4,000+ servers built on vurb.ts
Vinkius

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

MCP Inspector GDPR Free for Subscribers

Cursor is an AI-first code editor built on VS Code that integrates LLM-powered coding assistance directly into the development workflow. Its Agent mode enables autonomous multi-step coding tasks, and MCP support lets agents access external data sources and APIs during code generation.

Ask AI about this MCP Server for Cursor

The Meilisearch MCP Server for Cursor 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

Vinkius delivers Streamable HTTP and SSE to any MCP client

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
Classic Setup·json
{
  "mcpServers": {
    "meilisearch": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
RecommendedModern Approach — Zero Configuration

Vinkius Desktop App

The modern way to manage MCP Servers — no config files, no terminal commands. Install Meilisearch and 4,000+ MCP Servers from a single visual interface.

Vinkius Desktop InterfaceVinkius Desktop InterfaceVinkius Desktop InterfaceVinkius Desktop Interface
Download Free Open SourceNo signup required
Meilisearch
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Meilisearch MCP Server

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

Cursor's Agent mode turns Meilisearch into an in-editor superpower. Ask Cursor to generate code using live data from Meilisearch and it fetches, processes, and writes. all in a single agentic loop. 44 tools appear alongside file editing and terminal access, creating a unified development environment grounded in real-time information.

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 Cursor 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 Cursor

When Cursor 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 Cursor via MCP

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

01

Open MCP Settings

Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
02

Add the server config

Paste the JSON configuration above into the mcp.json file that opens
03

Save the file

Cursor will automatically detect the new MCP server
04

Start using Meilisearch

Open Agent mode in chat and ask: "Using Meilisearch, help me...". 44 tools available

Why Use Cursor with the Meilisearch MCP Server

Cursor AI Code Editor provides unique advantages when paired with Meilisearch through the Model Context Protocol.

01

Agent mode turns Cursor into an autonomous coding assistant that can read files, run commands, and call MCP tools without switching context

02

Cursor's Composer feature can generate entire files using real-time data fetched through MCP. no copy-pasting from external dashboards

03

MCP tools appear alongside built-in tools like file reading and terminal access, creating a unified agentic environment

04

VS Code extension compatibility means your existing workflow, keybindings, and extensions all work alongside MCP tools

Meilisearch + Cursor Use Cases

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

01

Code generation with live data: ask Cursor to generate a security report module using live DNS and subdomain data fetched through MCP

02

Automated documentation: have Cursor query your API's tool schemas and generate TypeScript interfaces or OpenAPI specs automatically

03

Infrastructure-as-code: Cursor can fetch domain configurations and generate corresponding Terraform or CloudFormation templates

04

Test scaffolding: ask Cursor to pull real API responses via MCP and generate unit test fixtures from actual data

Example Prompts for Meilisearch in Cursor

Ready-to-use prompts you can give your Cursor 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 Cursor

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

01

Tools not appearing in Cursor

Ensure you are in Agent mode (not Ask mode). MCP tools only work in Agent mode.
02

Server shows as disconnected

Check Settings → Features → MCP and verify the server status. Try clicking the refresh button.

Meilisearch + Cursor FAQ

Common questions about integrating Meilisearch MCP Server with Cursor.

01

What is Agent mode and why does it matter for MCP?

Agent mode is Cursor's autonomous execution mode where the AI can perform multi-step tasks: reading files, editing code, running terminal commands, and calling MCP tools. Without Agent mode, Cursor operates in a simpler ask-and-answer mode that doesn't support tool calling. Always ensure you're in Agent mode when working with MCP servers.
02

Where does Cursor store MCP configuration?

Cursor looks for MCP server configurations in a mcp.json file. You can configure servers at the project level (.cursor/mcp.json in your project root) or globally (~/.cursor/mcp.json). Project-level configs take precedence.
03

Can Cursor use MCP tools in inline edits?

No. MCP tools are only available in Agent mode through the chat panel. Inline completions and Tab suggestions do not trigger MCP tool calls. This is by design. tool calls require user visibility and approval.
04

How do I verify MCP tools are loaded?

Open Settings → Features → MCP and look for your server name. A green indicator means the server is connected. You can also check Agent mode's available tools by clicking the tools dropdown in the chat panel.

Explore More MCP Servers

View all →