LabscoMCP early access ↗
MCP SERVER · OFFICIAL PROJECT

Algolia Search & Analytics

Search your Algolia indices and read their search analytics from an assistant — read-only, under your own Algolia sign-in.

by Algolia ↗NoSQL, Graph & Key-Value Stores✓ Official

LABSCO SUMMARY

Search analytics in the conversation, and read-only removes the worst failure mode.

An agent with search analytics can tell you which queries return nothing and which filters lead nowhere, and because every tool is read-only it cannot reconfigure the index while it is at it — it works with your own Algolia permissions, and changes still happen in the dashboard or the APIs. The two ChatGPT-only tools are a compatibility detail worth knowing if that is your client.

What it is

Algolia's hosted Productivity MCP: 16 read-only tools that list and search your indices, search facet values, retrieve recommendations and read search analytics, all under your own Algolia sign-in. Algolia's separate Public MCP, a per-application URL made in the dashboard for outside assistants, is a different endpoint from the one installed here.

What you get

  • List your indices and search any of them by name
  • Facet-value search and recommendation retrieval
  • Analytics reads: click positions, no-click rate, top searches without clicks, top filters, no-results rate
  • Two extra tools, search and fetch, that ChatGPT requires to connect at all

Requirements

An Algolia account, and a client that can sign in over OAuth: it registers itself with dashboard.algolia.com and opens the sign-in when it connects. The tools only list once you have signed in.

Setup effort

Paste a URL, then authorize — add the endpoint to your client, then approve the OAuth consent screen