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recording: ./scripts/integration-tests.sh --stack-config server:ci-tests --suite responses --inference-mode record-if-missing --setup ollama
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docs/docs/api-openai/provider_matrix.md

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@@ -22,6 +22,7 @@ inference provider, based on integration test results.
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| Provider | Tested | Passing | Failing | Coverage |
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|----------|--------|---------|---------|----------|
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| azure | 89 | 89 | 0 | 86% |
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| ollama | 88 | 88 | 0 | 85% |
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| openai | 104 | 104 | 0 | 100% |
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| vllm | 1 | 1 | 0 | 1% |
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@@ -32,167 +33,168 @@ Models, endpoints, and versions used during test recordings.
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| Provider | Model(s) | Endpoint | Version Info |
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|----------|----------|----------|--------------|
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| azure | gpt-4o | lls-test.openai.azure.com ||
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| ollama | llama3.2:3b-instruct-fp16 || openai sdk: 2.5.0 |
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| openai | gpt-4o, text-embedding-3-small | api.openai.com | openai sdk: 2.5.0 |
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| vllm | Qwen/Qwen3-0.6B |||
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## Basic Responses
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| extra body guided choice ||||
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| include logprobs non streaming ||||
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| include logprobs streaming ||||
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| include logprobs with function tools ||||
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| include logprobs with web search ||||
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| non streaming basic ||||
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| non streaming image ||||
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| non streaming multi turn ||||
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| non streaming multi turn image ||||
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| streaming basic ||||
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| streaming incremental content ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| extra body guided choice || ⏭️ | ||
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| include logprobs non streaming || ⏭️ | ||
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| include logprobs streaming || ⏭️ | ||
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| include logprobs with function tools || ⏭️ | ||
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| include logprobs with web search || ⏭️ | ||
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| non streaming basic ||| | |
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| non streaming image ||| | |
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| non streaming multi turn ||| | |
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| non streaming multi turn image ||| | |
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| streaming basic ||| | |
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| streaming incremental content ||| | |
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## Conversation Responses
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| conversation backward compatibility ||||
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| conversation basic workflow ||||
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| conversation context loading ||||
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| conversation error handling | ⏭️ |||
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| conversation multi turn and streaming ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| conversation backward compatibility ||| | |
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| conversation basic workflow ||| | |
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| conversation context loading ||| | |
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| conversation error handling | ⏭️ | ⏭️ | ||
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| conversation multi turn and streaming ||| | |
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## File Search
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| file search filter by category ||||
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| file search filter by date range ||||
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| file search filter by region ||||
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| file search filter compound and ||||
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| file search filter compound or ||||
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| file search streaming events ||||
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| text format ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| file search filter by category ||| | |
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| file search filter by date range ||| | |
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| file search filter by region ||| | |
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| file search filter compound and ||| | |
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| file search filter compound or ||| | |
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| file search streaming events ||| | |
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| text format ||| | |
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## Mcp Authentication
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| mcp authorization backward compatibility ||||
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| mcp authorization bearer ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| mcp authorization backward compatibility ||| | |
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| mcp authorization bearer ||| | |
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## Openai Responses
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| background false is synchronous ||||
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| background returns queued ||||
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| streaming invalid base64 image failure code is spec compliant ||||
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| with max output tokens ||||
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| with parallel tool calls and previous response ||||
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| with parallel tool calls disabled ||||
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| with parallel tool calls disabled streaming ||||
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| with parallel tool calls enabled ||||
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| with prompt cache key ||||
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| with prompt cache key and previous response ||||
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| with prompt cache key streaming ||||
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| with safety identifier ||||
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| with safety identifier and previous response ||||
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| with safety identifier streaming ||||
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| with service tier | ⏭️ |||
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| with service tier and previous response | ⏭️ |||
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| with service tier auto | ⏭️ |||
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| with service tier auto and previous response | ⏭️ |||
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| with service tier auto streaming | ⏭️ |||
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| with service tier flex | ⏭️ |||
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| with service tier flex streaming | ⏭️ |||
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| with service tier streaming | ⏭️ |||
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| with small max output tokens ||||
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| with top p ||||
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| with top p and previous response ||||
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| with top p streaming ||||
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| with truncation and previous response ||||
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| with truncation disabled ||||
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| with truncation disabled streaming ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| background false is synchronous ||| | |
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| background returns queued ||| | |
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| streaming invalid base64 image failure code is spec compliant ||| | |
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| with max output tokens ||| | |
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| with parallel tool calls and previous response ||| | |
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| with parallel tool calls disabled ||| | |
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| with parallel tool calls disabled streaming ||| | |
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| with parallel tool calls enabled ||| | |
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| with prompt cache key ||| | |
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| with prompt cache key and previous response ||| | |
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| with prompt cache key streaming ||| | |
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| with safety identifier ||| | |
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| with safety identifier and previous response ||| | |
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| with safety identifier streaming ||| | |
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| with service tier | ⏭️ || | |
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| with service tier and previous response | ⏭️ || | |
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| with service tier auto | ⏭️ || | |
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| with service tier auto and previous response | ⏭️ || | |
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| with service tier auto streaming | ⏭️ || | |
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| with service tier flex | ⏭️ || | |
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| with service tier flex streaming | ⏭️ || | |
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| with service tier streaming | ⏭️ || | |
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| with small max output tokens ||| | |
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| with top p ||| | |
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| with top p and previous response ||| | |
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| with top p streaming ||| | |
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| with truncation and previous response ||| | |
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| with truncation disabled ||| | |
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| with truncation disabled streaming ||| | |
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## Prompt Templates
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| basic prompt template ||||
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| multi variable prompt template ||||
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| multi version prompt template ||||
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| prompt template no variables ||||
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| prompt template with multi turn ||||
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| prompt template with streaming ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| basic prompt template ||| | |
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| multi variable prompt template ||| | |
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| multi version prompt template ||| | |
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| prompt template no variables ||| | |
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| prompt template with multi turn ||| | |
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| prompt template with streaming ||| | |
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## Reasoning
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| reasoning basic streaming ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| reasoning basic streaming |||||
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## Responses Access Control
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| previous response id access control ||||
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| user can access own resources after denial ||||
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| user cannot access other users response input items ||||
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| user cannot delete other users response ||||
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| user cannot retrieve other users response ||||
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| users have isolated responses ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| previous response id access control || | ||
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| user can access own resources after denial || | ||
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| user cannot access other users response input items || | ||
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| user cannot delete other users response || | ||
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| user cannot retrieve other users response || | ||
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| users have isolated responses || | ||
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## Responses Errors
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| completed response has no error ||||
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| invalid base64 image returns image error ||||
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| invalid image url returns image error ||||
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| non vision model returns error for image input ||||
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| non vision model with base64 image returns server error ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| completed response has no error ||| | |
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| invalid base64 image returns image error || ⏭️ | ||
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| invalid image url returns image error || ⏭️ | ||
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| non vision model returns error for image input || ⏭️ | ||
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| non vision model with base64 image returns server error ||| | |
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## Structured Output
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| json schema array of integers ||||
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| json schema array of objects ||||
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| json schema array of strings ||||
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| json schema boolean types ||||
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| json schema float types ||||
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| json schema integer types ||||
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| json schema mixed types structures ||||
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| json schema nested objects ||||
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| json schema string types ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| json schema array of integers ||| | |
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| json schema array of objects ||| | |
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| json schema array of strings ||| | |
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| json schema boolean types ||| | |
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| json schema float types ||| | |
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| json schema integer types ||| | |
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| json schema mixed types structures ||| | |
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| json schema nested objects ||| | |
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| json schema string types ||| | |
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## Tool Responses
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| Feature | azure | openai | vllm |
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| --- | --- | --- | --- |
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| connector resolution mcp tool ||||
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| function call ordering 1 ||||
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| function call ordering 2 ||||
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| function call output list file ||||
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| function call output list image ||||
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| function call output list text ||||
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| function call output list text multi block ||||
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| max tool calls with function tools ||||
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| max tool calls with mcp tools ||||
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| mcp tool approval ||||
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| multi turn streaming web search ||||
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| non streaming custom tool ||||
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| non streaming file search ||||
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| non streaming file search empty vector store ||||
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| non streaming mcp tool ||||
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| non streaming multi turn tool execution ||||
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| non streaming web search ||||
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| parallel tool calls with function tools ||||
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| parallel tool calls with mcp tools ||||
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| sequential file search ||||
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| sequential mcp tool ||||
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| streaming multi turn tool execution ||||
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| streaming web search ||||
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| Feature | azure | ollama | openai | vllm |
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| --- | --- | --- | --- | --- |
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| connector resolution mcp tool ||| | |
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| function call ordering 1 ||| | |
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| function call ordering 2 ||| | |
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| function call output list file ||| | |
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| function call output list image || ⏭️ | ||
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| function call output list text ||| | |
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| function call output list text multi block ||| | |
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| max tool calls with function tools ||| | |
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| max tool calls with mcp tools ||| | |
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| mcp tool approval ||| | |
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| multi turn streaming web search ||| | |
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| non streaming custom tool ||| | |
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| non streaming file search ||| | |
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| non streaming file search empty vector store ||| | |
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| non streaming mcp tool ||| | |
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| non streaming multi turn tool execution ||| | |
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| non streaming web search ||| | |
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| parallel tool calls with function tools ||| | |
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| parallel tool calls with mcp tools ||| | |
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| sequential file search ||| | |
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| sequential mcp tool ||| | |
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| streaming multi turn tool execution ||| | |
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| streaming web search ||| | |
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