Meilisearch MCP Server for Google ADKGive Google ADK instant access to 44 tools to Add Documents, Cancel Tasks, Chat Completion, and more
GDPR Free for SubscribersGoogle Agent Development Kit (ADK) is Google's framework for building production AI agents. Add Meilisearch as an MCP tool provider through Vinkius and your ADK agents can call every tool with full schema introspection.
Ask AI about this MCP Server for Google ADK
The Meilisearch MCP Server for Google ADK 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
Geminifrom google.adk.agents import Agent
from google.adk.tools.mcp_tool import McpToolset
from google.adk.tools.mcp_tool.mcp_session_manager import (
StreamableHTTPConnectionParams,
)
# Your Vinkius token. get it at cloud.vinkius.com
mcp_tools = McpToolset(
connection_params=StreamableHTTPConnectionParams(
url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
)
)
agent = Agent(
model="gemini-2.5-pro",
name="meilisearch_agent",
instruction=(
"You help users interact with Meilisearch "
"using 44 available tools."
),
tools=[mcp_tools],
)
* 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.
Google ADK natively supports Meilisearch as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 44 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.
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 Google ADK 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 Google ADK
When Google ADK 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 Google ADK via MCP
Follow these steps to wire Meilisearch into Google ADK. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install Google ADK
pip install google-adkReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenCreate the agent
Explore tools
Why Use Google ADK with the Meilisearch MCP Server
Google ADK provides unique advantages when paired with Meilisearch through the Model Context Protocol.
Google ADK natively supports MCP tool servers. declare a tool provider and the framework handles discovery, validation, and execution
Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with Meilisearch
Production-ready features like session management, evaluation, and deployment come built-in. not bolted on
Seamless integration with Google Cloud services means you can combine Meilisearch tools with BigQuery, Vertex AI, and Cloud Functions
Meilisearch + Google ADK Use Cases
Practical scenarios where Google ADK combined with the Meilisearch MCP Server delivers measurable value.
Enterprise data agents: ADK agents query Meilisearch and cross-reference results with internal databases for comprehensive analysis
Multi-modal workflows: combine Meilisearch tool responses with Gemini's vision and language capabilities in a single agent
Automated compliance checks: schedule ADK agents to query Meilisearch regularly and flag policy violations or configuration drift
Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including Meilisearch
Example Prompts for Meilisearch in Google ADK
Ready-to-use prompts you can give your Google ADK 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 Google ADK
Common issues when connecting Meilisearch to Google ADK through Vinkius, and how to resolve them.
McpToolset not found
pip install --upgrade google-adkMeilisearch + Google ADK FAQ
Common questions about integrating Meilisearch MCP Server with Google ADK.
How does Google ADK connect to MCP servers?
Can ADK agents use multiple MCP servers?
Which Gemini models work best with MCP tools?
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