How do I find my Algolia Analytics API Key?

Log in to the Algolia Dashboard, go to **API Keys**, and look for a key with the `analytics` ACL enabled. You will also need your **Application ID** found on the same page.

Which region should I choose?

Algolia Analytics provides region-specific endpoints. Choose **US** for `analytics.us.algolia.com` or **DE** for `analytics.de.algolia.com`. Most applications use the US region by default.

Why do some metrics show 0 conversion?

Conversion metrics require you to send events via the **Insights API**. If you aren't currently sending click or conversion events from your frontend, the Analytics API will not have data to report for those metrics.

Algolia Analytics MCP Server for Google ADK 10 tools — connect in under 2 minutes

Name: Algolia Analytics
Availability: InStock
Author: Vinkius

google.github.io/adk-docs/tools/mcp-tools

Built by Vinkius GDPR 10 Tools SDK

Google Agent Development Kit (ADK) is Google's framework for building production AI agents. Add Algolia Analytics as an MCP tool provider through Vinkius and your ADK agents can call every tool with full schema introspection.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

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Vinkius supports streamable HTTP and SSE.

python

from 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="algolia_analytics_agent",
    instruction=(
        "You help users interact with Algolia Analytics "
        "using 10 available tools."
    ),
    tools=[mcp_tools],
)

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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 Algolia Analytics MCP Server

Connect your Algolia application to your AI agent to unlock professional search performance orchestration and data intelligence. From monitoring real-time Click-Through Rates (CTR) and Conversion Rates (CR) to auditing top searches without results and analyzing AB test performance, your agent handles your search strategy through natural conversation.

Google ADK natively supports Algolia Analytics as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 10 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

Search Performance Auditing — Retrieve granular metrics for CTR, average click position, and conversion rates across your indices
Term Discovery — List top searches, recent queries, and terms that returned zero results to identify content gaps
User Intelligence — Monitor unique user counts and filter performance to understand your audience's behavior
AB Test Monitoring — List and audit active and historical AB tests to ensure your search optimizations are effective
Insights Automation — Quickly identify search trends or filter performance bottlenecks directly from your chat interface

The Algolia Analytics MCP Server exposes 10 tools through the Vinkius. Connect it to Google ADK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Algolia Analytics to Google ADK via MCP

Follow these steps to integrate the Algolia Analytics MCP Server with Google ADK.

Install Google ADK

Run pip install google-adk

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Create the agent

Save the code above and integrate into your ADK workflow

Explore tools

The agent will discover 10 tools from Algolia Analytics via MCP

Why Use Google ADK with the Algolia Analytics MCP Server

Google ADK provides unique advantages when paired with Algolia Analytics 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 Algolia Analytics

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 Algolia Analytics tools with BigQuery, Vertex AI, and Cloud Functions

Algolia Analytics + Google ADK Use Cases

Practical scenarios where Google ADK combined with the Algolia Analytics MCP Server delivers measurable value.

Enterprise data agents: ADK agents query Algolia Analytics and cross-reference results with internal databases for comprehensive analysis

Multi-modal workflows: combine Algolia Analytics tool responses with Gemini's vision and language capabilities in a single agent

Automated compliance checks: schedule ADK agents to query Algolia Analytics regularly and flag policy violations or configuration drift

Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including Algolia Analytics

Algolia Analytics MCP Tools for Google ADK (10)

These 10 tools become available when you connect Algolia Analytics to Google ADK via MCP:

get_average_click_position

Get average click rank

get_click_through_rate

Get search CTR

get_conversion_rate

Get search conversion rate

get_unique_users_count

Count search users

list_ab_tests

List AB testing status

list_no_click_searches

List ignored searches

list_no_result_searches

List failed searches

list_recent_searches

List latest queries

list_top_filters

List popular filters

list_top_searches

List most popular terms

Example Prompts for Algolia Analytics in Google ADK

Ready-to-use prompts you can give your Google ADK agent to start working with Algolia Analytics immediately.

"Show me the Click-Through Rate (CTR) for my 'Products' index for the last 30 days."

"List the top 10 searches that returned no results yesterday."

"Show the results of my active AB tests."

Troubleshooting Algolia Analytics MCP Server with Google ADK

Common issues when connecting Algolia Analytics to Google ADK through the Vinkius, and how to resolve them.

McpToolset not found

Update: pip install --upgrade google-adk

Algolia Analytics + Google ADK FAQ

Common questions about integrating Algolia Analytics MCP Server with Google ADK.

How does Google ADK connect to MCP servers?

Import the MCP toolset class and pass the server URL. ADK discovers and registers all tools automatically, making them available to your agent's tool-use loop.

Can ADK agents use multiple MCP servers?

Yes. Declare multiple MCP tool providers in your agent configuration. ADK merges all tool schemas and the agent can call tools from any server in a single turn.

Which Gemini models work best with MCP tools?

Gemini 2.0 Flash and Pro models both support function calling required for MCP tools. Flash is recommended for latency-sensitive use cases, Pro for complex reasoning.