Meilisearch MCP Server for WindsurfGive Windsurf instant access to 44 tools to Add Documents, Cancel Tasks, Chat Completion, and more
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.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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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.





* 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.
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 documents on Meilisearch
Add or replace documents in an index
Cancel tasks on Meilisearch
Cancel pending or processing tasks
Chat completion on Meilisearch
Request a chat completion from a workspace
Configure experimental features on Meilisearch
Enable or disable experimental features
Create dump on Meilisearch
Trigger the creation of a Meilisearch dump
Create index on Meilisearch
Create a new index
Create key on Meilisearch
Create a new API key
Create snapshot on Meilisearch
Trigger the creation of a Meilisearch snapshot
Delete all documents on Meilisearch
Delete all documents in an index
Delete document on Meilisearch
Delete a single document
Delete documents batch on Meilisearch
Delete multiple documents by ID
Delete documents by filter on Meilisearch
Delete documents matching a filter
Delete dynamic search rule on Meilisearch
Delete a dynamic search rule
Delete index on Meilisearch
Delete an index
Delete key on Meilisearch
Delete an API key
Delete tasks on Meilisearch
Delete finished tasks
Get batch on Meilisearch
Get details of a specific batch
Get document on Meilisearch
Get a specific document by ID
Get health on Meilisearch
Check the health of the Meilisearch instance
Get index on Meilisearch
Get metadata for a specific index
Get index stats on Meilisearch
Get stats of a specific index
Get key on Meilisearch
Get details of a specific API key
Get settings on Meilisearch
Get all settings of an index
Get stats on Meilisearch
Get stats of all indexes and database size
Get task on Meilisearch
Get details of a specific task
Get version on Meilisearch
Get the version of the Meilisearch instance
List batches on Meilisearch
List task batches
List chats on Meilisearch
List chat workspaces
List documents on Meilisearch
List documents in an index
List dynamic search rules on Meilisearch
List dynamic search rules for an index
List experimental features on Meilisearch
List the status of experimental features
List indexes on Meilisearch
List all Meilisearch indexes
List keys on Meilisearch
List API keys
List tasks on Meilisearch
List asynchronous tasks
Multi search on Meilisearch
Perform multiple search queries in a single call
Reset settings on Meilisearch
Reset all settings of an index to defaults
Search documents on Meilisearch
Search for documents in an index
Set dynamic search rule on Meilisearch
Create or update a dynamic search rule
Similar documents on Meilisearch
Find documents similar to a given document ID
Swap indexes on Meilisearch
Swap multiple indexes atomically
Update documents on Meilisearch
Add or update documents (partial update)
Update index on Meilisearch
Update an index primary key
Update key on Meilisearch
Update an API key name or description
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.
Open MCP Settings
Cmd+Shift+P and search "MCP"Add the server
mcp_config.jsonSave and reload
Start using Meilisearch
Why Use Windsurf with the Meilisearch MCP Server
Windsurf provides unique advantages when paired with Meilisearch through the Model Context Protocol.
Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention
Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively
JSON-based configuration means zero code changes: paste a URL, reload, and all 44 tools are immediately available
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.
Automated code generation: ask Cascade to fetch data from Meilisearch and generate models, types, or handlers based on real API responses
Live debugging: query Meilisearch tools mid-session to inspect production data while debugging without leaving the editor
Documentation generation: pull schema information from Meilisearch and have Cascade generate comprehensive API docs automatically
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.
"List all my Meilisearch indexes and their primary keys."
"Add these three product documents to the 'products' index: [JSON data]."
"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.
Server not connecting
Meilisearch + Windsurf FAQ
Common questions about integrating Meilisearch MCP Server with Windsurf.
How does Windsurf discover MCP tools?
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.Can Cascade chain multiple MCP tool calls?
Does Windsurf support multiple MCP servers?
mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.Explore More MCP Servers
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