Understanding your analytics is key to improving search performance, but finding issues or opportunities can take time.

AI Assist can now answer questions about your search analytics within the Algolia dashboard. Looking for a general overview? Ask Assist to summarize your search performance, highlight recent trends, or identify opportunities for improvement. Or, if you want to drill down into a specific question, ask about individual metrics or compare performance across indices or time periods.

To get started, open Assist and click “Analyze my search performance”, or ask your analytics question in natural language.

If you need to work with your data outside the dashboard, Assist can also generate downloadable CSVs containing the analytics you've requested, making it easy to continue your analysis offline.

DocSearch UI library v5 introduces an improved search experience powered by Agent Studio, with MCP-based tools, prompt suggestions, and conversational memory. Users can also refine results with facet filters, breadcrumbs, and badges. Customers upgrading from v4 should review the migration guide, as some Ask AI parameters have changed. Click here to learn more. 

DocSearch MCP is now available in public beta, enabling MCP-compatible AI coding assistants to search current public developer documentation and answer with cited sources. No signup, API key, or authentication is required to use the hosted endpoint. This helps reduce outdated or unsupported answers by grounding responses in current documentation and making sources easy to verify. Click here to learn more.

AI agents can now create Algolia accounts and applications directly from the Algolia CLI, extending agent workflows beyond managing existing accounts. Agents can also manage application settings after signup, while sensitive actions such as accepting terms, email verification, and billing changes continue to require human approval. This enables end-to-end agent-driven provisioning with appropriate safeguards. Click here to learn more.

Public MCP now supports a new multi-query signature with advanced AI search settings. Configure search parameters such as searchable attributes, ranking, and filters independently of index settings, and update them without recreating the MCP. Click here to learn more.

AI Assist now understands your configuration and uses this to provide advice that's tailored and relevant. A question like “Why do I have a high no-results rate?” will be met with targeted guidance on how to change your current set-up. Assist will also provide links to navigate you to relevant parts of the Algolia platform. This allows you to quickly find the relevant solution needed to take action on an Assist conversation. Assist is aware of your application’s current subscription tier and Algolia release version, and will only direct you to features you can access.

Agent Studio is now generally available, providing a managed platform for building, deploying, and operating AI agents grounded in Algolia data. Customers can configure model providers, connect search and recommendation tools, add safety controls, and monitor conversations through a single API and dashboard. This reduces the complexity of building production-ready AI experiences while providing a consistent, scalable foundation for agent development. Click here to learn more.

Agent Studio now generally supports Model Context Protocol (MCP) servers, allowing AI agents to securely connect to external tools and services through a standardized interface. Customers can extend agent capabilities with approved third-party tools while controlling which tools are available and requiring human approval for sensitive actions. This makes it easier to integrate existing systems into AI workflows without building custom integrations. Click here to learn more.

Algolia CLI v1.8.1 introduces updates that improve automation, security, and AI agent interoperability from the terminal. New capabilities include schema introspection with algolia describe, structured JSON and NDJSON output, expanded dry-run validation for mutation commands, OAuth PKCE authentication with scoped user permissions, and input validation for malformed control characters. The release also adds crawler authentication through the dashboard with algolia auth crawler and a new compositions command group for managing compositions and composition rules directly from the CLI. These updates help developers and AI agents interact with Algolia more safely, predictably, and efficiently in automated workflows. Click here to learn more.

Safety Controls in Agent Studio introduce guardrails for deploying agents in production. Configure global and per-IP rate limits to handle spikes, set limits on tokens, steps, and conversation depth to manage cost, and restrict access using domain allowlists. This helps prevent abuse, reduce unexpected spend, and ensure agents are only accessible from approved environments.