# Meilisearch Documentation

## Docs

- [Analytics metrics reference](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/advanced/analytics_metrics.md): This reference describes the metrics you can find in the Meilisearch analytics interface.
- [Analytics events endpoint](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/advanced/events_endpoint.md): Use `/events` to submit analytics events such as `click` and `conversion` to Meilisearch.
- [Migrate to the November 2025 Meilisearch Cloud analytics](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/advanced/migrate_analytics.md): Follow this guide to ensure your Meilisearch Cloud analytics configuration is up to date after the November 2025 release.
- [Configure analytics events](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/getting_started.md): By default, Meilisearch analytics tracks metrics such as number of users and latency. Follow this guide to track advanced events such as user conversion and click-through rates.
- [Bind search analytics events to a user](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/how_to/bind_events_to_user.md): This guide shows you how to manually differentiate users across search analytics using the X-MS-USER-ID HTTP header.
- [Track click events](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/how_to/track_click_events.md): Implement click tracking to record which search results users click on and improve search relevancy.
- [Track conversion events](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/how_to/track_conversion_events.md): Track purchases, sign-ups, and other actions that result from search to measure search effectiveness.
- [Analytics](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/analytics/overview.md): Track search events, user clicks, and conversions to measure and improve your search relevancy.
- [Chat tooling reference](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/advanced/chat_tooling_reference.md): An exhaustive reference of special chat tools supported by Meilisearch
- [Reduce hallucination](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/advanced/reduce_hallucination.md): Techniques to minimize LLM hallucination in conversational search, including few-shot prompting, system prompt engineering, and guardrail strategies.
- [Build a chat interface](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/getting_started/chat.md): Build a multi-turn conversational search interface using Meilisearch's chat completions API.
- [Generate summarized answers](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/getting_started/one_shot_summarization.md): Generate single, concise AI answers from your search results without maintaining conversation history.
- [Set up conversational search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/getting_started/setup.md): Enable the chat completions feature, configure your indexes, and create a workspace to start using conversational search.
- [Configure a chat workspace](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/how_to/configure_chat_workspace.md): Set up a chat workspace with a system prompt, tools, and connected indexes for conversational search.
- [Configure guardrails](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/how_to/configure_guardrails.md): Limit hallucination and restrict conversational search responses to topics covered by your indexed documents.
- [Configure index chat settings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/how_to/configure_index_chat_settings.md): Control how each index is described to the LLM and how it is searched during conversational search.
- [Display source documents](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/how_to/display_source_documents.md): Show users which indexed documents were used to generate a conversational search response.
- [Handle errors and fallbacks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/how_to/handle_errors_and_fallbacks.md): Build resilient conversational search by handling LLM failures, empty results, rate limiting, and providing meaningful fallback responses.
- [Optimize chat prompts](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/how_to/optimize_chat_prompts.md): Improve conversational search response quality by tuning system prompts, document templates, and index chat settings.
- [Stream chat responses](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/how_to/stream_chat_responses.md): Implement streaming for real-time conversational search, delivering AI responses token by token as they are generated.
- [What is conversational search?](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/conversational_search/overview.md): Conversational search allows people to make search queries using natural languages and receive AI-generated answers grounded in your data.
- [Build disjunctive facets](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/advanced/disjunctive_facets.md): Implement faceted navigation where selecting a value in one facet group does not collapse the counts of other values in the same group.
- [Filter expression reference](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/advanced/filter_expression_syntax.md): The `filter` search parameter expects a filter expression. Filter expressions are made of attributes, values, and several operators.
- [Foreign filters](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/advanced/filtering_by_joined_data.md): Use foreign filters to filter search results by properties of related documents in other indices.
- [Optimize facet performance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/advanced/optimize_facet_performance.md): Reduce indexing time and search latency by tuning faceting settings, using granular filterable attributes, and disabling unused facet features.
- [Precise filtering with array relationships](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/advanced/precise_filtering_array_items.md): Use foreign filters to precisely filter documents with array relationships using AND logic across items.
- [Filter search results](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/getting_started.md): In this guide you will see how to configure and use Meilisearch filters in a hypothetical movie database.
- [Build faceted navigation](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/build_faceted_navigation.md): Build an ecommerce-style faceted sidebar that shows available options with document counts.
- [Combine filters and sort](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/combine_filters_and_sort.md): Use filtering and sorting together to narrow and order search results for a refined user experience.
- [Configure granular filterable attributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/configure_granular_filters.md): Control which filter operations are enabled for each attribute to optimize indexing performance and restrict filter usage.
- [Search within facet values](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/facet_search.md): Use the facet search endpoint to type-ahead through facet values, build auto-complete experiences, and narrow large filter lists. This page also covers the two key limitations of facet search.
- [Filtering and sorting by date](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/filter_and_sort_by_date.md): Learn how to index documents with chronological data, and how to sort and filter search results based on time.
- [Search with facets](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/filter_with_facets.md): Faceted search interfaces provide users with a quick way to narrow down search results by selecting categories relevant to their query.
- [Handle large facet cardinality](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/handle_large_facet_cardinality.md): Manage facet attributes with thousands of unique values using facet search, pagination strategies, and performance optimization.
- [Search and filter together](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/search_and_filter_together.md): Combine keyword queries with filters to refine results and understand how facet counts change based on the search query.
- [Sort search results](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/how_to/sort_results.md): By default, Meilisearch sorts results according to their relevancy. You can alter this behavior so users can decide at search time results they want to see first.
- [Filtering, sorting, and faceting](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/filtering_sorting_faceting/overview.md): Narrow, order, and categorize search results using filters, sorting rules, and faceted navigation.
- [Debug search performance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/advanced/debug_search_performance.md): Use the showPerformanceDetails parameter to get detailed timing breakdowns for each stage of a search query.
- [Performance tuning](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/advanced/performance_tuning.md): Optimize full-text search speed for large datasets with practical configuration tips ordered by impact.
- [Ranking pipeline](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/advanced/ranking_pipeline.md): Understand how Meilisearch's multi-criteria bucket sort works step by step to rank search results.
- [Your first search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/getting_started/basic_search.md): Perform your first full-text search query in Meilisearch and understand the response format.
- [Phrase search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/getting_started/phrase_search.md): Use exact phrase matching with quotes to find documents containing a specific sequence of words.
- [Placeholder search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/getting_started/placeholder_search.md): Placeholder search returns results when users submit an empty query, allowing you to display default or trending content before the user types anything.
- [Search with snippets](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/getting_started/search_with_snippets.md): Return highlighted and cropped result snippets to show users exactly where their query matched in each document.
- [Configure a custom dictionary](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/configure_dictionary.md): Teach Meilisearch to treat groups of strings as a single term by supplying a supplementary dictionary of user-defined words.
- [Configure displayed attributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/configure_displayed_attributes.md): Choose which document fields appear in search results by setting the displayedAttributes index setting.
- [Configure distinct attribute](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/configure_distinct_attribute.md): Use the distinct attribute to deduplicate search results by returning only one document per unique value of a given field.
- [Configure prefix search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/configure_prefix_search.md): Enable or disable prefix matching to control whether Meilisearch matches partial words as the user types.
- [Configure search cutoff](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/configure_search_cutoff.md): Set a maximum search time to ensure consistent response times for large datasets.
- [Configure searchable attributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/configure_searchable_attributes.md): Choose which document fields Meilisearch scans during a search query by setting the searchableAttributes index setting.
- [Configure stop words](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/configure_stop_words.md): Set up stop words to ignore common terms like "the", "a", and "is" during search, improving both performance and relevance.
- [Highlight search results](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/highlight_search_results.md): Highlight and crop matched terms in search results to help users quickly see why a document was returned.
- [Paginate search results](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/paginate_search_results.md): Implement pagination for search results using offset/limit or page/hitsPerPage.
- [Use matching strategy](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/how_to/use_matching_strategy.md): Control how Meilisearch matches query terms using the matchingStrategy parameter to balance precision and recall.
- [Full-text search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/overview.md): Meilisearch's full-text search returns relevant results in milliseconds with built-in typo tolerance, prefix matching, and multi-criteria ranking.
- [Attribute ranking order](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/relevancy/attribute_ranking_order.md): This article explains how the order of attributes in the `searchableAttributes` array impacts search result relevancy.
- [Custom ranking rules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/relevancy/custom_ranking_rules.md): Custom ranking rules promote certain documents over other search results that are otherwise equally relevant.
- [Built-in ranking rules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/relevancy/ranking_rules.md): Built-in ranking rules are the core of Meilisearch's relevancy calculations.
- [Ranking score](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/relevancy/ranking_score.md): Learn how Meilisearch computes the _rankingScore for each document and which index settings influence it.
- [Relevancy](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/relevancy/relevancy.md): Relevancy refers to the accuracy of search results. If search results tend to be appropriate for a given query, then they can be considered relevant.
- [Synonyms](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/relevancy/synonyms.md): Use Meilisearch synonyms to indicate sets of query terms which should be considered equivalent during search.
- [Typo tolerance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/full_text_search/relevancy/typo_tolerance_settings.md): Configure typo tolerance to control how Meilisearch handles spelling mistakes in search queries.
- [Geosearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/geo_search/getting_started.md): Filter and sort search results based on their geographic location.
- [Filter by geo bounding box](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/geo_search/how_to/filter_by_geo_bounding_box.md): Filter search results within a rectangular geographic area defined by two corner points.
- [Filter by geo polygon](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/geo_search/how_to/filter_by_geo_polygon.md): Filter search results within a custom polygon shape defined by a series of coordinate points.
- [Filter by geo radius](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/geo_search/how_to/filter_by_geo_radius.md): Filter search results to only include documents within a specified distance from a geographic point.
- [Sort by geo point](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/geo_search/how_to/sort_by_geo_point.md): Sort search results by distance from a geographic reference point to show the closest results first.
- [Use GeoJSON format](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/geo_search/how_to/use_geojson_format.md): Index complex geometries like polygons and multi-polygons using the GeoJSON standard format.
- [Geo search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/geo_search/overview.md): Filter and sort search results by geographic location using coordinates, bounding boxes, and polygons.
- [Binary quantization](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/advanced/binary_quantization.md): Compress embedding vectors to reduce storage and improve indexing speed while using larger, more capable models.
- [Composite embedders](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/advanced/composite_embedders.md): Use different embedding providers for indexing and search to optimize cost, latency, and throughput independently.
- [Custom hybrid ranking](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/advanced/custom_hybrid_ranking.md): Tune semanticRatio and embedder weights to control how keyword and vector results are merged in hybrid search.
- [Document template best practices](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/advanced/document_template_best_practices.md): This guide shows you what to do and what to avoid when writing a `documentTemplate`.
- [Multiple embedders](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/advanced/multiple_embedders.md): Configure multiple embedders on a single index to combine text search, image search, and semantic search with different models.
- [Semantic vs hybrid search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/advanced/semantic_vs_hybrid.md): When to use pure semantic search vs hybrid search, and how to tune the balance between keyword and vector results.
- [Tune the `distribution` of semantic scores](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/advanced/tune_distribution.md): Learn how to use the `distribution` embedder setting to correct `_rankingScore` values for semantic hits and surface more relevant results.
- [Getting started with AI-powered search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/getting_started.md): Configure an embedding model and perform your first semantic search with Meilisearch. This tutorial uses OpenAI, but Meilisearch supports many providers.
- [Which embedder should I choose?](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/choose_an_embedder.md): How to choose the right embedding model for your use case, balancing cost, speed, quality, and specialization.
- [Configure Cohere embedder](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/configure_cohere_embedder.md): Set up the Cohere embedder for semantic and hybrid search using Cohere's embedding models.
- [Configure HuggingFace embedder](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/configure_huggingface_embedder.md): Run open-source embedding models locally with the HuggingFace embedder for semantic search without external API dependencies.
- [Configure OpenAI embedder](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/configure_openai_embedder.md): Set up the OpenAI embedder to use models like text-embedding-3-small for semantic and hybrid search.
- [Configure a REST embedder](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/configure_rest_embedder.md): Create Meilisearch embedders using any provider with a REST API
- [Image search with multimodal embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/image_search_with_multimodal.md): This article shows you the main steps for performing multimodal text-to-image searches
- [Image search with user-provided embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/image_search_with_user_embeddings.md): This article shows you the main steps for performing multimodal text-to-image searches
- [Use AI-powered search with user-provided embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/how_to/search_with_user_provided_embeddings.md): This guide shows how to perform AI-powered searches with user-generated embeddings instead of relying on a third-party tool.
- [Hybrid and semantic search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/overview.md): Combine full-text keyword search with AI-powered semantic search to deliver results that match both exact terms and meaning.
- [Semantic Search with AWS Bedrock Embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/providers/bedrock.md): This guide will walk you through the process of setting up Meilisearch with AWS Bedrock embeddings to enable semantic search capabilities.
- [Semantic Search with Cloudflare Workers AI Embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/providers/cloudflare.md): Set up Meilisearch with Cloudflare Workers AI embedding models for semantic search.
- [Semantic Search with Gemini Embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/providers/gemini.md): This guide will walk you through the process of setting up Meilisearch with Gemini embeddings to enable semantic search capabilities.
- [Semantic Search with Hugging Face Inference Endpoints](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/providers/huggingface.md): This guide will walk you through the process of setting up Meilisearch with Hugging Face Inference Endpoints.
- [Semantic Search with Jina Embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/providers/jina.md): Set up Meilisearch with Jina embedding models for semantic search.
- [Semantic Search with Mistral Embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/providers/mistral.md): This guide will walk you through the process of setting up Meilisearch with Mistral embeddings to enable semantic search capabilities.
- [Semantic Search with Voyage AI Embeddings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/hybrid_search/providers/voyage.md): Set up Meilisearch with Voyage AI's v3.5 embedding models for semantic search.
- [Indexing best practices](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/advanced/indexing_best_practices.md): Tips to speed up your documents indexing process.
- [Tokenization](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/advanced/tokenization.md): Tokenization is the process of taking a sentence or phrase and splitting it into smaller units of language. It is a crucial procedure when indexing documents.
- [Getting started with indexing](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/getting_started.md): Add your first documents to a Meilisearch index, check task status, and verify your data is searchable.
- [Add and update documents](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/add_and_update_documents.md): Add new documents, replace existing ones, or partially update specific fields using the documents API.
- [Compact an index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/compact_an_index.md): Reclaim disk space by compacting an index's internal data structures after heavy document updates or deletions.
- [Delete documents at scale](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/delete_documents_at_scale.md): Remove large numbers of documents efficiently using batch deletion, filter-based deletion, and lifecycle management strategies.
- [Design primary keys](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/design_primary_keys.md): Choose the right primary key for your documents to ensure correct indexing, efficient updates, and reliable deduplication.
- [Document relations](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/document_relations.md): Automatically enrich search results with related data from other indexes using foreign keys.
- [Edit documents with functions](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/edit_documents_with_functions.md): Use Rhai scripting functions to transform documents directly inside Meilisearch without re-uploading them.
- [Export data to another instance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/export_data.md): Use the export endpoint to migrate data from one Meilisearch instance to another without creating dump files.
- [Handling multilingual datasets](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/handle_multilingual_data.md): This guide covers indexing strategies, language-specific tokenizers, and best practices for aligning document and query tokenization.
- [Import large datasets](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/how_to/import_large_datasets.md): Efficiently index millions of documents using batch sizing, payload compression, progress monitoring, and error recovery.
- [Define index relationships](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/joins/define_index_relationships.md): Create relationships between documents across indices using joins, reducing data duplication while maintaining flexibility for filtering and hydration.
- [Indexing](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/overview.md): Add, update, and manage documents in Meilisearch indexes, including task monitoring and batch operations.
- [Tasks and asynchronous operations](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/tasks_and_batches/async_operations.md): Meilisearch uses a task queue to handle asynchronous operations. This in-depth guide explains tasks, their uses, and how to manage them using Meilisearch's API.
- [Filtering tasks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/tasks_and_batches/filter_tasks.md): This guide shows you how to use query parameters to filter tasks and obtain a more readable list of asynchronous operations.
- [Managing the task database](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/tasks_and_batches/manage_task_database.md): Meilisearch uses a task queue to handle asynchronous operations. This document describes how to navigate long task queues with filters and pagination.
- [Working with tasks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/tasks_and_batches/monitor_tasks.md): In this tutorial, you'll use the Meilisearch API to add documents to an index, and then monitor its status.
- [Optimize indexing performance with batch statistics](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/indexing/tasks_and_batches/optimize_batch_performance.md): Learn how to analyze the `progressTrace` to identify and resolve indexing bottlenecks in Meilisearch.
- [Federated search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/multi_search/getting_started/federated_search.md): In this tutorial you will see how to perform a query searching multiple indexes at the same time to obtain a single list of results.
- [Multi-index search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/multi_search/getting_started/multi_search.md): Search multiple indexes in a single API request and receive separate result lists for each index.
- [Boost results across indexes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/multi_search/how_to/boost_results_across_indexes.md): Use federation weights to control which index's results rank higher in federated multi-search.
- [Build a unified search bar](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/multi_search/how_to/build_unified_search_bar.md): Combine results from multiple indexes like products, articles, and users into a single search bar experience.
- [Combine text and image search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/multi_search/how_to/combine_text_and_image_search.md): Use multi-search to run text-based and image-based semantic searches in a single request, leveraging multiple embedders for richer results.
- [Search with different filters per index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/multi_search/how_to/search_with_different_filters.md): Apply different filters, sorting, and parameters to each index in a multi-search request.
- [Multi-search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/multi_search/overview.md): Query multiple indexes in a single API request, with options to receive separate result lists or a single merged (federated) result set.
- [Capabilities overview](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/overview.md): Explore all Meilisearch capabilities, from full-text and semantic search to filtering, curation, analytics, and multi-tenancy.
- [Performing personalized search queries](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/personalization/getting_started/personalized_search.md): Search personalization uses context about the person performing the search to provide results more relevant to that specific user. This article guides you through configuring and performing personalized search queries.
- [Building recommendations with similar documents](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/personalization/getting_started/recommendations.md): Use the /similar endpoint to recommend documents that are semantically close to a given item, powering "More like this" and "Related items" features.
- [Generate user context](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/personalization/how_to/generate_user_context.md): Build user profiles from browsing history and preferences to power personalized search results.
- [Personalize ecommerce search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/personalization/how_to/personalize_ecommerce_search.md): End-to-end example of implementing personalized search for an ecommerce store.
- [Personalization and recommendations](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/personalization/overview.md): Personalize search results based on user profiles and recommend related items with the similar documents endpoint.
- [Search rule behavior](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/advanced/pinning_behavior.md): Learn how search rules interact with ranking, filters, precedence, and different search modes.
- [Getting started with search rules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/getting_started.md): Enable search rules, create your first rule, and verify how pinned results appear in search.
- [Curate default results for an empty query](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/how_to/curate_empty_query.md): Use the isEmpty condition to control which documents appear when users open search without typing anything.
- [List or filter existing rules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/how_to/list_and_filter_rules.md): Browse, paginate, and filter stored search rules to audit active campaigns or prepare bulk edits.
- [Pause a rule without deleting it](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/how_to/pause_a_rule.md): Temporarily stop a search rule from firing while keeping its configuration intact, so you can re-enable it later without rebuilding it.
- [Pin several results in a fixed order](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/how_to/pin_multiple_results.md): Pin more than one document to specific positions for the same query by combining multiple pin actions in a single rule.
- [Pin one result for a query](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/how_to/pin_one_result_for_query.md): Pin a single document to a fixed position whenever a search query contains a specific substring.
- [Schedule a promotion for a limited time](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/how_to/schedule_promotion.md): Combine a query condition with a time window to run a campaign pin automatically and expire it without manual cleanup.
- [Search rules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/search_rules/overview.md): Pin selected documents at fixed positions in search results when query- or time-based conditions match.
- [Role-based access control with joins](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/security/advanced/rbac_with_joins.md): Implement role-based access control using foreign filters and tenant tokens to control document visibility based on user roles and teams.
- [Tenant token payload reference](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/security/advanced/tenant_token_payload.md): Meilisearch's tenant tokens are JSON web tokens (JWTs). Their payload is made of three elements: search rules, an API key UID, and an optional expiration date.
- [Multitenancy and tenant tokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/security/getting_started.md): This guide shows you the main steps when creating tenant tokens using Meilisearch's official SDKs.
- [Generate a tenant token without a library](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/security/how_to/generate_token_from_scratch.md): This guide shows you the main steps when creating tenant tokens without using any libraries.
- [Generate tenant tokens without a Meilisearch SDK](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/security/how_to/generate_token_third_party.md): This guide shows you the main steps when creating tenant tokens without using Meilisearch's official SDKs.
- [Manage API keys](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/security/how_to/manage_api_keys.md): Create, rotate, and scope API keys to control access to your Meilisearch instance.
- [Security and tenant tokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/security/overview.md): Secure your Meilisearch data with API keys and tenant tokens for multi-tenant applications.
- [Getting started with teams](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/teams/getting_started.md): Create a team, invite members, and assign roles in Meilisearch Cloud.
- [Configure SSO](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/teams/how_to/configure_sso_for_team.md): Set up Single Sign-On for Meilisearch Cloud to authenticate team members through your identity provider.
- [Manage team roles](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/teams/how_to/manage_team_roles.md): Assign and change team member roles to control permissions within your Meilisearch Cloud projects.
- [Meilisearch Cloud teams](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/capabilities/teams/overview.md): Meilisearch Cloud teams helps collaboration between project stakeholders with different skillsets and responsibilities.
- [Changelog](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/changelog/changelog.md): New features and improvements in Meilisearch
- [Features](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/features.md): Explore all Meilisearch capabilities - index your content and make it accessible to humans and AI through search, conversational interfaces, and APIs.
- [First Project](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/first_project.md): Learn how to create your first Meilisearch Cloud project.
- [Laravel Scout guide](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/frameworks/laravel.md): Learn how to use Meilisearch with Laravel Scout.
- [Ruby on Rails quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/frameworks/rails.md): Integrate Meilisearch into your Ruby on Rails app.
- [Strapi v4 guide](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/frameworks/strapi.md): Learn how to use Meilisearch with Strapi v4.
- [Symfony](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/frameworks/symfony.md): Integrate Meilisearch with Symfony using the official bundle.
- [Glossary](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/glossary.md): Definitions of key Meilisearch concepts and search terminology including full-text search, semantic search, hybrid search, and more.
- [Good practices](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/good_practices.md): Best practices for formatting documents, chunking content, batching requests, and optimizing indexing performance in Meilisearch.
- [Integrate a relevant search bar to your documentation](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/instant_meilisearch/docsearch.md): Use Meilisearch to index content in a text-heavy website. Covers installing Meilisearch, configuring a text scraper, and creating a simple front end.
- [Instant-meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/instant_meilisearch/javascript.md): Build search interfaces with instant-meilisearch and InstantSearch.
- [React quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/instant_meilisearch/react.md): Integrate a search-as-you-type experience into your React app.
- [Vue quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/instant_meilisearch/vue.md): Integrate a search-as-you-type experience into your Vue app.
- [Firebase](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/integrations/firebase.md): Sync your Firestore documents to Meilisearch using the official Firebase extension.
- [LangChain integration](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/integrations/langchain.md): Use Meilisearch as a LangChain vector store for semantic search with OpenAI embeddings.
- [Model Context Protocol (MCP)](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/integrations/mcp.md): Manage your Meilisearch project with natural language using Claude Desktop and the Meilisearch MCP server.
- [Meilisearch Importer](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/integrations/meilisearch_importer.md): Efficiently import large CSV, NDJSON, or JSON datasets into Meilisearch using the official CLI tool.
- [Postman collection for Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/integrations/postman.md): Import Meilisearch's OpenAPI specification into Postman to test and debug the API with a ready-made collection.
- [Integrate Meilisearch Cloud with Vercel](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/integrations/vercel.md): Link Meilisearch Cloud to a Vercel Project.
- [Welcome to Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/overview.md): Meilisearch indexes your content and makes it accessible to both humans and AI through search, conversational interfaces, and APIs.
- [Dart quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/dart.md): Get started with Meilisearch using the Dart SDK in 5 minutes.
- [.NET quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/dotnet.md): Get started with Meilisearch using the .NET SDK in 5 minutes.
- [Go quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/go.md): Get started with Meilisearch using the Go SDK in 5 minutes.
- [Java quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/java.md): Get started with Meilisearch using the Java SDK in 5 minutes.
- [JavaScript quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/javascript.md): Get started with Meilisearch using the JavaScript SDK in 5 minutes.
- [PHP quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/php.md): Get started with Meilisearch using the PHP SDK in 5 minutes.
- [Python quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/python.md): Get started with Meilisearch using the Python SDK in 5 minutes.
- [Ruby quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/ruby.md): Get started with Meilisearch using the Ruby SDK in 5 minutes.
- [Rust quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/rust.md): Get started with Meilisearch using the Rust SDK in 5 minutes.
- [Swift quick start](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/getting_started/sdks/swift.md): Get started with Meilisearch using the Swift SDK in 5 minutes.
- [Cancel tasks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/cancel-tasks.md): Cancel enqueued and/or processing [tasks](https://www.meilisearch.com/docs/learn/async/asynchronous_operations). You must provide at least one filter (e.g. `uids`, `indexUids`, `statuses`) to specify which tasks to cancel.
- [Compact task queue.](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/compact-task-queue.md): Trigger a compaction process on the task queue database and return its size before and after compaction. A successful compaction requires restarting the instance before it can safely resume normal writes.
- [Delete tasks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/delete-tasks.md): Permanently delete [tasks](https://docs.meilisearch.com/learn/advanced/asynchronous_operations.html) matching the given filters. You must provide at least one filter (e.g. `uids`, `indexUids`, `statuses`) to specify which tasks to delete.
- [Get batch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/get-batch.md): Meilisearch groups compatible tasks ([asynchronous operations](https://www.meilisearch.com/docs/learn/async/asynchronous_operations)) into batches for efficient processing.
- [Get task](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/get-task.md): Retrieve a single [task](https://www.meilisearch.com/docs/learn/async/asynchronous_operations) by its uid.
- [Get task's document payload](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/get-tasks-document-payload.md): Retrieve the document payload that was sent with this [task](https://www.meilisearch.com/docs/learn/async/asynchronous_operations). Only available for document-related tasks that are enqueued or processing.
- [List batches](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/list-batches.md): Meilisearch groups compatible tasks ([asynchronous operations](https://www.meilisearch.com/docs/learn/async/asynchronous_operations)) into batches for efficient processing.
- [List tasks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/async-task-management/list-tasks.md): The `/tasks` route returns information about [asynchronous operations](https://docs.meilisearch.com/learn/advanced/asynchronous_operations.html) (indexing, document updates, settings changes, and so on).
- [Authorization](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/authorization.md): How to authenticate with the Meilisearch API using API keys and the Authorization header.
- [Create dump](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/backups/create-dump.md): Trigger a dump creation process. When complete, a dump file is written to the [dump directory](https://www.meilisearch.com/docs/learn/self_hosted/configure_meilisearch_at_launch#dump-directory). The directory is created if it does not exist.
- [Create snapshot](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/backups/create-snapshot.md): Trigger a snapshot creation process. When complete, a snapshot file is written to the snapshot directory. The directory is created if it does not exist.
- [Delete a chat workspace](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/chats/delete-a-chat-workspace.md)
- [Get a chat workspace](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/chats/get-a-chat-workspace.md)
- [Get settings of a chat workspace](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/chats/get-settings-of-a-chat-workspace.md)
- [List chat workspaces](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/chats/list-chat-workspaces.md)
- [Request a chat completion](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/chats/request-a-chat-completion.md)
- [Reset the settings of a chat workspace](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/chats/reset-the-settings-of-a-chat-workspace.md)
- [Update settings of a chat workspace](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/chats/update-settings-of-a-chat-workspace.md)
- [Add or replace documents](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/add-or-replace-documents.md): Add a list of documents or replace them if they already exist.
- [Add or update documents](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/add-or-update-documents.md): Add a list of documents or update them if they already exist.
- [Delete all documents](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/delete-all-documents.md): Permanently delete all documents in the specified index. Settings and index metadata are preserved.
- [Delete document](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/delete-document.md): Delete a single document by its [primary key](https://www.meilisearch.com/docs/learn/getting_started/primary_key).
- [Delete documents by batch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/delete-documents-by-batch.md): Delete multiple documents in one request by providing an array of [primary key](https://www.meilisearch.com/docs/learn/getting_started/primary_key) values.
- [Delete documents by filter](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/delete-documents-by-filter.md): Delete all documents in the index that match the given filter expression.
- [Edit documents by function](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/edit-documents-by-function.md): Use a [RHAI function](https://rhai.rs/book/engine/hello-world.html) to edit one or more documents directly in Meilisearch. The function receives each document and returns the modified document.
- [Get document](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/get-document.md): Retrieve a single document by its [primary key](https://www.meilisearch.com/docs/learn/getting_started/primary_key) value.
- [List documents with GET](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/list-documents-with-get.md): Retrieve documents in batches using query parameters for offset, limit, and optional filtering. Suited for browsing or exporting index contents.
- [List documents with POST](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/documents/list-documents-with-post.md): Retrieve a set of documents with optional filtering, sorting, and pagination. Use the request body to specify filters, sort order, and which fields to return.
- [Delete a dynamic search rule](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/dynamic-search-rules/delete-a-dynamic-search-rule.md): Delete a dynamic search rule by its unique identifier.
- [Get a dynamic search rule](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/dynamic-search-rules/get-a-dynamic-search-rule.md): Retrieve a single dynamic search rule by its unique identifier.
- [List dynamic search rules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/dynamic-search-rules/list-dynamic-search-rules.md): Return all dynamic search rules configured on the instance.
- [Update a dynamic search rule or create a new one if it doesn't exist](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/dynamic-search-rules/update-a-dynamic-search-rule-or-create-a-new-one-if-it-doesnt-exist.md): Partially update a dynamic search rule by replacing the provided fields.
- [Configure experimental features](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/experimental-features/configure-experimental-features.md): Enable or disable experimental features at runtime.
- [Configure network topology](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/experimental-features/configure-network-topology.md): Add or remove remote nodes from the network. Changes apply to the current instance’s view of the cluster.
- [Get network topology](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/experimental-features/get-network-topology.md): Return the list of Meilisearch instances currently known to this node (self and remotes).
- [List experimental features](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/experimental-features/list-experimental-features.md): Return all experimental features that can be toggled via this API, and whether each one is currently enabled or disabled.
- [Network control](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/experimental-features/network-control.md): Send messages to control the progress of a network topology change task.
- [Export to a remote Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/export/export-to-a-remote-meilisearch.md): Trigger an export that sends documents and settings from this instance to a remote Meilisearch server. Configure the remote URL and optional API key in the request body.
- [Search in facets](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/facet-search/search-in-facets.md): Search for facet values within a given facet.
- [Headers](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/headers.md): Content-Type, Content-Encoding, Accept-Encoding, and Meili-Include-Metadata headers for the Meilisearch API.
- [Get health](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/health/get-health.md): The health check endpoint enables you to periodically test the health of your Meilisearch instance. Returns a simple status indicating that the server is available.
- [Compact index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/compact-index.md): Trigger a compaction process on the specified index.
- [Create index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/create-index.md): Create a new index with an optional [primary key](https://www.meilisearch.com/docs/learn/getting_started/primary_key).
- [Delete index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/delete-index.md): Permanently delete an index and all its documents, settings, and task history.
- [Get index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/get-index.md): Retrieve the metadata of a single index: its uid, [primary key](https://www.meilisearch.com/docs/learn/getting_started/primary_key), and creation/update timestamps.
- [Get stats of index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/get-stats-of-index.md): Return statistics for a single index: document count, database size, indexing status, and field distribution.
- [List all indexes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/list-all-indexes.md): Returns a paginated list of indexes. Use the `offset` and `limit` query parameters to page through results.
- [List index fields](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/list-index-fields.md): Returns a paginated list of fields in the index with their metadata: whether they are displayed, searchable, sortable, filterable, distinct, have a custom ranking rule (asc/desc), and for filterable fields the sort order for facet values.
- [Swap indexes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/swap-indexes.md): Swap the documents, settings, and task history of two or more indexes.
- [Update index](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/indexes/update-index.md): Update the [primary key](https://www.meilisearch.com/docs/learn/getting_started/primary_key) or uid of an index.
- [Create API key](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/keys/create-api-key.md): Create a new API key with the specified name, description, actions, and index scopes. The key value is returned only once at creation time; store it securely.
- [Delete API key](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/keys/delete-api-key.md): Permanently delete the specified API key. The key will no longer be valid for authentication.
- [Get API key](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/keys/get-api-key.md): Retrieve a single API key by its `uid` or by its `key` value.
- [List API keys](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/keys/list-api-keys.md): Return all API keys configured on the instance. Results are paginated and can be filtered by offset and limit. The key value itself is never returned after creation.
- [Update API key](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/keys/update-api-key.md): Update the name and description of an API key.
- [Retrieve logs](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/logs/retrieve-logs.md): Stream logs over HTTP. The format of the logs depends on the configuration specified in the payload. The logs are sent as multi-part, and the stream never stops, so ensure your client can handle a long-lived connection. To stop receiving logs, call the `DELETE /logs/stream` route.
- [Stop retrieving logs](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/logs/stop-retrieving-logs.md): Call this route to make the engine stop sending logs to the client that opened the `POST /logs/stream` connection.
- [Update target of the console logs](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/logs/update-target-of-the-console-logs.md): Configure at runtime the level of the console logs written to stderr (e.g. debug, info, warn, error).
- [Perform a multi-search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/multi-search/perform-a-multi-search.md): Run multiple search queries in a single API request.
- [OpenAPI specifications](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/openapi.md): Meilisearch OpenAPI specifications and where to find them.
- [Pagination](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/pagination.md): How Meilisearch paginates GET routes and the structure of paginated responses.
- [Requests](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/requests.md): Parameters, requests & response bodies, and data types for the Meilisearch API.
- [Search with GET](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/search/search-with-get.md): Search for documents matching a query in the given index.
- [Search with POST](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/search/search-with-post.md): Search for documents matching a query in the given index.
- [Get chat](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-chat.md): Returns the current value of the `chat` setting for the index.
- [Get dictionary](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-dictionary.md): Returns the current value of the `dictionary` setting for the index.
- [Get displayedAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-displayedattributes.md): Returns the current value of the `displayedAttributes` setting for the index.
- [Get distinctAttribute](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-distinctattribute.md): Returns the current value of the `distinctAttribute` setting for the index.
- [Get embedders](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-embedders.md): Returns the current value of the `embedders` setting for the index.
- [Get faceting](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-faceting.md): Returns the current value of the `faceting` setting for the index.
- [Get facetSearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-facetsearch.md): Returns the current value of the `facetSearch` setting for the index.
- [Get filterableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-filterableattributes.md): Returns the current value of the `filterableAttributes` setting for the index.
- [Get foreignKeys](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-foreignkeys.md): Returns the current value of the `foreignKeys` setting for the index.
- [Get localizedAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-localizedattributes.md): Returns the current value of the `localizedAttributes` setting for the index.
- [Get nonSeparatorTokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-nonseparatortokens.md): Returns the current value of the `nonSeparatorTokens` setting for the index.
- [Get pagination](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-pagination.md): Returns the current value of the `pagination` setting for the index.
- [Get prefixSearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-prefixsearch.md): Returns the current value of the `prefixSearch` setting for the index.
- [Get proximityPrecision](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-proximityprecision.md): Returns the current value of the `proximityPrecision` setting for the index.
- [Get rankingRules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-rankingrules.md): Returns the current value of the `rankingRules` setting for the index.
- [Get searchableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-searchableattributes.md): Returns the current value of the `searchableAttributes` setting for the index.
- [Get searchCutoffMs](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-searchcutoffms.md): Returns the current value of the `searchCutoffMs` setting for the index.
- [Get separatorTokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-separatortokens.md): Returns the current value of the `separatorTokens` setting for the index.
- [Get sortableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-sortableattributes.md): Returns the current value of the `sortableAttributes` setting for the index.
- [Get stopWords](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-stopwords.md): Returns the current value of the `stopWords` setting for the index.
- [Get synonyms](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-synonyms.md): Returns the current value of the `synonyms` setting for the index.
- [Get typoTolerance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/get-typotolerance.md): Returns the current value of the `typoTolerance` setting for the index.
- [List all settings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/list-all-settings.md): Returns all settings of the index. Each setting is returned with its current value or the default if not set.
- [Reset all settings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-all-settings.md): Resets all settings of the index to their default values.
- [Reset chat](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-chat.md): Resets the `chat` setting to its default value.
- [Reset dictionary](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-dictionary.md): Resets the `dictionary` setting to its default value.
- [Reset displayedAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-displayedattributes.md): Resets the `displayedAttributes` setting to its default value.
- [Reset distinctAttribute](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-distinctattribute.md): Resets the `distinctAttribute` setting to its default value.
- [Reset embedders](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-embedders.md): Resets the `embedders` setting to its default value.
- [Reset faceting](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-faceting.md): Resets the `faceting` setting to its default value.
- [Reset facetSearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-facetsearch.md): Resets the `facetSearch` setting to its default value.
- [Reset filterableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-filterableattributes.md): Resets the `filterableAttributes` setting to its default value.
- [Reset foreignKeys](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-foreignkeys.md): Resets the `foreignKeys` setting to its default value.
- [Reset localizedAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-localizedattributes.md): Resets the `localizedAttributes` setting to its default value.
- [Reset nonSeparatorTokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-nonseparatortokens.md): Resets the `nonSeparatorTokens` setting to its default value.
- [Reset pagination](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-pagination.md): Resets the `pagination` setting to its default value.
- [Reset prefixSearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-prefixsearch.md): Resets the `prefixSearch` setting to its default value.
- [Reset proximityPrecision](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-proximityprecision.md): Resets the `proximityPrecision` setting to its default value.
- [Reset rankingRules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-rankingrules.md): Resets the `rankingRules` setting to its default value.
- [Reset searchableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-searchableattributes.md): Resets the `searchableAttributes` setting to its default value.
- [Reset searchCutoffMs](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-searchcutoffms.md): Resets the `searchCutoffMs` setting to its default value.
- [Reset separatorTokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-separatortokens.md): Resets the `separatorTokens` setting to its default value.
- [Reset sortableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-sortableattributes.md): Resets the `sortableAttributes` setting to its default value.
- [Reset stopWords](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-stopwords.md): Resets the `stopWords` setting to its default value.
- [Reset synonyms](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-synonyms.md): Resets the `synonyms` setting to its default value.
- [Reset typoTolerance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/reset-typotolerance.md): Resets the `typoTolerance` setting to its default value.
- [Update all settings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-all-settings.md): Updates one or more settings for the index. Only the fields sent in the body are changed. Pass null for a setting to reset it to its default. If the index does not exist, it is created.
- [Update chat](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-chat.md): Updates the `chat` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update dictionary](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-dictionary.md): Updates the `dictionary` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update displayedAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-displayedattributes.md): Updates the `displayedAttributes` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update distinctAttribute](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-distinctattribute.md): Updates the `distinctAttribute` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update embedders](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-embedders.md): Updates the `embedders` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update faceting](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-faceting.md): Updates the `faceting` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update facetSearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-facetsearch.md): Updates the `facetSearch` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update filterableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-filterableattributes.md): Updates the `filterableAttributes` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update foreignKeys](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-foreignkeys.md): Updates the `foreignKeys` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update localizedAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-localizedattributes.md): Updates the `localizedAttributes` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update nonSeparatorTokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-nonseparatortokens.md): Updates the `nonSeparatorTokens` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update pagination](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-pagination.md): Updates the `pagination` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update prefixSearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-prefixsearch.md): Updates the `prefixSearch` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update proximityPrecision](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-proximityprecision.md): Updates the `proximityPrecision` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update rankingRules](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-rankingrules.md): Updates the `rankingRules` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update searchableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-searchableattributes.md): Updates the `searchableAttributes` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update searchCutoffMs](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-searchcutoffms.md): Updates the `searchCutoffMs` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update separatorTokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-separatortokens.md): Updates the `separatorTokens` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update sortableAttributes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-sortableattributes.md): Updates the `sortableAttributes` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update stopWords](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-stopwords.md): Updates the `stopWords` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update synonyms](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-synonyms.md): Updates the `synonyms` setting for the index. Send the new value in the request body; send null to reset to default.
- [Update typoTolerance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/settings/update-typotolerance.md): Updates the `typoTolerance` setting for the index. Send the new value in the request body; send null to reset to default.
- [Get similar documents with GET](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/similar-documents/get-similar-documents-with-get.md): Retrieve documents similar to a reference document identified by its id.
- [Get similar documents with POST](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/similar-documents/get-similar-documents-with-post.md): Retrieve documents similar to a reference document identified by its id.
- [Get Prometheus metrics](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/stats/get-prometheus-metrics.md): Return metrics for the engine in Prometheus format. This is an [experimental feature](https://www.meilisearch.com/docs/learn/experimental/overview) and must be enabled before use.
- [Get stats of all indexes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/stats/get-stats-of-all-indexes.md): Return statistics for the Meilisearch instance and for each index. Includes database size, last update time, document counts, and indexing status per index.
- [Get version](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/version/get-version.md): Return the current Meilisearch version, including the commit SHA and build date.
- [Create webhook](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/webhooks/create-webhook.md): Register a new webhook to receive task completion notifications. You can optionally set custom headers (e.g. for authentication) and configure the callback URL.
- [Delete webhook](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/webhooks/delete-webhook.md): Permanently remove a webhook by its UUID. The webhook will no longer receive task notifications.
- [Get webhook](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/webhooks/get-webhook.md): Retrieve a single webhook by its UUID.
- [List webhooks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/webhooks/list-webhooks.md): Return all webhooks registered on the instance. Each webhook is returned with its URL, optional headers, and UUID (the key value is never returned).
- [Update webhook](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/api/webhooks/update-webhook.md): Update the URL or headers of an existing webhook identified by its UUID.
- [Error codes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/errors/error_codes.md): Consult this page for an exhaustive list of errors you may encounter when using the Meilisearch API.
- [Errors](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/reference/errors/overview.md): Consult this page for an overview of how Meilisearch reports and formats error objects.
- [Meilisearch vs Algolia](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/algolia.md): Compare Meilisearch and Algolia to find the right search-as-a-service solution. Learn about pricing, features, and when each makes sense.
- [Comparison to alternatives](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/alternatives.md): Deciding on a search engine for your project is an important but difficult task. This article describes the differences between Meilisearch and other search engines.
- [Meilisearch vs Elasticsearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/elasticsearch.md): Compare Meilisearch and Elasticsearch to find the right search solution for your project. Learn key differences in setup, performance, and use cases.
- [Meilisearch vs MongoDB Atlas Search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/mongodb.md): Compare Meilisearch with MongoDB Atlas Search. Learn when a dedicated search engine outperforms database-integrated search.
- [Meilisearch vs OpenSearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/opensearch.md): Compare Meilisearch and OpenSearch for search and analytics. Learn the differences and when each solution makes sense.
- [Meilisearch vs Pinecone](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/pinecone.md): Compare Meilisearch and Pinecone for AI-powered search. Learn when a vector database vs a hybrid search engine makes sense.
- [Meilisearch vs PostgreSQL full-text search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/postgresql.md): Compare Meilisearch with PostgreSQL's built-in full-text search. Learn when a dedicated search engine outperforms database search.
- [Meilisearch vs Qdrant](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/qdrant.md): Compare Meilisearch and Qdrant for semantic search. Learn the differences between hybrid search engines and vector databases.
- [Meilisearch vs Typesense](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/comparisons/typesense.md): Compare Meilisearch and Typesense, two open-source search engines focused on speed and developer experience. Learn key differences and when to choose each.
- [E-commerce](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/ecommerce.md): Product search with facets, filtering, sorting, image search, and infinite scroll
- [Federated Search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/federated_search.md): Compare multi-search with and without result federation
- [Image Search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/flickr.md): Multimodal search across 100 million images with similar image discovery
- [Geosearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/geosearch.md): Search cities on an interactive map with geo filtering and distance sorting
- [Home Booking](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/home_booking.md): Airbnb-style home booking demo with conversational chat search and classic search powered by Meilisearch
- [Hydration](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/hydration.md): Search results enriched with related data from other indexes using foreign keys
- [MoMA Collection](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/moma.md): Search the Museum of Modern Art's collection by artist, title, or medium
- [Music Search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/music.md): Search 40 million songs with instant results
- [Nobel Prizes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/nobel_prizes.md): Search Nobel Prize winners by name, category, or achievement
- [Demos](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/overview.md): Explore interactive demos showcasing Meilisearch capabilities
- [Personalized Search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/personalized_search.md): Dynamic search personalization with real-time user context customization
- [Search Playground](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/playground.md): Compare search engines and embedders side by side
- [RubyGems Finder](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/rubygems.md): Search Ruby packages with popularity-based ranking
- [SaaS CRM Search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/saas.md): Multi-tenant CRM search with native data isolation per user
- [Tenant Tokens](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/tenant_tokens.md): Multi-tenant data isolation with server-side JWT filtering
- [Typo Tolerance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/typo_tolerance.md): Experiment with different typo tolerance configurations
- [Voice Search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/voice_search.md): Search using voice input with browser speech recognition
- [Where to Watch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/demos/where_to_watch.md): Movie discovery app showcasing hybrid search, recommendations, and multi-lingual semantic search
- [Carbon footprint of Meilisearch Cloud regions](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/carbon_footprint.md): Understand the grid carbon intensity displayed next to Meilisearch Cloud regions, how it is calculated, and why it matters.
- [Contributing to our documentation](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/contributing_docs.md): The Meilisearch documentation is open-source. Learn how to help make it even better.
- [Experimental features overview](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/experimental_features_overview.md): This article covers how to activate and configure Meilisearch experimental features.
- [FAQ](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/faq.md): Common questions about Meilisearch features, setup, performance, and troubleshooting.
- [Known limitations](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/known_limitations.md): Meilisearch has a number of known limitations. These are hard limits you cannot change and should take into account when designing your application.
- [Language](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/language.md): Meilisearch is compatible with datasets in any language. It features optimized tokenization for many language families and supports multilingual semantic search through embedding models.
- [Official SDKs and libraries](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/sdks.md): Meilisearch SDKs are available in many popular programming languages and frameworks. Consult this page for a full list of officially supported libraries.
- [Telemetry](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/telemetry.md): Meilisearch collects anonymized data from users in order to improve our product. Consult this page for an exhaustive list of collected data and instructions on how to deactivate telemetry.
- [Versioning policy](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/help/versioning.md): This article describes the system behind Meilisearch's SDK and engine version numbering and compatibility.
- [Bucket sort](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/bucket_sort.md): How Meilisearch uses bucket sort to rank search results through sequential ranking rules.
- [Concatenated and split queries](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/concat.md): When a query contains several terms, Meilisearch looks for both individual terms and their combinations.
- [Data types](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/datatypes.md): Learn about how Meilisearch handles different data types: strings, numerical values, booleans, arrays, and objects.
- [Documents](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/documents.md): Documents are the individual items that make up a dataset. Each document is an object composed of one or more fields.
- [Vector storage: DiskANN](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/hannoy.md): How Meilisearch stores and searches vector embeddings using a disk-backed DiskANN approach, implemented through its Hannoy library for fast and scalable vector search.
- [Indexes](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/indexes.md): An index is a collection of documents, much like a table in MySQL or a collection in MongoDB.
- [Prefix search](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/prefix.md): Prefix search is a core part of Meilisearch's design and allows users to receive results even when their query only contains a single letter.
- [Primary key](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/primary_key.md): The primary key is a special field that must be present in all documents indexed by Meilisearch.
- [Meilisearch ranking: a multi-criteria system beyond BM25](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/ranking.md): How Meilisearch's multi-criteria ranking system works, why it produces better results than BM25 for user-facing search, and the technical trade-offs involved.
- [Storage](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/storage.md): Learn about how Meilisearch stores and handles data in its LMDB storage engine.
- [Typo tolerance vs fuzzy search: how Meilisearch handles misspellings](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/internals/typo_tolerance.md): How Meilisearch's typo tolerance works under the hood, why it differs from fuzzy search in Elasticsearch, Solr, MongoDB Atlas Search, Manticore, and PostgreSQL, and what the practical implications are.
- [Migrating from Algolia to Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/algolia_migration.md): This guide will take you step-by-step through the creation of a script to upload data indexed by Algolia to Meilisearch.
- [Migrating from Elasticsearch to Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/elasticsearch_migration.md): A step-by-step guide to exporting data from Elasticsearch and importing it into Meilisearch, with a comparison of settings, queries, and API methods.
- [Migrating to Meilisearch Cloud](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/migrating_cloud.md): Meilisearch Cloud is the recommended way of using Meilisearch. This guide walks you through migrating Meilisearch from a self-hosted installation to Meilisearch Cloud.
- [Migrating from MongoDB Atlas Search to Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/mongodb_migration.md): A step-by-step guide to exporting data from MongoDB Atlas Search and importing it into Meilisearch, with a comparison of settings, queries, and API methods.
- [Migrating from PostgreSQL full-text search to Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/postgresql_migration.md): A step-by-step guide to moving search from PostgreSQL (tsvector/tsquery and pgvector) to Meilisearch, with a comparison of settings, queries, and search features.
- [Accessing previous docs versions](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/previous_docs_version.md): Meilisearch documentation only covers the engine's latest stable release. Learn how to access the docs for previous Meilisearch versions.
- [Migrating from Qdrant to Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/qdrant_migration.md): A step-by-step guide to exporting data from Qdrant and importing it into Meilisearch, with a comparison of settings, queries, and API methods.
- [Migrating from Supabase full-text search to Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/supabase_migration.md): A step-by-step guide to moving search from Supabase (tsvector/tsquery and pgvector via Supabase Vector) to Meilisearch, with a comparison of settings, queries, and search features.
- [Update to the latest Meilisearch version](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/migration/updating.md): Learn how to migrate to the latest Meilisearch release.
- [Configure Meilisearch at launch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/configuration/overview.md): Configure Meilisearch at launch with command-line options, environment variables, or a configuration file.
- [Configuration reference](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/configuration/reference.md): Complete reference of all Meilisearch instance configuration options, environment variables, and CLI flags.
- [Exporting and importing dumps](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/data_backup/dumps.md): Dumps are data backups containing all data related to a Meilisearch instance. They are often useful when migrating to a new Meilisearch release.
- [Backing up Meilisearch data](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/data_backup/overview.md): Meilisearch offers two backup methods: snapshots for periodic safeguards and dumps for version migration. Learn when to use each.
- [Exporting and using Snapshots](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/data_backup/snapshots.md): Snapshots are exact copies of Meilisearch databases. They are often useful for periodical backups.
- [Deploy on AWS](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/deployment/aws.md): Deploy Meilisearch on an AWS EC2 instance. Covers installation, server configuration, and securing your instance.
- [Deploy on Azure](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/deployment/azure.md): Deploy Meilisearch on an Azure Virtual Machine. Covers installation, server configuration, and securing your instance.
- [Deploy on DigitalOcean](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/deployment/digitalocean.md): Deploy Meilisearch on a DigitalOcean droplet. Covers installation, server configuration, and securing your instance.
- [Deploy on Google Cloud](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/deployment/gcp.md): Deploy Meilisearch on a Google Cloud Compute Engine VM. Covers installation, server configuration, and securing your instance.
- [Deploying Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/deployment/overview.md): Choose a deployment strategy for running Meilisearch in production, from single-server setups to cloud provider deployments.
- [Running Meilisearch in production](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/deployment/running_production.md): Deploy Meilisearch in a Digital Ocean droplet. Covers installation,  server configuration, and securing your instance.
- [Enterprise and Community editions](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/enterprise_edition.md): Self-hosted users can choose between the Community Edition and the Enterprise Edition. The Community edition is free under the MIT license, while Enterprise offers advanced features under a BUSL license.
- [Using Meilisearch with Docker](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/getting_started/docker.md): Learn how to use Docker to download and run Meilisearch, configure its behavior, and manage your Meilisearch data.
- [Install Meilisearch locally](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/getting_started/install_locally.md): Install Meilisearch locally on Linux, macOS, or Windows using cURL, Docker, Homebrew, APT, or from source.
- [Getting started with self-hosted Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/getting_started/quick_start.md): Learn how to install Meilisearch, index a dataset, and perform your first search.
- [Search preview](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/getting_started/search_preview.md): Meilisearch comes with a built-in search interface for quick testing during development.
- [Computing Hugging Face embeddings with the GPU](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/huggingface_gpu.md): This guide for experienced users shows you how to compile a Meilisearch binary that generates Hugging Face embeddings with an Nvidia GPU.
- [Self-hosting Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/overview.md): Learn about self-hosting Meilisearch, from installation to production deployment, security, and backups.
- [Impact of RAM and multi-threading on indexing performance](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/performance/ram_multithreading.md): Adding new documents to a Meilisearch index is a multi-threaded and memory-intensive operation. Consult this article for more information on indexing performance.
- [Securing your project](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/security/basic_security.md): This tutorial will show you how to secure your Meilisearch project.
- [Using HTTP/2 and SSL with Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/security/http2_ssl.md): Learn how to configure a server to use Meilisearch with HTTP/2.
- [Master key and API keys](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/security/master_api_keys.md): Understand the differences between master key and API keys, and how to manage them in self-hosted Meilisearch.
- [Securing self-hosted Meilisearch](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/security/overview.md): Understand the Meilisearch security model, from master keys to API keys, and learn how to protect your instance.
- [Protected and unprotected Meilisearch projects](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/security/protected_unprotected.md): This article explains the differences between protected and unprotected Meilisearch projects and instances.
- [Resetting the master key](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/security/resetting_master_key.md): This guide shows you how to reset the master key in Meilisearch Cloud and self-hosted instances.
- [Configure replication for high availability](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/sharding/configure_replication.md): Set up replicated shards across multiple Meilisearch instances to ensure high availability and distribute search load.
- [Manage the network](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/sharding/manage_network.md): Add remotes, update shard assignments, and manage your Meilisearch network topology dynamically. Includes rebalancing behavior and validation rules.
- [Replication and sharding](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/sharding/overview.md): Scale Meilisearch horizontally by distributing documents across multiple instances with sharding, and ensure high availability with replication.
- [Set up a sharded cluster](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/sharding/setup_sharded_cluster.md): Configure Meilisearch instances into a sharded cluster with replication for horizontal scaling and high availability.
- [Using task webhooks](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/resources/self_hosting/webhooks.md): Learn how to use webhooks to react to changes in your Meilisearch database.

## OpenAPI Specs

- [meilisearch-openapi](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/assets/open-api/meilisearch-openapi.json)
- [meilisearch-openapi-mintlify](https://meilisearch-6b28dec2-add-federated-search-demo.mintlify.app/assets/open-api/meilisearch-openapi-mintlify.json)