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 OpenAI Agents SDK 10 tools — connect in under 2 minutes

Name: Algolia Analytics
Availability: InStock
Author: Vinkius

openai.github.io/openai-agents-python/mcp

Built by Vinkius GDPR 10 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Algolia Analytics through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Algolia Analytics Assistant",
            instructions=(
                "You help users interact with Algolia Analytics. "
                "You have access to 10 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Algolia Analytics"
        )
        print(result.final_output)

asyncio.run(main())

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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.

The OpenAI Agents SDK auto-discovers all 10 tools from Algolia Analytics through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Algolia Analytics, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

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 OpenAI Agents SDK 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 OpenAI Agents SDK via MCP

Follow these steps to integrate the Algolia Analytics MCP Server with OpenAI Agents SDK.

Install the SDK

Run pip install openai-agents in your Python environment

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

Run the script

Save the code above and run it: python agent.py

Explore tools

The agent will automatically discover 10 tools from Algolia Analytics

Why Use OpenAI Agents SDK with the Algolia Analytics MCP Server

OpenAI Agents SDK provides unique advantages when paired with Algolia Analytics through the Model Context Protocol.

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Algolia Analytics + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Algolia Analytics MCP Server delivers measurable value.

Automated workflows: build agents that query Algolia Analytics, process the data, and trigger follow-up actions autonomously

Multi-agent orchestration: create specialist agents. one queries Algolia Analytics, another analyzes results, a third generates reports

Data enrichment pipelines: stream data through Algolia Analytics tools and transform it with OpenAI models in a single async loop

Customer support bots: agents query Algolia Analytics to resolve tickets, look up records, and update statuses without human intervention

Algolia Analytics MCP Tools for OpenAI Agents SDK (10)

These 10 tools become available when you connect Algolia Analytics to OpenAI Agents SDK 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 OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK 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 OpenAI Agents SDK

Common issues when connecting Algolia Analytics to OpenAI Agents SDK through the Vinkius, and how to resolve them.

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Algolia Analytics + OpenAI Agents SDK FAQ

Common questions about integrating Algolia Analytics MCP Server with OpenAI Agents SDK.

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.