MCP

This repository contains experimental Model Context Protocol (or MCP) servers for interacting with Algolia APIs. This MCP repo is something we're sharing for you to explore and experiment with. Feel free to use it, fork it, or build on top of it — but just know that it's not officially supported by Algolia and isn't covered under our SLA. We might update it, break it, or remove it entirely at any time. If you customize or configure things here, there's a chance that work could be lost. Also, using MCP in production could affect your Algolia usage.

If you have feedback or ideas (even code!), we'd love to hear it. Just know that we might use it to help improve our products. This project is provided "as is" and "as available," with no guarantees or warranties. To be super clear: MCP isn't considered an "API Client" for SLA purposes.

Installation

First follow the quick start, which will install Claude Desktop and setup a sample Fileserver MCP server. This is a great introduction to using MCP and will let you debug things using the official guide if there are issues.

Setup the prototype Algolia MCP server

Requirements:

• Go (https://go.dev/doc/install)

Clone the repo and build the server

Clone the repo, amd build the mcp server:

$ git clone git@github.com:algolia/mcp.git
$ cd mcp/cmd/mcp
$ go build

We need to have the full path of the built server:

$ pwd
/path/to/the/repo/cmd/mcp

The full path to the built MCP server is:

/path/to/the/repo/cmd/mcp/mcp

Update the settings to point to the new server

In Claude desktop edit the settings as per https://modelcontextprotocol.io/quickstart/user#2-add-the-filesystem-mcp-server and this time add the server definition for algolia (using the server path that you found earlier).

{
   "mcpServers": {
      "algolia": {
         "command": "/path/to/the/repo/cmd/mcp/mcp",
         "env": {
            "ALGOLIA_APP_ID": "<APP_ID>",
            "ALGOLIA_INDEX_NAME": "<INDEX_NAME>",
            "ALGOLIA_API_KEY": "<API_KEY>",
            "ALGOLIA_WRITE_API_KEY": "<ADMIN_API_KEY>"  /* if you want to allow write operations, use your ADMIN key here */
         }
      }
   }
}

Restart Claude desktop, and you should see a new "algolia" tool is available.

Debugging

You can run the Inspector (see https://modelcontextprotocol.io/docs/tools/inspector) to check the MCP features and run them manually.

From the repo root, setup the environment

$ export ALGOLIA_APP_ID=""
$ export ALGOLIA_INDEX_NAME=""
$ export ALGOLIA_API_KEY=""
$ export ALGOLIA_WRITE_API_KEY=""  # if you want to allow write operations, use your ADMIN key here

Move into the server directory, and rebuild (if necessary):

$ cd cmd/mcp
$ go build # might already be up-to-date

Run the MCP inspector on the server:

$ npx @modelcontextprotocol/inspector ./mcp

Using with Ollama

You can actually run a local mcphost (which orchestrates the MCP servers for you), and then use them with other models locally via Ollama.

We are using https://github.com/mark3labs/mcphost for this.

As per the README you need a a config file, so you can copy the Claude one, and put it somewhere sensible so you can use it on the command line (for example ~/mcp.json)

{
   "mcpServers": {
      "algolia": {
         "command": "/path/to/the/repo/cmd/mcp/mcp",
         "env": {
            "ALGOLIA_APP_ID": "<APP_ID>",
            "ALGOLIA_INDEX_NAME": "<INDEX_NAME>",
            "ALGOLIA_API_KEY": "<API_KEY>"
         }
      }
   }
}

You can now run it directly (no need to check out the repo):

$ go run github.com/mark3labs/mcphost@latest --config ~/mcp.json -m ollama:qwen2.5:3b

FAQ

What sort of things can I do once I install this MCP?

Here are some sample prompts to seed your imagination:

• “Search all products in the index where brand = ‘Nike’ and price < 100.”
• “Add this JSON object to the blog_posts index.”
• “Update the searchable attributes for the recipes index to include ingredients.”
• “Configure my index to rank nebula_award winners higher”

Where can I read more about the Algolia MCP server?

Check out this blog post including an embedded demo video.

Resource templates and root are not supported by Claude desktop right now

This is a weird one, since there is a bunch of content online showing the templates, maybe it's just not GA yet.