Does this work in the Qwen Code chat?

Yes. Run /mcp in the chat to open the MCP dialog and see your server's tools, prompts and resources. If Qwen Code was already running, restart it in the same project.

If I connect Meilisearch 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 Meilisearch is already there.

Do I need to hand my Meilisearch 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.

What can I actually ask Gemini to do with Meilisearch?

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.

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

Run qwen mcp list or open the /mcp dialog, confirm the url was pasted exactly as copied, and confirm the Connector is active in your Vinkius account. If Qwen Code was already running, restart it in the same project.

Can I remove the access later?

Run qwen mcp remove and it's out of your sessions. Your Vinkius account keeps the connection and its history either way, ready for the next AI.

How to give Qwen Code access to Meilisearch

Set up in seconds, once. From then on, Qwen Code gets things done for you: run one command, and Meilisearch is live in your terminal.

Ask AI about this guide

Meilisearch Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_zvxhlZ8xtjn1uMtmbqWfMxBRRJBkYtadvczmRQ3Q/mcp

Connecting Meilisearch to Qwen Code

About a minute, in your terminal

1Run: qwen mcp add --transport http Meilisearch <your link>. The link above is the URL.
2Prefer a config file? Add it to ~/.qwen/settings.json (user) or .qwen/settings.json (project) with the httpUrl field. The link above is the URL.
3Enter /mcp in the chat to confirm the server appears. Meilisearch is now part of Qwen Code.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "meilisearch-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_zvxhlZ8xtjn1uMtmbqWfMxBRRJBkYtadvczmRQ3Q/mcp"
    }
  }
}

Qwen Code + Meilisearch

One chat. Your Meilisearch, live inside Qwen Code.

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

Waiting for input…

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

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

The full capability set, the prompts and the observed latency live on the Meilisearch Connector page.

Mission Control

See everything your Qwen Code agents do in Meilisearch.

When Qwen Code runs a tool in Meilisearch, 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

Total in this period

Avg Latency

API 88ms · Overhead 54ms

Vinkius Reliability

Agent 280 · Upstream 47 · Vinkius 15

Tokens

AI tokens processed

DLP Protected

Sensitive data redacted

Cost Saved

FinOps truncations applied

AI Agents Activities

last 30 days

30d agotoday

Request Volume & Latency

requests latency

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

What sets us apart

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

Connecting Meilisearch to your AI is step one. But an open line between your agents and Meilisearch 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.

Tamper Proof Activity Log

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

Automatic Key Rotation

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

Spending Protection

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

Isolated Sandbox

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

Security Event Streaming

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

Instant Resume

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

Malicious File Protection

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

Credential Validation

We test your Meilisearch credentials before saving them. Invalid credentials are rejected instead of being stored.

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 Meilisearch connection runs on. Read how our infrastructure protects everything your Qwen Code agents do, end to end.

Inside Vinkius

Get Meilisearch ready for your AI. It's easy.

You choose Meilisearch from the Vinkius Catalog, sign in to your Meilisearch account, and get one connection link. That's it.

You choose Meilisearch
You find Meilisearch in the Catalog and install the Connector with one click.
Meilisearch
Active
Enable Connector
Activating…
You sign in
You connect your Meilisearch account and choose what you want your AI to access. Your credentials stay encrypted and separate from your AI.
Configure Credentials
Configure credentials for {{connectorName}}
Meilisearch sign-inRequiredEncrypted
Save & Continue
Encrypted Storage
Your credentials are encrypted at rest and in transit.
Never Shared
Your credentials are never shared with third parties.
Full Control
Revoke or update credentials at any time.
You add the link in Qwen Code
Vinkius gives you one connection link. In Qwen Code, you run one qwen mcp add command with the link as the HTTP URL, and the connection is ready.
Token generated successfully
MCP Connection URL
https://edge.vinkius.com/vk_preview_zvxhlZ8xtjn1uMtmbqWfMxBRRJBkYtadvczmRQ3Q/mcp
Connection Token
vk_live_••••••••
Go to Dashboard

Set it up once. Use Meilisearch with the AI you already use.

FAQ

Qwen Code access questions.

01
Does this work in the Qwen Code chat?
Yes. Run /mcp in the chat to open the MCP dialog and see your server's tools, prompts and resources. If Qwen Code was already running, restart it in the same project.
02
If I connect Meilisearch 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 Meilisearch is already there.
03
Do I need to hand my Meilisearch 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 Meilisearch?
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 qwen mcp list or open the /mcp dialog, confirm the url was pasted exactly as copied, and confirm the Connector is active in your Vinkius account. If Qwen Code was already running, restart it in the same project.
06
Can I remove the access later?
Run qwen mcp remove 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 Meilisearch? The Connector page answers them. See everything the Meilisearch Connector can do

About the Connector

What Meilisearch adds to your AI.

Once you connect it, your AI gains 44 capabilities: the exact actions it can take in Meilisearch when you ask. The Connector page lists every one of them in detail, alongside the latency we measure in production and prompts worth trying first.

See everything the Meilisearch Connector can do