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Vinkius

Meilisearch Connector for AI agents.

44 live capabilities

Manage your search engine indexes and full-text search data.

Live agent request Meilisearch / Connector

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AI Agent

Why people use Meilisearch

Meilisearch for Managing Full-Text Search Indexes

This Connector brings that entire workflow into your AI client. Instead of hunting for the right API endpoint or navigating a complex UI, you just tell your agent to update a setting, add a batch of documents, or check the health of your index. You get a direct line to your search engine, letting you handle the heavy lifting of data management without ever leaving your workspace.

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

What Vinkius changes

You get a hands-on way to manage your search engine without leaving your dev environment.

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

One account · 5,900+ Connectors

  1. Real-world use case 01

    Debugging search results

    A developer notices a product is not appearing in results.

  2. Real-world use case 02

    Bulk data migration

    A data engineer needs to move 10,000 items to a new index.

  3. Real-world use case 03

    Zero-downtime deployment

    A team wants to update their search logic.

Complete set · 44capabilities

The complete Meilisearch capability set.

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

Capability set01 / 11

01—04

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 01 Capability

    Get task

    Get details of a specific task. This is how you check if a specific operation finished.

  2. 02 Capability

    Update key

    Update an API key name or description. This helps keep your access management organized.

  3. 03 Capability

    Create dump

    Trigger the creation of a Meilisearch dump. Use this for full backups or data migrations.

  4. 04 Capability

    Similar documents

    Find documents similar to a given document ID. This is great for related items features.

Capability set02 / 11

05—08

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 05 Capability

    Update documents

    Add or update documents with a partial update. This is useful for changing just a few fields in a large record.

  2. 06 Capability

    Add documents

    Add or replace documents in an index. This lets you populate your search data quickly.

  3. 07 Capability

    Cancel tasks

    Cancel pending or processing tasks. This is useful for stopping heavy operations.

  4. 08 Capability

    Chat completion

    Request a chat completion from a workspace. Use this to interact with specific workspace chat features.

Capability set03 / 11

09—12

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 09 Capability

    Configure experimental features

    Enable or disable experimental features. This lets you test new capabilities without affecting production.

  2. 10 Capability

    Create index

    Create a new index. This is the first step for setting up a new search category.

  3. 11 Capability

    Create key

    Create a new API key. This helps you manage permissions for different applications.

  4. 12 Capability

    Create snapshot

    Trigger the creation of a Meilisearch snapshot. Use this to save a point in time version of your data.

Capability set04 / 11

13—16

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 13 Capability

    Delete all documents

    Delete all documents in an index. Use this to completely reset an index.

  2. 14 Capability

    Delete document

    Delete a single document. This is perfect for cleaning up individual entries.

  3. 15 Capability

    Delete documents batch

    Delete multiple documents by ID. This helps you clean up multiple items in one go.

  4. 16 Capability

    Delete documents by filter

    Delete documents matching a filter. It is the best way to prune data based on specific criteria.

Capability set05 / 11

17—20

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 17 Capability

    Delete dynamic search rule

    Delete a dynamic search rule. Use this to clean up how your search engine handles dynamic queries.

  2. 18 Capability

    Delete index

    Delete an index. This removes all data and configuration for that specific category.

  3. 19 Capability

    Delete key

    Delete an API key. Use this to revoke access when a service no longer needs it.

  4. 20 Capability

    Delete tasks

    Delete finished tasks. This keeps your task history clean.

Capability set06 / 11

21—24

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 21 Capability

    Get batch

    Get details of a specific batch. Use this to track the progress of large bulk operations.

  2. 22 Capability

    Get document

    Get a specific document by ID. This lets you verify exactly what the search engine sees.

  3. 23 Capability

    Get health

    Check the health of the Meilisearch instance. This is a quick way to see if your service is running well.

  4. 24 Capability

    Get index stats

    Get stats of a specific index. Use this to monitor your search engine load.

Capability set07 / 11

25—28

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 25 Capability

    Get index

    Get metadata for a specific index. This shows you the primary keys and other core details.

  2. 26 Capability

    Get key

    Get details of a specific API key. Use this to audit who or what has access to your data.

  3. 27 Capability

    Get settings

    Get all settings of an index. This helps you see how your search engine is currently configured.

  4. 28 Capability

    Get stats

    Get stats of all indexes and database size. Use this for general system monitoring.

Capability set08 / 11

29—32

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 29 Capability

    Get version

    Get the version of the Meilisearch instance. Use this for troubleshooting version specific bugs.

  2. 30 Capability

    List batches

    List task batches. This gives you a bird's eye view of all ongoing bulk operations.

  3. 31 Capability

    List chats

    List chat workspaces. Use this to see the different chat environments in your instance.

  4. 32 Capability

    List documents

    List documents in an index. This is great for quickly scanning your available data.

Capability set09 / 11

33—36

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 33 Capability

    List dynamic search rules

    List dynamic search rules for an index. Use this to audit your search logic.

  2. 34 Capability

    List experimental features

    List the status of experimental features. This helps you keep track of what is running in your dev environment.

  3. 35 Capability

    List indexes

    List all Meilisearch indexes. Use this to see your entire search catalog at a glance.

  4. 36 Capability

    List keys

    List API keys. This is useful for auditing access across your different services.

Capability set10 / 11

37—40

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 37 Capability

    List tasks

    List asynchronous tasks. Use this to see what operations are currently being processed.

  2. 38 Capability

    Multi search

    Perform multiple search queries in a single call. This is more efficient than making multiple individual search calls.

  3. 39 Capability

    Reset settings

    Reset all settings of an index to defaults. Use this if you need a clean slate.

  4. 40 Capability

    Search documents

    Search for documents in an index. This is how you actually query your data.

Capability set11 / 11

41—44

4 capabilities in this set.

Part of 44 available through Meilisearch.

  1. 41 Capability

    Set dynamic search rule

    Create or update a dynamic search rule. This allows you to customize how search results are generated.

  2. 42 Capability

    Swap indexes

    Swap multiple indexes atomically. This allows you to switch between old and new data with zero downtime.

  3. 43 Capability

    Update index

    Update an index primary key. Use this when you need to change how your documents are uniquely identified.

  4. 44 Capability

    Update settings

    Update settings of an index. Use this to tune your search behavior on the fly.

Set up in minutes

One URL. Then ask Meilisearch to work.

Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Meilisearch 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_zvxhlZ8xtjn1uMtmbqWfMxBRRJBkYtadvczmRQ3Q/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 Meilisearch, and paste the URL above.

  3. Step 03

    Turn it on in chat

    Select +, open Connectors, and enable Meilisearch for the conversation.

Where the request belongs

Work Meilisearch can move forward.

Built around the request

This is for the developer who is tired of context-switching between their IDE and a search dashboard, or the data engineer tasked with keeping massive datasets in sync across multiple environments.

01

Backend Developer

Debugs search results and updates index settings on the fly while coding.

02

Data Engineer

Automates data sync tasks and handles bulk document updates for large-scale migrations.

03

Content Manager

Verifies that new products or articles are correctly indexed without needing to touch a terminal.

Bring your own AI

Change the model, client or framework. Keep Meilisearch 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 Meilisearch.

The practical details behind the request, access and result.

Can I use the Meilisearch MCP to update my search data?

Yes, you can use it to add, update, or replace documents in your index. This means you can keep your search results fresh by letting your AI agent push new data directly to Meilisearch.

Does the Meilisearch MCP support bulk operations?

It does. You can add or update multiple documents at once or delete them in batches, which is much faster than handling them one by one.

How do I manage my API keys with Meilisearch MCP?

You can create, list, and delete API keys directly through your AI client. This makes it easy to manage permissions and rotate your credentials for different parts of your app.

Can I use Meilisearch MCP to move to a new index without downtime?

Yes, the Connector includes a capability to swap multiple indexes atomically. This lets you switch to a new set of data instantly without your users noticing any interruption.

Can the Meilisearch MCP help me debug my search engine?

Definitely. You can use it to check the health of your instance, get detailed stats for specific indexes, and retrieve individual documents to see exactly how they are being indexed.

Is it possible to back up my data using the Meilisearch MCP?

You can trigger both snapshots and full dumps. This gives you a reliable way to create backups or move your data to a different environment whenever you need.

Can I use Meilisearch MCP to manage experimental features?

Yes, you can see which experimental features are active and toggle them on or off. This is great for testing new Meilisearch capabilities in a controlled way.

Can I delete documents based on a specific condition or category?

Yes! You can use the delete_documents_by_filter capability. Just provide the index UID and a filter expression (e.g., 'category = electronics') to remove all matching documents at once.

How do I perform a zero-downtime index update?

You can use the swap_indexes capability. This allows you to swap the names of two or more indexes atomically, ensuring your search remains active while you switch to a newly populated index.

Is it possible to retrieve only specific fields from a document?

Absolutely. When using get_document or list_documents, you can provide a comma-separated list of fields to return, reducing the payload size and focusing on the data you need.

One connection away

Give your agent a direct line to Meilisearch.

Connect Meilisearch once. Keep it beside 5,900+ managed Connectors when the next task needs more.

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