--- title: "Guides" description: "Every guide in Weaviate Docs (migrated from docs.weaviate.io) Docs." --- # Guides Every guide in Weaviate Docs (migrated from docs.weaviate.io) Docs. - [AI-assisted Weaviate code generation](./guides/ai-assisted-vibe-coding-index.md) - [APIs](./guides/apis-index.md) - [Agents](./guides/agents-index.md) - [Authorization and authentication](./guides/authorization-and-authentication-index.md) - [Benchmarks](./guides/benchmarks-index.md) - [Best practices](./guides/best-practices-index.md) - [Client Libraries / SDKs](./guides/client-libraries-index.md) - [Client libraries](./guides/clients-index.md) - [Cloud](./guides/cloud-index.md) - [Cloud account management](./guides/cloud-account-management-index.md) - [Cloud weaviate embeddings](./guides/cloud-weaviate-embeddings-index.md) - [Cloud: Agents](./guides/cloud-agents-index.md) - [Concepts](./guides/concepts-index.md) - [Concepts](./guides/engram-concepts-index.md) - [Configuration](./guides/agents-configuration-index.md) - [Configuration](./guides/reference-configuration-index.md) - [Connect to Weaviate](./guides/connect-to-weaviate-index.md) - [Contributor](./guides/contributor-index.md) - [Database configuration](./guides/database-configuration-index.md) - [Deploy](./guides/deploy-index.md) - [Deploy config](./guides/deploy-config-index.md) - [Deploy faqs](./guides/deploy-faqs-index.md) - [Deploy migration](./guides/deploy-migration-index.md) - [Deploy production](./guides/deploy-production-index.md) - [Deploy: AWS](./guides/deploy-aws-index.md) - [Deploying Weaviate](./guides/installation-index.md) - [Deploying Weaviate on AWS](./guides/deploy-production-aws-index.md) - [DigitalOcean](./guides/digitalocean-index.md) - [Engram](./guides/engram-index.md) - [Errors](./guides/errors-index.md) - [GCP](./guides/gcp-index.md) - [Get started](./guides/get-started-index.md) - [Guides](./guides/engram-guides-index.md) - [Guides](./guides/guides-index.md) - [How to configure Weaviate](./guides/how-to-configure-weaviate-index.md) - [Indexing](./guides/indexing-index.md) - [Kubernetes](./guides/kubernetes-index.md) - [Manage clusters](./guides/manage-clusters-index.md) - [Manage collections](./guides/how-to-manage-collections-index.md) - [Manage collections](./guides/manage-collections-index.md) - [Manage objects](./guides/how-to-manage-objects-index.md) - [Model provider integrations](./guides/model-provider-integrations-index.md) - [Modes](./guides/modes-index.md) - [Monitoring and logging](./guides/monitoring-and-logging-index.md) - [Open-source at Weaviate](./guides/contributor-guide-index.md) - [Other tools](./guides/other-tools-index.md) - [Others](./guides/others-index.md) - [Query agent](./guides/query-agent-index.md) - [Query and search](./guides/how-to-query-search-index.md) - [Quickstart: With Cloud resources](./guides/quickstart-index.md) - [Reference - Modules](./guides/modules-index.md) - [Release Notes](./guides/releases-index.md) - [Replication Architecture](./guides/replication-architecture-index.md) - [Replication and scaling](./guides/replication-and-scaling-index.md) - [Search](./guides/search-index.md) - [Starter guides](./guides/starter-guides-index.md) - [Storage and backups](./guides/storage-and-backups-index.md) - [Support](./guides/support-index.md) - [Tutorials](./guides/engram-tutorials-index.md) - [Tutorials](./guides/guides-tutorials-index.md) - [Tutorials and guides](./guides/tutorials-and-guides-index.md) - [Weaviate](./guides/weaviate-index.md) - [Weaviate Database](./guides/weaviate-database-index.md) - [Weaviate Documentation](./guides/weaviate-docs-index.md) - [Weaviate Recipes (code examples)](./guides/recipes-index.md) - [Weaviate module system](./guides/weaviate-modules-index.md) - [ANN Benchmark](./guides/benchmarks-ann.md) - [AWS: Hardening your EKS deployment](./guides/deploy-production-aws-hardening-eks.md) - [Add Long-Term Memory to a Chat App](./guides/engram-tutorials-memory-chat-app.md) - [Architecture](./guides/weaviate-modules-architecture.md) - [Ask Mode](./guides/modes-ask-mode.md) - [Authentication](./guides/authorization-and-authentication-deploy-configuration-authentication.md) - [Authentication and authorization](./guides/how-to-configure-weaviate-authz-authn.md) - [Backups](./guides/storage-and-backups-backups.md) - [Basic collection operations](./guides/how-to-manage-collections-collection-operations.md) - [Billing](./guides/cloud-account-management-billing.md) - [BlockMax WAND migration guide](./guides/deploy-migration-weaviate-1-30.md) - [Class instantiation](./guides/agents-configuration-instantiation.md) - [Code structure and style](./guides/weaviate-database-structure.md) - [Collection definition](./guides/reference-configuration-collections.md) - [Collections tool](./guides/manage-collections-tools-collections-tool.md) - [Concepts](./guides/weaviate-concepts.md) - [Configuration overview](./guides/deploy-config-overview.md) - [Connect to Weaviate Cloud](./guides/manage-clusters-connect.md) - [Contextionary Vectorizer](./guides/modules-text2vec-contextionary.md) - [Create objects](./guides/how-to-manage-objects-create.md) - [Data structure](./guides/concepts-data.md) - [Deployment FAQs](./guides/deploy-faqs.md) - [Deployment Troubleshooting Guide](./guides/deploy-faqs-troubleshooting.md) - [DigitalOcean Managed Weaviate](./guides/digitalocean-digitalocean.md) - [Engram](./guides/engram-overview.md) - [Environment variables reference](./guides/database-configuration-overview.md) - [Explorer tool](./guides/other-tools-explorer-tool.md) - [FAQ](./guides/others-faq.md) - [Feature requests and enhancements](./guides/contributor-guide-getting-started-suggesting-enhancements.md) - [GCP Marketplace - Weaviate Shared Cloud](./guides/gcp-gcp-marketplace.md) - [Generate new content with NVIDIA models and RAG](./guides/recipes-recipes-rag-llama-3-1-nemotron-51b-instruct.md) - [Get started with the Weaviate Query Agent](./guides/tutorials-and-guides-query-agent-get-started.md) - [How-to manuals and Guides](./guides/guides-guides.md) - [Improve your cluster](./guides/errors-improve-your-cluster.md) - [Introduction](./guides/agents-overview.md) - [Known issues](./guides/releases-known-issues.md) - [Kubernetes: Getting to production](./guides/kubernetes-get-to-production.md) - [Marketplace - Weaviate Shared Cloud](./guides/deploy-aws-aws-marketplace.md) - [Memories](./guides/engram-concepts-memories.md) - [Monitoring](./guides/monitoring-and-logging-monitoring.md) - [Production Environments](./guides/deploy-production-overview.md) - [Python](./guides/client-libraries-python.md) - [Python client](./guides/clients-python.md) - [Query Agent](./guides/cloud-agents-query-agent.md) - [Quick tour of Weaviate](./guides/guides-tutorials-quick-tour-of-weaviate.md) - [Quickstart: Locally hosted with Docker](./guides/quickstart-local.md) - [Replication](./guides/replication-and-scaling-replication.md) - [Research Mode](./guides/query-agent-research-mode.md) - [Search (GraphQL | gRPC)](./guides/apis-graphql.md) - [Search patterns and basics](./guides/how-to-query-search-basics.md) - [Setup and editing](./guides/weaviate-docs-development.md) - [Store memories](./guides/engram-guides-store-memories.md) - [Use Cases (Motivation)](./guides/replication-architecture-motivation.md) - [Vector Indexing](./guides/indexing-vector-index.md) - [Vector Search](./guides/search-vector-search.md) - [Weaviate Clients](./guides/contributor-overview.md) - [Weaviate Cloud](./guides/cloud-overview.md) - [Weaviate Cloud](./guides/connect-to-weaviate-connect-cloud.md) - [Weaviate Cloud](./guides/installation-installation-guides-weaviate-cloud.md) - [Weaviate Database](./guides/get-started-overview.md) - [Weaviate Embeddings](./guides/cloud-weaviate-embeddings-overview.md) - [Weaviate Embeddings](./guides/model-provider-integrations-weaviate.md) - [Weaviate MCP server](./guides/ai-assisted-vibe-coding-configuration-mcp-server.md) - [Weaviate Support](./guides/support-overview.md) - [Weaviate configurations](./guides/starter-guides-which-weaviate.md) - [1.25 (For Kubernetes users)](./guides/deploy-migration-weaviate-1-25.md) - [AWS: Network security - Best practices](./guides/deploy-production-aws-network-security.md) - [Async API](./guides/client-libraries-python-async.md) - [Async Replication](./guides/replication-and-scaling-async-rep.md) - [Authorization](./guides/authorization-and-authentication-deploy-configuration-authorization.md) - [Batch import](./guides/how-to-manage-objects-import.md) - [Build a Query Agent e-commerce assistant](./guides/tutorials-and-guides-query-agent-ecommerce-assistant.md) - [CICD philosophy](./guides/weaviate-database-cicd.md) - [Collection export](./guides/storage-and-backups-export.md) - [Compression](./guides/how-to-configure-weaviate-compression.md) - [Context Window Management](./guides/engram-tutorials-context-window-management.md) - [Create a cluster](./guides/manage-clusters-create.md) - [Customizing the system prompt](./guides/agents-configuration-system-prompt.md) - [Data import](./guides/concepts-data-import.md) - [Docker](./guides/installation-installation-guides-docker-installation.md) - [Enable compression](./guides/manage-collections-manage-collections-enable-compression.md) - [Error and warning messages](./guides/errors-errors.md) - [Generative search (RAG) with AWS Bedrock](./guides/recipes-recipes-rag-titan-text-express-v1-bedrock.md) - [Glossary](./guides/others-glossary.md) - [How to install Weaviate](./guides/deploy-installation-guides.md) - [Installation](./guides/agents-installation.md) - [Inverted indexes](./guides/indexing-inverted-index.md) - [JavaScript/TypeScript client](./guides/clients-typescript.md) - [Keyword Search (BM25)](./guides/search-keyword-search.md) - [Kubernetes: Production readiness self-assessment](./guides/kubernetes-production-readiness.md) - [Local instances](./guides/connect-to-weaviate-connect-local.md) - [Logging](./guides/monitoring-and-logging-logging.md) - [Module creation in a nutshell](./guides/weaviate-modules-how-to-build-a-new-module.md) - [Object-level queries (Get)](./guides/apis-graphql-get.md) - [Philosophy](./guides/replication-architecture-philosophy.md) - [Query Agent search](./guides/how-to-query-search-query-agent.md) - [Quickstart](./guides/cloud-weaviate-embeddings-quickstart.md) - [Quickstart](./guides/engram-quickstart.md) - [Quickstart: Bring your own vectors](./guides/starter-guides-custom-vectors.md) - [Ref2Vec Centroid Vectorizer](./guides/modules-ref2vec-centroid.md) - [Reporting bugs](./guides/contributor-guide-getting-started-reporting-bugs.md) - [ResNet Image Vectorizer](./guides/weaviate-modules-img2vec-neural.md) - [Runtime configuration management](./guides/database-configuration-runtime-config.md) - [Search Mode](./guides/modes-search-mode.md) - [Search memories](./guides/engram-guides-search-memories.md) - [Self-Managed EKS](./guides/deploy-aws-eks.md) - [Server version](./guides/cloud-account-management-version.md) - [Style guidelines](./guides/weaviate-docs-style-guide.md) - [Switching vectorizers](./guides/guides-tutorials-vectorizer-migration.md) - [Text Embeddings](./guides/model-provider-integrations-weaviate-embeddings.md) - [Topics](./guides/engram-concepts-topics.md) - [Vector index](./guides/reference-configuration-indexing-vector-index.md) - [Vectorizer and vector index config](./guides/how-to-manage-collections-vector-config.md) - [Weaviate Cloud Quickstart](./guides/cloud-quickstart.md) - [Weaviate Docs MCP Server](./guides/ai-assisted-vibe-coding-mcp-docs-mcp-server.md) - [Aggregate](./guides/apis-graphql-aggregate.md) - [Archive](./guides/deploy-migration-archive.md) - [Batch data import](./guides/guides-tutorials-import.md) - [Build a streaming chat UI with Streamlit](./guides/tutorials-and-guides-query-agent-streamlit-chat.md) - [Choose a model](./guides/cloud-weaviate-embeddings-models.md) - [Cluster Architecture](./guides/replication-architecture-cluster-architecture.md) - [Cluster resource messages](./guides/errors-errors-cluster-resources.md) - [Cluster status and metadata](./guides/monitoring-and-logging-status.md) - [Cluster status and metrics](./guides/manage-clusters-status.md) - [Custom connections](./guides/connect-to-weaviate-connect-custom.md) - [Example datasets](./guides/others-example-datasets.md) - [Example use cases and demos](./guides/weaviate-more-resources-example-use-cases.md) - [FAQs](./guides/cloud-faq.md) - [Generative and reranker models](./guides/how-to-manage-collections-generative-reranker-models.md) - [Getting Started](./guides/contributor-guide-getting-started.md) - [How to Use Weaviate Embedding Service](./guides/recipes-recipes-weaviate-embeddings-service.md) - [Hybrid search](./guides/search-hybrid-search.md) - [Install & integrate](./guides/engram-install-integrate.md) - [Inverted index](./guides/reference-configuration-indexing-inverted-index.md) - [Kubernetes](./guides/installation-installation-guides-k8s-installation.md) - [Manage memories](./guides/engram-guides-manage-memories.md) - [Manage user accounts](./guides/cloud-account-management-create-account.md) - [Modules](./guides/concepts-modules.md) - [Multi-turn conversations](./guides/agents-configuration-multi-turn-conversations.md) - [Multimodal Embeddings](./guides/model-provider-integrations-weaviate-embeddings-multimodal.md) - [Notes and best practices](./guides/client-libraries-python-notes-best-practices.md) - [OIDC Configuration](./guides/authorization-and-authentication-deploy-configuration-oidc.md) - [Optimizing docs for LLMs](./guides/weaviate-docs-llms.md) - [Persistence](./guides/storage-and-backups-persistence.md) - [Personalized RAG with Per-User Memory](./guides/engram-tutorials-personalized-rag-multi-tenant.md) - [Question Answering - transformers](./guides/modules-qna-transformers.md) - [Quickstart](./guides/agents-quickstart.md) - [Read objects](./guides/how-to-manage-objects-read.md) - [Replica movement](./guides/replication-and-scaling-replica-movement.md) - [Retrieval augmented generation (RAG)](./guides/starter-guides-generative.md) - [Rotational Quantization (RQ)](./guides/how-to-configure-weaviate-compression-rq-compression.md) - [Scopes](./guides/engram-concepts-scopes.md) - [Snowpark Container Services (SPCS)](./guides/deploy-installation-guides-spcs-integration.md) - [Suggest Queries Mode](./guides/modes-suggest-queries.md) - [Tests](./guides/weaviate-database-tests.md) - [Vector similarity search](./guides/how-to-query-search-similarity.md) - [Additional filters](./guides/agents-configuration-additional-filters.md) - [Administration](./guides/cloud-weaviate-embeddings-administration.md) - [Anthropic + Weaviate](./guides/model-provider-integrations-anthropic.md) - [Authentication](./guides/manage-clusters-authentication.md) - [Check run status](./guides/engram-guides-check-run-status.md) - [Collection configuration messages](./guides/errors-errors-collection-configuration.md) - [Collection definitions (schemas)](./guides/starter-guides-managing-collections.md) - [Consistency](./guides/replication-architecture-consistency.md) - [Development setup](./guides/weaviate-database-setup.md) - [Embedded Weaviate](./guides/connect-to-weaviate-connect-embedded.md) - [Embedded Weaviate](./guides/installation-installation-guides-embedded.md) - [Engram Web Console](./guides/engram-console.md) - [Horizontal Scaling Deployment Strategies](./guides/replication-and-scaling-horizontal-scaling.md) - [Hybrid Search with Mistral](./guides/recipes-recipes-hybrid-search-mistral-embed.md) - [Input data types](./guides/engram-concepts-input-data-types.md) - [Inverted index](./guides/how-to-manage-collections-inverted-index.md) - [JavaScript and TypeScript](./guides/client-libraries-typescript.md) - [Keyword search](./guides/how-to-query-search-bm25.md) - [Limitations & troubleshooting](./guides/agents-reference-troubleshooting.md) - [Migration and Upgrades](./guides/deploy-migration.md) - [More resources](./guides/weaviate-more-resources.md) - [Multi-factor authentication](./guides/cloud-account-management-multi-factor-auth.md) - [Multi-vector embeddings (ColBERT, ColPali, etc.)](./guides/guides-tutorials-multi-vector-embeddings.md) - [Product Quantization (PQ)](./guides/how-to-configure-weaviate-compression-pq-compression.md) - [Property data types](./guides/reference-configuration-datatypes.md) - [Query Agent vs. doing it yourself](./guides/tutorials-and-guides-query-agent-vs-diy.md) - [Question Answering - OpenAI](./guides/modules-qna-openai.md) - [RBAC Overview](./guides/authorization-and-authentication-weaviate-configuration-rbac.md) - [Read all objects](./guides/how-to-manage-objects-read-all-objects.md) - [Search operators](./guides/apis-graphql-search-operators.md) - [Storage](./guides/concepts-storage.md) - [Telemetry](./guides/monitoring-and-logging-telemetry.md) - [Tenant Offloading](./guides/storage-and-backups-tenant-offloading.md) - [Authorization](./guides/manage-clusters-authorization.md) - [Binary Quantization (BQ)](./guides/how-to-configure-weaviate-compression-bq-compression.md) - [Collection configuration](./guides/agents-configuration-advanced-collections.md) - [Compression (Vector Quantization)](./guides/concepts-vector-quantization.md) - [Conditional filters](./guides/apis-graphql-filters.md) - [Connect with Query Agent](./guides/connect-to-weaviate-connect-query.md) - [Distance metrics](./guides/reference-configuration-distances.md) - [Enable and configure RBAC](./guides/authorization-and-authentication-deploy-configuration-configuring-rbac.md) - [Generative AI](./guides/model-provider-integrations-anthropic-generative.md) - [Hybrid search](./guides/how-to-query-search-hybrid.md) - [Index types and performance](./guides/weaviate-more-resources-performance.md) - [Model integration messages](./guides/errors-errors-model-integrations.md) - [Multi-Data center](./guides/replication-architecture-multi-dc.md) - [Multi-tenancy operations](./guides/how-to-manage-collections-multi-tenancy.md) - [Multi-vector RAG: Using Weaviate to search a collection of PDF documents](./guides/recipes-recipes-multi-vector-colipali-rag.md) - [Named Entity Recognition](./guides/modules-ner-transformers.md) - [Notes and best practices](./guides/client-libraries-typescript-notes-best-practices.md) - [Parsing objects & resolving references](./guides/weaviate-database-parsing-cross-refs.md) - [Pipelines and runs](./guides/engram-concepts-pipelines.md) - [Scaling limits with collections](./guides/starter-guides-managing-collections-collections-scaling-limits.md) - [Select & configure vector indexes](./guides/guides-tutorials-vector-indexing-deep-dive.md) - [Update objects](./guides/how-to-manage-objects-update.md) - [Users and organizations](./guides/cloud-account-management-users-and-organizations.md) - [Using the Query Agent as a tool](./guides/tutorials-and-guides-query-agent-as-a-tool.md) - [Additional operators](./guides/apis-graphql-additional-operators.md) - [Anyscale + Weaviate](./guides/model-provider-integrations-anyscale.md) - [Configure tokenization for keyword search](./guides/guides-tutorials-tokenization.md) - [Default cluster settings](./guides/manage-clusters-default-settings.md) - [Delete objects](./guides/how-to-manage-objects-delete.md) - [Filtering](./guides/concepts-filtering.md) - [How to write great bug reports](./guides/weaviate-more-resources-write-great-bug-reports.md) - [Image search](./guides/how-to-query-search-image.md) - [Java](./guides/client-libraries-java.md) - [Manage roles](./guides/authorization-and-authentication-weaviate-configuration-rbac-manage-roles.md) - [Manage tenant states & temperature](./guides/how-to-manage-collections-tenant-states.md) - [Managing resources (Hot, Warm, Cold)](./guides/starter-guides-managing-resources.md) - [Runtime configurations](./guides/weaviate-database-support-new-runtime-configs.md) - [Scalar Quantization (SQ)](./guides/how-to-configure-weaviate-compression-sq-compression.md) - [Search](./guides/engram-concepts-search.md) - [Similarity Search with Cohere](./guides/recipes-recipes-similarity-search-embed-multilingual-v2-0.md) - [Spell Check](./guides/modules-spellcheck.md) - [Structured outputs](./guides/agents-configuration-structured-outputs.md) - [Additional properties (metadata)](./guides/apis-graphql-additional-properties.md) - [C#](./guides/client-libraries-csharp.md) - [Collection aliases](./guides/how-to-manage-collections-collection-aliases.md) - [Compression](./guides/starter-guides-managing-resources-compression.md) - [Generative AI](./guides/model-provider-integrations-anyscale-generative.md) - [Groups](./guides/engram-concepts-groups.md) - [Manage users](./guides/authorization-and-authentication-weaviate-configuration-rbac-manage-users.md) - [Modules - an introduction](./guides/weaviate-tutorials-modules.md) - [Multimedia search](./guides/how-to-query-search-near-media.md) - [Reranking](./guides/concepts-reranking.md) - [Setting up RBAC in Weaviate](./guides/guides-tutorials-rbac.md) - [Summarization](./guides/modules-sum-transformers.md) - [Uncompressed vector embeddings](./guides/how-to-configure-weaviate-compression-uncompressed.md) - [AWS + Weaviate](./guides/model-provider-integrations-aws.md) - [Custom modules](./guides/modules-custom-modules.md) - [Explore](./guides/apis-graphql-explore.md) - [Go](./guides/client-libraries-go.md) - [Horizontal Scaling](./guides/concepts-cluster.md) - [Imports - Vector provision options](./guides/weaviate-tutorials-vector-provision-options.md) - [Indexing](./guides/starter-guides-managing-resources-indexing.md) - [Manage groups](./guides/authorization-and-authentication-weaviate-configuration-rbac-manage-groups.md) - [Multi-vector encodings](./guides/how-to-configure-weaviate-compression-multi-vectors.md) - [Multiple target vectors](./guides/how-to-query-search-multi-vector.md) - [Securing Weaviate with SSL/TLS](./guides/guides-tutorials-tls-ssl.md) - [Time to live (TTL)](./guides/how-to-manage-collections-time-to-live.md) - [Community clients](./guides/client-libraries-community.md) - [Interface](./guides/concepts-interface.md) - [Modules](./guides/how-to-configure-weaviate-modules.md) - [Multi-node setup](./guides/how-to-manage-collections-multi-node-setup.md) - [Retrieval Augmented Generation (RAG)](./guides/how-to-query-search-generative.md) - [Tenant states](./guides/starter-guides-managing-resources-tenant-states.md) - [Text Embeddings](./guides/model-provider-integrations-aws-embeddings.md) - [Usage Module](./guides/modules-usage-modules.md) - [Wikipedia with custom vectors](./guides/weaviate-tutorials-wikipedia.md) - [Zero-downtime collection migration with aliases](./guides/guides-tutorials-collection-aliases.md) - [gRPC](./guides/apis-grpc.md) - [Generative AI](./guides/model-provider-integrations-aws-generative.md) - [Manage relationships with cross-references](./guides/guides-tutorials-cross-references.md) - [Migrate data](./guides/how-to-manage-collections-migrate.md) - [Reranking](./guides/how-to-query-search-rerank.md) - [Resource Planning](./guides/concepts-resources.md) - [Boost](./guides/how-to-query-search-boost.md) - [Cohere + Weaviate](./guides/model-provider-integrations-cohere.md) - [Cross-references](./guides/how-to-manage-collections-cross-references.md) - [Load data into Weaviate with Spark](./guides/guides-tutorials-spark-connector.md) - [Aggregate data](./guides/how-to-query-search-aggregate.md) - [Text Embeddings](./guides/model-provider-integrations-cohere-embeddings.md) - [Filters](./guides/how-to-query-search-filters.md) - [Multimodal Embeddings](./guides/model-provider-integrations-cohere-embeddings-multimodal.md) - [Generative AI](./guides/model-provider-integrations-cohere-generative.md) - [Query profiling](./guides/how-to-query-search-query-profile.md) - [Reranker](./guides/model-provider-integrations-cohere-reranker.md) - [Contextual AI + Weaviate](./guides/model-provider-integrations-contextualai.md) - [Generative AI](./guides/model-provider-integrations-contextualai-generative.md) - [Reranker](./guides/model-provider-integrations-contextualai-reranker.md) - [Databricks + Weaviate](./guides/model-provider-integrations-databricks.md) - [Text Embeddings](./guides/model-provider-integrations-databricks-embeddings.md) - [Generative AI](./guides/model-provider-integrations-databricks-generative.md) - [DeepSeek + Weaviate](./guides/model-provider-integrations-deepseek.md) - [Generative AI](./guides/model-provider-integrations-deepseek-generative.md) - [DigitalOcean + Weaviate](./guides/model-provider-integrations-digitalocean.md) - [Text Embeddings](./guides/model-provider-integrations-digitalocean-embeddings.md) - [Generative AI](./guides/model-provider-integrations-digitalocean-generative.md) - [FriendliAI + Weaviate](./guides/model-provider-integrations-friendliai.md) - [Generative AI](./guides/model-provider-integrations-friendliai-generative.md) - [Google + Weaviate](./guides/model-provider-integrations-google.md) - [Text Embeddings](./guides/model-provider-integrations-google-embeddings.md) - [Multimodal Embeddings](./guides/model-provider-integrations-google-embeddings-multimodal.md) - [Generative AI](./guides/model-provider-integrations-google-generative.md) - [Hugging Face + Weaviate](./guides/model-provider-integrations-huggingface.md) - [Text Embeddings](./guides/model-provider-integrations-huggingface-embeddings.md) - [Jina AI + Weaviate](./guides/model-provider-integrations-jinaai.md) - [Text Embeddings](./guides/model-provider-integrations-jinaai-embeddings.md) - [ColBERT Embeddings](./guides/model-provider-integrations-jinaai-embeddings-colbert.md) - [Multimodal Embeddings](./guides/model-provider-integrations-jinaai-embeddings-multimodal.md) - [Reranker](./guides/model-provider-integrations-jinaai-reranker.md) - [Mistral + Weaviate](./guides/model-provider-integrations-mistral.md) - [Text Embeddings](./guides/model-provider-integrations-mistral-embeddings.md) - [Generative AI](./guides/model-provider-integrations-mistral-generative.md) - [Morph + Weaviate](./guides/model-provider-integrations-morph.md) - [Text Embeddings](./guides/model-provider-integrations-morph-embeddings.md) - [NVIDIA + Weaviate](./guides/model-provider-integrations-nvidia.md) - [Text Embeddings](./guides/model-provider-integrations-nvidia-embeddings.md) - [Multimodal Embeddings](./guides/model-provider-integrations-nvidia-embeddings-multimodal.md) - [Generative AI](./guides/model-provider-integrations-nvidia-generative.md) - [Reranker](./guides/model-provider-integrations-nvidia-reranker.md) - [OctoAI + Weaviate (Deprecated)](./guides/model-provider-integrations-octoai.md) - [Text Embeddings (Deprecated)](./guides/model-provider-integrations-octoai-embeddings.md) - [Generative AI (Deprecated)](./guides/model-provider-integrations-octoai-generative.md) - [OpenAI + Weaviate](./guides/model-provider-integrations-openai.md) - [Text Embeddings](./guides/model-provider-integrations-openai-embeddings.md) - [Generative AI](./guides/model-provider-integrations-openai-generative.md) - [Azure OpenAI + Weaviate](./guides/model-provider-integrations-openai-azure.md) - [Text Embeddings](./guides/model-provider-integrations-openai-azure-embeddings.md) - [Generative AI](./guides/model-provider-integrations-openai-azure-generative.md) - [TwelveLabs + Weaviate](./guides/model-provider-integrations-twelvelabs.md) - [Multimodal Embeddings](./guides/model-provider-integrations-twelvelabs-embeddings-multimodal.md) - [Voyage AI + Weaviate](./guides/model-provider-integrations-voyageai.md) - [Text Embeddings](./guides/model-provider-integrations-voyageai-embeddings.md) - [Multimodal Embeddings](./guides/model-provider-integrations-voyageai-embeddings-multimodal.md) - [Reranker](./guides/model-provider-integrations-voyageai-reranker.md) - [xAI + Weaviate](./guides/model-provider-integrations-xai.md) - [Generative AI](./guides/model-provider-integrations-xai-generative.md) - [GPT4All + Weaviate](./guides/model-provider-integrations-gpt4all.md) - [Text Embeddings](./guides/model-provider-integrations-gpt4all-embeddings.md) - [Locally Hosted Transformers + Weaviate](./guides/model-provider-integrations-transformers.md) - [Text Embeddings](./guides/model-provider-integrations-transformers-embeddings.md) - [Text Embeddings (custom)](./guides/model-provider-integrations-transformers-embeddings-custom-image.md) - [Multimodal (CLIP) Embeddings](./guides/model-provider-integrations-transformers-embeddings-multimodal.md) - [Multimodal Embeddings (custom)](./guides/model-provider-integrations-transformers-embeddings-multimodal-custom-image.md) - [Reranker](./guides/model-provider-integrations-transformers-reranker.md) - [KubeAI + Weaviate](./guides/model-provider-integrations-kubeai.md) - [Text Embeddings](./guides/model-provider-integrations-kubeai-embeddings.md) - [Generative AI](./guides/model-provider-integrations-kubeai-generative.md) - [Locally Hosted ImageBind + Weaviate](./guides/model-provider-integrations-imagebind.md) - [Multimodal Embeddings](./guides/model-provider-integrations-imagebind-embeddings-multimodal.md) - [Model2Vec + Weaviate](./guides/model-provider-integrations-model2vec.md) - [Text Embeddings](./guides/model-provider-integrations-model2vec-embeddings.md) - [Ollama + Weaviate](./guides/model-provider-integrations-ollama.md) - [Text Embeddings](./guides/model-provider-integrations-ollama-embeddings.md) - [Generative AI](./guides/model-provider-integrations-ollama-generative.md) # Agent Instructions This portal answers questions programmatically. To receive a synthesized, source-cited answer instead of crawling page by page, append the `?ask=` query parameter to any page URL on this site: /guides/quickstart?ask=how+do+I+authenticate Optional parameters: - `&goal=` steers the answer toward your objective (e.g. `&goal=write+a+python+client`). - `&version=