Meilisearch MCP Server for Mastra AIGive Mastra AI instant access to 44 tools to Add Documents, Cancel Tasks, Chat Completion, and more
GDPR Free for SubscribersMastra AI is a TypeScript-native agent framework built for modern web stacks. Connect Meilisearch through Vinkius and Mastra agents discover all tools automatically. type-safe, streaming-ready, and deployable anywhere Node.js runs.
Ask AI about this MCP Server for Mastra AI
The Meilisearch MCP Server for Mastra AI 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
Geminiimport { Agent } from "@mastra/core/agent";
import { createMCPClient } from "@mastra/mcp";
import { openai } from "@ai-sdk/openai";
async function main() {
// Your Vinkius token. get it at cloud.vinkius.com
const mcpClient = await createMCPClient({
servers: {
"meilisearch": {
url: "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
},
},
});
const tools = await mcpClient.getTools();
const agent = new Agent({
name: "Meilisearch Agent",
instructions:
"You help users interact with Meilisearch " +
"using 44 tools.",
model: openai("gpt-4o"),
tools,
});
const result = await agent.generate(
"What can I do with Meilisearch?"
);
console.log(result.text);
}
main();
* 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.
Mastra's agent abstraction provides a clean separation between LLM logic and Meilisearch tool infrastructure. Connect 44 tools through Vinkius and use Mastra's built-in workflow engine to chain tool calls with conditional logic, retries, and parallel execution. deployable to any Node.js host in one command.
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 Mastra AI 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 Mastra AI
When Mastra AI 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 Mastra AI via MCP
Follow these steps to wire Meilisearch into Mastra AI. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
npm install @mastra/core @mastra/mcp @ai-sdk/openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.ts and run with npx tsx agent.tsExplore tools
Why Use Mastra AI with the Meilisearch MCP Server
Mastra AI provides unique advantages when paired with Meilisearch through the Model Context Protocol.
Mastra's agent abstraction provides a clean separation between LLM logic and tool infrastructure. add Meilisearch without touching business code
Built-in workflow engine chains MCP tool calls with conditional logic, retries, and parallel execution for complex automation
TypeScript-native: full type inference for every Meilisearch tool response with IDE autocomplete and compile-time checks
One-command deployment to any Node.js host. Vercel, Railway, Fly.io, or your own infrastructure
Meilisearch + Mastra AI Use Cases
Practical scenarios where Mastra AI combined with the Meilisearch MCP Server delivers measurable value.
Automated workflows: build multi-step agents that query Meilisearch, process results, and trigger downstream actions in a typed pipeline
SaaS integrations: embed Meilisearch as a first-class tool in your product's AI features with Mastra's clean agent API
Background jobs: schedule Mastra agents to query Meilisearch on a cron and store results in your database automatically
Multi-agent systems: create specialist agents that collaborate using Meilisearch tools alongside other MCP servers
Example Prompts for Meilisearch in Mastra AI
Ready-to-use prompts you can give your Mastra AI 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 Mastra AI
Common issues when connecting Meilisearch to Mastra AI through Vinkius, and how to resolve them.
createMCPClient not exported
npm install @mastra/mcpMeilisearch + Mastra AI FAQ
Common questions about integrating Meilisearch MCP Server with Mastra AI.
How does Mastra AI connect to MCP servers?
MCPClient with the server URL and pass it to your agent. Mastra discovers all tools and makes them available with full TypeScript types.Can Mastra agents use tools from multiple servers?
Does Mastra support workflow orchestration?
Explore More MCP Servers
View all →
COR
13 toolsOptimize creative agency profitability with project tracking, resource allocation, and real-time margin analysis for every job.
Orbit
Manage community relationships via Orbit — list members, track activities, and add notes directly from any AI agent.
SevenRooms
8 toolsManage restaurant reservations, guest CRM profiles, waitlists, table availability, and events for your SevenRooms venues through natural conversation.
Karbon
12 toolsManage your accounting firm's workflow, contacts, and work items directly via AI agents.