events flow to Splunk, Datadog or your own webhook, so RAG Chunk Optimizer activity lands in the tools you already rely on.

06

Instant Resume

Idle connections resume in 3 to 5 ms while preserving their state, keeping your Kimi Code sessions responsive.

07

Malicious File Protection

We detect compressed files designed to exhaust system resources and block them before they ever reach RAG Chunk Optimizer.

08

Credential Validation

We test your RAG Chunk Optimizer credentials before saving them. Invalid credentials are rejected instead of being stored.

09

Separate Usage Limits

Usage stays isolated per account, so activity in one connection never consumes another account's allowance.

One Connector, one link, and the whole operation is protected. Not just the connection: everything your agents do through it.

These guarantees are not add-ons: they are the infrastructure every RAG Chunk Optimizer connection runs on. Read how our infrastructure protects everything your Kimi Code agents do, end to end.

Inside Vinkius

Get RAG Chunk Optimizer ready for your AI. It's easy.

You choose RAG Chunk Optimizer from the Vinkius Catalog and get one connection link. That's it.

  1. You choose RAG Chunk Optimizer

    You find RAG Chunk Optimizer in the Catalog and install the Connector with one click.

    RAG Chunk Optimizer

    Active

    Enable Connector
    Activating…

  2. You add the link in Kimi Code

    Vinkius gives you one connection link. In the Kimi Code TUI, you add a server in /mcp-config with the link in the url field, and the connection is ready.

    Token generated successfully

    MCP Connection URL

    https://edge.vinkius.com/vk_preview_voGm2jUbpmHE5w6WjTqTjNpUxuInJhx6ZinrST7h/mcp

    Connection Token

    vk_live_••••••••
    Go to Dashboard

Set it up once. Use RAG Chunk Optimizer with the AI you already use.

FAQ

Kimi Code access questions.

  • 01

    Does this work inside the Kimi Code TUI?

    Yes. Run /mcp to check the connection status of every server, and /mcp-config login <server-name> to complete browser-based authorization for remote servers.

  • 02

    If I connect RAG Chunk Optimizer to Gemini, can I use the same connection in Claude or ChatGPT later?

    Yes, and that's the point: the connection is yours, not Gemini's. You paste the same link in any AI you use, and there's nothing new to set up or pay again. Connect a new AI and RAG Chunk Optimizer is already there.

  • 03

    Do I need to hand my RAG Chunk Optimizer password to Gemini?

    Never. You sign in once at Vinkius, and we keep your logins encrypted and away from your AI. Gemini only ever sees the link, and you can remove it whenever you want.

  • 04

    What can I actually ask Gemini to do with RAG Chunk Optimizer?

    Whatever the Connector covers: check data, run actions and bring answers back. The Connector page lists every capability your AI gains, with real examples you can copy.

  • 05

    Gemini doesn't show the Connector. What do I check?

    Run /mcp to check the connection status, confirm the url in mcp.json matches your link exactly, and confirm the Connector is active in your Vinkius account. A deactivated Connector stops responding.

  • 06

    Can I remove the access later?

    Remove the entry from mcp.json (or delete it in /mcp-config) and it's out of your sessions. Your Vinkius account keeps the connection and its history either way, ready for the next AI.

  • More questions about RAG Chunk Optimizer? The Connector page answers them. See everything the RAG Chunk Optimizer Connector can do

About the Connector

What RAG Chunk Optimizer adds to your AI.

Once you connect it, your AI can take real actions in RAG Chunk Optimizer when you ask. The Connector page lists every capability in detail, alongside the latency we measure in production and prompts worth trying first.

See everything the RAG Chunk Optimizer Connector can do