OpenAI Cookbook Taxonomy

This page groups the mirrored OpenAI Cookbook article/example pages by implementation domain. It is generated by scripts/ingest-openai-cookbook.ps1.

Snapshot

• Crawl date: 2026-05-18
• Mirrored pages: 235
• New manifest entries this run: 0
• Changed source hashes this run: 0

Agents SDK / agent workflows

• Agent Improvement Loop - examples/agents_sdk/agent_improvement_loop
• Agentkit Walkthrough - examples/agentkit/agentkit_walkthrough
• App Assistant Voice Agents - examples/agents_sdk/app_assistant_voice_agents
• Building Consistent Workflows Codex Cli Agents Sdk - examples/codex/codex_mcp_agents_sdk/building_consistent_workflows_codex_cli_agents_sdk
• Building Reliable Agents Memory Compaction - examples/agents_sdk/building_reliable_agents_memory_compaction
• Computer Use With Daytona - examples/agents_sdk/computer_use_with_daytona/computer_use_with_daytona
• Context Personalization - examples/agents_sdk/context_personalization
• Dispute Agent - examples/agents_sdk/dispute_agent
• Evaluate Agents - examples/agents_sdk/evaluate_agents
• Multi Agent Portfolio Collaboration - examples/agents_sdk/multi-agent-portfolio-collaboration/multi_agent_portfolio_collaboration
• Orchestrating Agents - examples/orchestrating_agents
• Parallel Agents - examples/agents_sdk/parallel_agents
• Readme - examples/agents_sdk/deployment_manager/readme
• Sandboxed Code Migration Agent - examples/agents_sdk/sandboxed-code-migration/sandboxed_code_migration_agent
• Secure Code Interpreter Tool For Llm Agents - examples/object_oriented_agentic_approach/secure_code_interpreter_tool_for_llm_agents
• Session Memory - examples/agents_sdk/session_memory

ChatGPT / GPT Actions

• .Gpt Action Getting Started - examples/chatgpt/gpt_actions_library/.gpt_action_getting_started
• Azure Ai Search With Azure Functions And Gpt Actions In Chatgpt - examples/chatgpt/rag-quickstart/azure/azure_ai_search_with_azure_functions_and_gpt_actions_in_chatgpt
• Chatgpt Agents Sales Meeting Prep - articles/chatgpt-agents-sales-meeting-prep
• Chatgpt Prompt Guide - examples/chatgpt/chatgpt_prompt_guide/chatgpt_prompt_guide
• Getting Started With Bigquery Vector Search And Openai - examples/chatgpt/rag-quickstart/gcp/getting_started_with_bigquery_vector_search_and_openai
• Gpt Action Bigquery - examples/chatgpt/gpt_actions_library/gpt_action_bigquery
• Gpt Action Box - examples/chatgpt/gpt_actions_library/gpt_action_box
• Gpt Action Canvas - examples/chatgpt/gpt_actions_library/gpt_action_canvas
• Gpt Action Confluence - examples/chatgpt/gpt_actions_library/gpt_action_confluence
• Gpt Action Github - examples/chatgpt/gpt_actions_library/gpt_action_github
• Gpt Action Gmail - examples/chatgpt/gpt_actions_library/gpt_action_gmail
• Gpt Action Google Calendar - examples/chatgpt/gpt_actions_library/gpt_action_google_calendar
• Gpt Action Google Drive - examples/chatgpt/gpt_actions_library/gpt_action_google_drive
• Gpt Action Googleads Adzviser - examples/chatgpt/gpt_actions_library/gpt_action_googleads_adzviser
• Gpt Action Jira - examples/chatgpt/gpt_actions_library/gpt_action_jira
• Gpt Action Notion - examples/chatgpt/gpt_actions_library/gpt_action_notion
• Gpt Action Outlook - examples/chatgpt/gpt_actions_library/gpt_action_outlook
• Gpt Action Pinecone Retool Rag - examples/chatgpt/rag-quickstart/pinecone-retool/gpt-action-pinecone-retool-rag
• Gpt Action Redshift - examples/chatgpt/gpt_actions_library/gpt_action_redshift
• Gpt Action Retool Workflow - examples/chatgpt/gpt_actions_library/gpt_action_retool_workflow
• Gpt Action Salesforce - examples/chatgpt/gpt_actions_library/gpt_action_salesforce
• Gpt Action Salesforce Gong - examples/chatgpt/gpt_actions_library/gpt_action_salesforce_gong
• Gpt Action Sharepoint Doc - examples/chatgpt/gpt_actions_library/gpt_action_sharepoint_doc
• Gpt Action Sharepoint Text - examples/chatgpt/gpt_actions_library/gpt_action_sharepoint_text
• Gpt Action Snowflake Direct - examples/chatgpt/gpt_actions_library/gpt_action_snowflake_direct
• Gpt Action Snowflake Middleware - examples/chatgpt/gpt_actions_library/gpt_action_snowflake_middleware
• Gpt Action Sql Database - examples/chatgpt/gpt_actions_library/gpt_action_sql_database
• Gpt Action Trayai Apim - examples/chatgpt/gpt_actions_library/gpt_action_trayai_apim
• Gpt Action Workday - examples/chatgpt/gpt_actions_library/gpt_action_workday
• Gpt Action Zapier - examples/chatgpt/gpt_actions_library/gpt_action_zapier
• Gpt Middleware Aws Function - examples/chatgpt/gpt_actions_library/gpt_middleware_aws_function
• Gpt Middleware Azure Function - examples/chatgpt/gpt_actions_library/gpt_middleware_azure_function
• Gpt Middleware Google Cloud Function - examples/chatgpt/gpt_actions_library/gpt_middleware_google_cloud_function
• Logs Platform - examples/chatgpt/compliance_api/logs_platform

Codex / coding agents

• Autofix Github Actions - examples/codex/autofix-github-actions
• Build Code Review With Codex Sdk - examples/codex/build_code_review_with_codex_sdk
• Build Iterative Repair Loops With Codex - examples/codex/build_iterative_repair_loops_with_codex
• Code Modernization - examples/codex/code_modernization
• Codex Exec Plans - articles/codex_exec_plans
• Codex Prompting Guide - examples/gpt-5/codex_prompting_guide
• Jira Github - examples/codex/jira-github
• Secure Quality Gitlab - examples/codex/secure_quality_gitlab
• Using Goals In Codex - examples/codex/using_goals_in_codex

Deep Research / MCP

• Databricks Mcp Cookbook - examples/mcp/databricks_mcp_cookbook
• Mcp Tool Guide - examples/mcp/mcp_tool_guide

Evaluation / eval flywheels

• Building Resilient Prompts Using An Evaluation Flywheel - examples/evaluation/building_resilient_prompts_using_an_evaluation_flywheel
• Bulk Experimentation - examples/evaluation/use-cases/bulk-experimentation
• Completion Monitoring - examples/evaluation/use-cases/completion-monitoring
• Custom Llm As A Judge - examples/custom-llm-as-a-judge
• Elasticsearch Retrieval Augmented Generation - examples/vector_databases/elasticsearch/elasticsearch-retrieval-augmented-generation
• Evalsapi Audio Inputs - examples/evaluation/use-cases/evalsapi_audio_inputs
• Evalsapi Image Inputs - examples/evaluation/use-cases/evalsapi_image_inputs
• Evaluate Rag With Llamaindex - examples/evaluation/evaluate_rag_with_llamaindex
• Ft Retrieval Augmented Generation Qdrant - examples/fine-tuned_qa/ft_retrieval_augmented_generation_qdrant
• Getting Started With Openai Evals - examples/evaluation/getting_started_with_openai_evals
• How To Call Functions For Knowledge Retrieval - examples/how_to_call_functions_for_knowledge_retrieval
• How To Eval Abstractive Summarization - examples/evaluation/how_to_eval_abstractive_summarization
• How To Evaluate Llms For Sql Generation - examples/evaluation/how_to_evaluate_llms_for_sql_generation
• Image Evals - examples/multimodal/image_evals
• Mcp Eval Notebook - examples/evaluation/use-cases/mcp_eval_notebook
• Realtime Eval Guide - examples/realtime_eval_guide
• Receipt Inspection - examples/partners/eval_driven_system_design/receipt_inspection
• Regression - examples/evaluation/use-cases/regression
• Responses Evaluation - examples/evaluation/use-cases/responses-evaluation
• Selecting A Model Based On Stripe Conversion - examples/stripe_model_eval/selecting_a_model_based_on_stripe_conversion
• Structured Outputs Evaluation - examples/evaluation/use-cases/structured-outputs-evaluation
• Tools Evaluation - examples/evaluation/use-cases/tools-evaluation
• Web Search Evaluation - examples/evaluation/use-cases/web-search-evaluation

Fine-tuning / reinforcement fine-tuning

• Chat Finetuning Data Prep - examples/chat_finetuning_data_prep
• Fine Tune Korean - articles/gpt-oss/fine-tune-korean
• Fine Tune Transfomers - articles/gpt-oss/fine-tune-transfomers
• Fine Tuning Direct Preference Optimization Guide - examples/fine_tuning_direct_preference_optimization_guide
• Fine Tuning For Function Calling - examples/fine_tuning_for_function_calling
• Gpt Finetuning With Wandb - examples/third_party/gpt_finetuning_with_wandb
• How To Finetune Chat Models - examples/how_to_finetune_chat_models
• Reinforcement Fine Tuning - examples/reinforcement_fine_tuning
• Reinforcement Finetuning Healthbench - examples/fine-tuned_qa/reinforcement_finetuning_healthbench
• Vision Fine Tuning On Gpt4o For Visual Question Answering - examples/multimodal/vision_fine_tuning_on_gpt4o_for_visual_question_answering

General OpenAI API patterns

• Assistants Api Overview Python - examples/assistants_api_overview_python
• Batch Processing - examples/batch_processing
• Building W Rt Mini - examples/building_w_rt_mini/building_w_rt_mini
• Completions Usage Api - examples/completions_usage_api
• Data Extraction Transformation - examples/data_extraction_transformation
• Developing Hallucination Guardrails - examples/developing_hallucination_guardrails
• Enhance Your Prompts With Meta Prompting - examples/enhance_your_prompts_with_meta_prompting
• Gpt4 1 Prompting Guide - examples/gpt4-1_prompting_guide
• How To Build An Agent With The Node Sdk - examples/how_to_build_an_agent_with_the_node_sdk
• How To Call Functions With Chat Models - examples/how_to_call_functions_with_chat_models
• How To Handle Rate Limits - examples/how_to_handle_rate_limits
• How To Use Guardrails - examples/how_to_use_guardrails
• How To Use Moderation - examples/how_to_use_moderation
• Introduction To Gpt4o - examples/gpt4o/introduction_to_gpt4o
• Named Entity Recognition To Enrich Text - examples/named_entity_recognition_to_enrich_text
• Optimize Prompts - examples/optimize_prompts
• Prompt Caching 201 - examples/prompt_caching_201
• Prompt Caching101 - examples/prompt_caching101
• Prompt Migration Guide - examples/prompt_migration_guide
• Reproducible Outputs With The Seed Parameter - examples/reproducible_outputs_with_the_seed_parameter
• Sdg1 - examples/sdg1
• Skills In Api - examples/skills_in_api
• Summarizing Long Documents - examples/summarizing_long_documents
• Unit Test Writing Using A Multi Step Prompt With Older Completions Api - examples/unit_test_writing_using_a_multi-step_prompt_with_older_completions_api
• Using Logprobs - examples/using_logprobs
• What Makes Documentation Good - articles/what_makes_documentation_good

GPT-5 / reasoning / prompting

• Build A Coding Agent With Gpt 5.1 - examples/build_a_coding_agent_with_gpt-5.1
• Gpt 5 1 Prompting Guide - examples/gpt-5/gpt-5-1_prompting_guide
• Gpt 5 2 Prompting Guide - examples/gpt-5/gpt-5-2_prompting_guide
• Gpt 5 Frontend - examples/gpt-5/gpt-5_frontend
• Gpt 5 New Params And Tools - examples/gpt-5/gpt-5_new_params_and_tools
• Gpt 5 Prompting Guide - examples/gpt-5/gpt-5_prompting_guide
• Gpt 5 Troubleshooting Guide - examples/gpt-5/gpt-5_troubleshooting_guide
• O3o4 Mini Prompting Guide - examples/o-series/o3o4-mini_prompting_guide
• Prompt Optimization Cookbook - examples/gpt-5/prompt-optimization-cookbook
• Prompt Personalities - examples/gpt-5/prompt_personalities
• Reasoning Function Calls - examples/reasoning_function_calls
• Using Reasoning For Data Validation - examples/o1/using_reasoning_for_data_validation
• Using Reasoning For Routine Generation - examples/o1/using_reasoning_for_routine_generation

gpt-oss / open-weight deployment

• Build Your Own Fact Checker Cerebras - articles/gpt-oss/build-your-own-fact-checker-cerebras
• Gpt Oss Safeguard Guide - articles/gpt-oss-safeguard-guide
• Handle Raw Cot - articles/gpt-oss/handle-raw-cot
• Openai Harmony - articles/openai-harmony
• Run Colab - articles/gpt-oss/run-colab
• Run Locally Lmstudio - articles/gpt-oss/run-locally-lmstudio
• Run Locally Ollama - articles/gpt-oss/run-locally-ollama
• Run Nvidia - articles/gpt-oss/run-nvidia
• Run Transformers - articles/gpt-oss/run-transformers
• Run Vllm - articles/gpt-oss/run-vllm
• Verifying Implementations - articles/gpt-oss/verifying-implementations

Multimodal / image / video

• Creating Slides With Assistants Api And Dall E3 - examples/creating_slides_with_assistants_api_and_dall-e3
• Document And Multimodal Understanding Tips - examples/multimodal/document_and_multimodal_understanding_tips
• Generate Images With Gpt Image - examples/generate_images_with_gpt_image
• Generate Images With High Input Fidelity - examples/generate_images_with_high_input_fidelity
• Gpt With Vision For Video Understanding - examples/gpt_with_vision_for_video_understanding
• Grounded Spatial Reasoning Layouts - examples/multimodal/grounded_spatial_reasoning_layouts
• How To Create Dynamic Masks With Dall E And Segment Anything - examples/dalle/how_to_create_dynamic_masks_with_dall-e_and_segment_anything
• Image Gen 1.5 Prompting Guide - examples/multimodal/image-gen-1.5-prompting_guide
• Image Gen Models Prompting Guide - examples/multimodal/image-gen-models-prompting-guide
• Sora2 Prompting Guide - examples/sora/sora2_prompting_guide
• Tag Caption Images With Gpt4v - examples/tag_caption_images_with_gpt4v
• Using Gpt4 Vision With Function Calling - examples/multimodal/using_gpt4_vision_with_function_calling
• What Is New With Dalle 3 - articles/what_is_new_with_dalle_3

RAG / retrieval / vector databases

• Custom Image Embedding Search - examples/custom_image_embedding_search
• Deeplake Langchain Qa - examples/vector_databases/deeplake/deeplake_langchain_qa
• Elasticsearch Semantic Search - examples/vector_databases/elasticsearch/elasticsearch-semantic-search
• Embedding Wikipedia Articles For Search - examples/embedding_wikipedia_articles_for_search
• File Search Responses - examples/file_search_responses
• Generative Search With Weaviate And Openai - examples/vector_databases/weaviate/generative-search-with-weaviate-and-openai
• Getting Started With Azure Ai Search And Openai - examples/vector_databases/azuresearch/getting_started_with_azure_ai_search_and_openai
• Getting Started With Hologres And Openai - examples/vector_databases/hologres/getting_started_with_hologres_and_openai
• Getting Started With Polardb And Openai - examples/vector_databases/polardb/getting_started_with_polardb_and_openai
• Getting Started With Tair And Openai - examples/vector_databases/tair/getting_started_with_tair_and_openai
• How To Automate S3 Storage With Functions - examples/third_party/how_to_automate_s3_storage_with_functions
• How To Combine Gpt4o With Rag Outfit Assistant - examples/how_to_combine_gpt4o_with_rag_outfit_assistant
• Hyde With Chroma And Openai - examples/vector_databases/chroma/hyde-with-chroma-and-openai
• Image Understanding With Rag - examples/multimodal/image_understanding_with_rag
• Introduction To Deep Research Api - examples/deep_research_api/introduction_to_deep_research_api
• Introduction To Deep Research Api Agents - examples/deep_research_api/introduction_to_deep_research_api_agents
• Leveraging Model Distillation To Fine Tune A Model - examples/leveraging_model_distillation_to_fine-tune_a_model
• Neon Postgres Vector Search Pgvector - examples/vector_databases/neon/neon-postgres-vector-search-pgvector
• Openai Wikipedia Semantic Search - examples/vector_databases/singlestoredb/openai_wikipedia_semantic_search
• Parse Pdf Docs For Rag - examples/parse_pdf_docs_for_rag
• Philosophical Quotes Cassio - examples/vector_databases/cassandra_astradb/philosophical_quotes_cassio
• Philosophical Quotes Cql - examples/vector_databases/cassandra_astradb/philosophical_quotes_cql
• Qa With Langchain Tair And Openai - examples/vector_databases/tair/qa_with_langchain_tair_and_openai
• Question Answering Using A Search Api - examples/question_answering_using_a_search_api
• Rag With Graph Db - examples/rag_with_graph_db
• Readme - examples/deep_research_api/how_to_build_a_deep_research_mcp_server/readme
• Readme - examples/vector_databases/cassandra_astradb/readme
• Readme - examples/vector_databases/elasticsearch/readme
• Readme - examples/vector_databases/mongodb_atlas/readme
• Readme - examples/vector_databases/neon/readme
• Readme - examples/vector_databases/readme
• Readme - examples/vector_databases/singlestoredb/readme
• Readme - examples/vector_databases/supabase/readme
• Search Reranking With Cross Encoders - examples/search_reranking_with_cross-encoders
• Semantic Search - examples/vector_databases/supabase/semantic-search
• Semantic Search Using Mongodb Atlas Vector Search - examples/vector_databases/mongodb_atlas/semantic_search_using_mongodb_atlas_vector_search
• Using Chroma For Embeddings Search - examples/vector_databases/chroma/using_chroma_for_embeddings_search
• Using Myscale For Embeddings Search - examples/vector_databases/myscale/using_myscale_for_embeddings_search
• Using Pinecone For Embeddings Search - examples/vector_databases/pinecone/using_pinecone_for_embeddings_search
• Using Qdrant For Embeddings Search - examples/vector_databases/qdrant/using_qdrant_for_embeddings_search
• Using Redis For Embeddings Search - examples/vector_databases/redis/using_redis_for_embeddings_search
• Using Typesense For Embeddings Search - examples/vector_databases/typesense/using_typesense_for_embeddings_search
• Using Vision Modality For Rag With Pinecone - examples/vector_databases/pinecone/using_vision_modality_for_rag_with_pinecone
• Using Weaviate For Embeddings Search - examples/vector_databases/weaviate/using_weaviate_for_embeddings_search
• Visualizing Embeddings In Kangas - examples/third_party/visualizing_embeddings_in_kangas
• Web Search With Google Api Bring Your Own Browser Tool - examples/third_party/web_search_with_google_api_bring_your_own_browser_tool

Realtime / voice / transcription

• Context Summarization With Realtime Api - examples/context_summarization_with_realtime_api
• Data Intensive Realtime Apps - examples/data-intensive-realtime-apps
• Mcp Powered Agents Cookbook - examples/partners/mcp_powered_voice_agents/mcp_powered_agents_cookbook
• One Way Translation Using Realtime Api - examples/voice_solutions/one_way_translation_using_realtime_api
• Realtime Out Of Band Transcription - examples/realtime_out_of_band_transcription
• Realtime Prompting Guide - examples/realtime_prompting_guide
• Realtime Translation Guide - examples/voice_solutions/realtime_translation_guide
• Running Realtime Api Speech On Esp32 Arduino Edge Runtime Elatoai - examples/voice_solutions/running_realtime_api_speech_on_esp32_arduino_edge_runtime_elatoai
• Speech Transcription Methods - examples/speech_transcription_methods
• Steering Tts - examples/voice_solutions/steering_tts
• Voice Translation Into Different Languages Using Gpt 4o - examples/voice_solutions/voice_translation_into_different_languages_using_gpt-4o
• Whisper Correct Misspelling - examples/whisper_correct_misspelling
• Whisper Processing Guide - examples/whisper_processing_guide
• Whisper Prompting Guide - examples/whisper_prompting_guide

Responses API / tool orchestration

• Reasoning Items - examples/responses_api/reasoning_items
• Responses Api Tool Orchestration - examples/responses_api/responses_api_tool_orchestration
• Responses Example - examples/responses_api/responses_example

Structured outputs / function calling

• Function Calling Finding Nearby Places - examples/function_calling_finding_nearby_places
• Function Calling With An Openapi Spec - examples/function_calling_with_an_openapi_spec
• Structured Outputs Intro - examples/structured_outputs_intro
• Structured Outputs Multi Agent - examples/structured_outputs_multi_agent
• Using Chained Calls For O1 Structured Outputs - examples/o1/using_chained_calls_for_o1_structured_outputs
• Using Tool Required For Customer Service - examples/using_tool_required_for_customer_service

Third-party integrations

• Agentic Governance Cookbook - examples/partners/agentic_governance_guide/agentic_governance_cookbook
• Autonomous Agent Retraining - examples/partners/self_evolving_agents/autonomous_agent_retraining
• Chat With Your Own Data - examples/azure/chat_with_your_own_data
• Code Quality And Security Scan With Github Actions - examples/third_party/code_quality_and_security_scan_with_github_actions
• Financial Document Analysis With Llamaindex - examples/third_party/financial_document_analysis_with_llamaindex
• Functions - examples/azure/functions
• Model Selection Guide - examples/partners/model_selection_guide/model_selection_guide
• Openai Monitoring With Wandb Weave - examples/third_party/openai_monitoring_with_wandb_weave
• Temporal Agents - examples/partners/temporal_agents_with_knowledge_graphs/temporal_agents

Related

• openai-cookbook
• 2026-05-15-openai-cookbook

Counterpoints And Gaps

• This taxonomy optimizes retrieval and navigation, not a definitive product ontology.
• Generated titles come from source paths and may be less polished than the rendered developers site titles.