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Meilisearch MCP Server for WindsurfGive Windsurf instant access to 44 tools to Add Documents, Cancel Tasks, Chat Completion, and more

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Windsurf brings agentic AI coding to a purpose-built IDE. Connect Meilisearch through Vinkius and Cascade will auto-discover every tool. ask questions, generate code, and act on live data without leaving your editor.

Ask AI about this MCP Server for Windsurf

The Meilisearch MCP Server for Windsurf is a standout in the Loved By Devs category — giving your AI agent 44 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

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Classic Setup·json
{
  "mcpServers": {
    "meilisearch": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
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About Meilisearch MCP Server

Connect your Meilisearch instance to any AI agent to automate your search engine management and data indexing workflows.

Windsurf's Cascade agent chains multiple Meilisearch tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 44 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

What you can do

  • Index Management — Create, list, update, and delete indexes. Perform atomic swaps between indexes for zero-downtime deployments.
  • Document Operations — Add, update, or replace documents in bulk. Retrieve specific documents by ID or list them with advanced filtering and sorting.
  • Granular Deletion — Remove documents individually, in batches, or by applying complex filter expressions to clean up your data.
  • Metadata Inspection — Fetch detailed metadata for your indexes and documents to monitor your search engine's state.

The Meilisearch MCP Server exposes 44 tools through the Vinkius. Connect it to Windsurf in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 44 Meilisearch tools available for Windsurf

When Windsurf connects to Meilisearch through Vinkius, your AI agent gets direct access to every tool listed below — spanning search-engine, indexing, full-text-search, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

add

Add documents on Meilisearch

Add or replace documents in an index

cancel

Cancel tasks on Meilisearch

Cancel pending or processing tasks

chat

Chat completion on Meilisearch

Request a chat completion from a workspace

configure

Configure experimental features on Meilisearch

Enable or disable experimental features

create

Create dump on Meilisearch

Trigger the creation of a Meilisearch dump

create

Create index on Meilisearch

Create a new index

create

Create key on Meilisearch

Create a new API key

create

Create snapshot on Meilisearch

Trigger the creation of a Meilisearch snapshot

delete

Delete all documents on Meilisearch

Delete all documents in an index

delete

Delete document on Meilisearch

Delete a single document

delete

Delete documents batch on Meilisearch

Delete multiple documents by ID

delete

Delete documents by filter on Meilisearch

Delete documents matching a filter

delete

Delete dynamic search rule on Meilisearch

Delete a dynamic search rule

delete

Delete index on Meilisearch

Delete an index

delete

Delete key on Meilisearch

Delete an API key

delete

Delete tasks on Meilisearch

Delete finished tasks

get

Get batch on Meilisearch

Get details of a specific batch

get

Get document on Meilisearch

Get a specific document by ID

get

Get health on Meilisearch

Check the health of the Meilisearch instance

get

Get index on Meilisearch

Get metadata for a specific index

get

Get index stats on Meilisearch

Get stats of a specific index

get

Get key on Meilisearch

Get details of a specific API key

get

Get settings on Meilisearch

Get all settings of an index

get

Get stats on Meilisearch

Get stats of all indexes and database size

get

Get task on Meilisearch

Get details of a specific task

get

Get version on Meilisearch

Get the version of the Meilisearch instance

list

List batches on Meilisearch

List task batches

list

List chats on Meilisearch

List chat workspaces

list

List documents on Meilisearch

List documents in an index

list

List dynamic search rules on Meilisearch

List dynamic search rules for an index

list

List experimental features on Meilisearch

List the status of experimental features

list

List indexes on Meilisearch

List all Meilisearch indexes

list

List keys on Meilisearch

List API keys

list

List tasks on Meilisearch

List asynchronous tasks

multi

Multi search on Meilisearch

Perform multiple search queries in a single call

reset

Reset settings on Meilisearch

Reset all settings of an index to defaults

search

Search documents on Meilisearch

Search for documents in an index

set

Set dynamic search rule on Meilisearch

Create or update a dynamic search rule

similar

Similar documents on Meilisearch

Find documents similar to a given document ID

swap

Swap indexes on Meilisearch

Swap multiple indexes atomically

update

Update documents on Meilisearch

Add or update documents (partial update)

update

Update index on Meilisearch

Update an index primary key

update

Update key on Meilisearch

Update an API key name or description

update

Update settings on Meilisearch

Update settings of an index

Connect Meilisearch to Windsurf via MCP

Follow these steps to wire Meilisearch into Windsurf. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

01

Open MCP Settings

Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
02

Add the server

Paste the JSON configuration above into mcp_config.json
03

Save and reload

Windsurf will detect the new server automatically
04

Start using Meilisearch

Open Cascade and ask: "Using Meilisearch, help me...". 44 tools available

Why Use Windsurf with the Meilisearch MCP Server

Windsurf provides unique advantages when paired with Meilisearch through the Model Context Protocol.

01

Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention

02

Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively

03

JSON-based configuration means zero code changes: paste a URL, reload, and all 44 tools are immediately available

04

Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts

Meilisearch + Windsurf Use Cases

Practical scenarios where Windsurf combined with the Meilisearch MCP Server delivers measurable value.

01

Automated code generation: ask Cascade to fetch data from Meilisearch and generate models, types, or handlers based on real API responses

02

Live debugging: query Meilisearch tools mid-session to inspect production data while debugging without leaving the editor

03

Documentation generation: pull schema information from Meilisearch and have Cascade generate comprehensive API docs automatically

04

Rapid prototyping: combine Meilisearch data with Cascade's code generation to scaffold entire features in minutes

Example Prompts for Meilisearch in Windsurf

Ready-to-use prompts you can give your Windsurf agent to start working with Meilisearch immediately.

01

"List all my Meilisearch indexes and their primary keys."

02

"Add these three product documents to the 'products' index: [JSON data]."

03

"Get the document with ID 'prod_99' from the 'products' index, but only show the 'name' and 'price' fields."

Troubleshooting Meilisearch MCP Server with Windsurf

Common issues when connecting Meilisearch to Windsurf through Vinkius, and how to resolve them.

01

Server not connecting

Check Settings → MCP for the server status. Try toggling it off and on.

Meilisearch + Windsurf FAQ

Common questions about integrating Meilisearch MCP Server with Windsurf.

01

How does Windsurf discover MCP tools?

Windsurf reads the mcp_config.json file on startup and connects to each configured server via Streamable HTTP. Tools are listed in the MCP panel and available to Cascade automatically.
02

Can Cascade chain multiple MCP tool calls?

Yes. Cascade is an agentic system. it can plan and execute multi-step workflows, calling several tools in sequence to accomplish complex tasks without manual prompting between steps.
03

Does Windsurf support multiple MCP servers?

Yes. Add as many servers as needed in mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.

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