andre/crewAI
1
0
Fork 0
mirror of https://github.com/crewAIInc/crewAI.git synced 2026-05-03 16:22:49 +00:00
Code Issues Actions 5 Packages Projects Releases Wiki Activity

feat: native multimodal file handling; openai responses api

Browse Source 
- add input_files parameter to Crew.kickoff(), Flow.kickoff(), Task, and Agent.kickoff()
- add provider-specific file uploaders for OpenAI, Anthropic, Gemini, and Bedrock
- add file type detection, constraint validation, and automatic format conversion
- add URL file source support for multimodal content
- add streaming uploads for large files
- add prompt caching support for Anthropic
- add OpenAI Responses API support
This commit is contained in:
Greyson LaLonde
2026-01-23 15:13:25 -05:00
committed by GitHub
parent bd4d039f63
commit c4c9208229
303 changed files with 46268 additions and 8097 deletions
Download Patch File Download Diff File Expand all files Collapse all files

179
lib/crewai/tests/cassettes/llms/TestAnthropicFileUploadIntegration.test_describe_image_with_file_id.yaml Normal file
View File

File diff suppressed because one or more lines are too long

99
lib/crewai/tests/cassettes/llms/TestAnthropicMultimodalIntegration.test_analyze_pdf.yaml Normal file
View File

@@ -0,0 +1,99 @@
interactions:
- request:
body: '{"max_tokens":4096,"messages":[{"role":"user","content":[{"type":"text","text":"What
type of document is this? Answer in one word."},{"type":"document","source":{"type":"base64","media_type":"application/pdf","data":"JVBERi0xLjQKMSAwIG9iaiA8PCAvVHlwZSAvQ2F0YWxvZyAvUGFnZXMgMiAwIFIgPj4gZW5kb2JqCjIgMCBvYmogPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFszIDAgUl0gL0NvdW50IDEgPj4gZW5kb2JqCjMgMCBvYmogPDwgL1R5cGUgL1BhZ2UgL1BhcmVudCAyIDAgUiAvTWVkaWFCb3ggWzAgMCA2MTIgNzkyXSA+PiBlbmRvYmoKeHJlZgowIDQKMDAwMDAwMDAwMCA2NTUzNSBmCjAwMDAwMDAwMDkgMDAwMDAgbgowMDAwMDAwMDU4IDAwMDAwIG4KMDAwMDAwMDExNSAwMDAwMCBuCnRyYWlsZXIgPDwgL1NpemUgNCAvUm9vdCAxIDAgUiA+PgpzdGFydHhyZWYKMTk2CiUlRU9GCg=="},"cache_control":{"type":"ephemeral"}}]}],"model":"claude-3-5-haiku-20241022","stream":false}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
anthropic-version:
- '2023-06-01'
connection:
- keep-alive
content-length:
- '748'
content-type:
- application/json
host:
- api.anthropic.com
x-api-key:
- X-API-KEY-XXX
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 0.71.1
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
x-stainless-timeout:
- NOT_GIVEN
method: POST
uri: https://api.anthropic.com/v1/messages
response:
body:
string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01GsqBNcvf1u2Zg9ezjuAotu","type":"message","role":"assistant","content":[{"type":"text","text":"Invoice"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":1626,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard"}}'
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 03:04:30 GMT
Server:
- cloudflare
Transfer-Encoding:
- chunked
X-Robots-Tag:
- none
anthropic-organization-id:
- ANTHROPIC-ORGANIZATION-ID-XXX
anthropic-ratelimit-input-tokens-limit:
- ANTHROPIC-RATELIMIT-INPUT-TOKENS-LIMIT-XXX
anthropic-ratelimit-input-tokens-remaining:
- ANTHROPIC-RATELIMIT-INPUT-TOKENS-REMAINING-XXX
anthropic-ratelimit-input-tokens-reset:
- ANTHROPIC-RATELIMIT-INPUT-TOKENS-RESET-XXX
anthropic-ratelimit-output-tokens-limit:
- ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-LIMIT-XXX
anthropic-ratelimit-output-tokens-remaining:
- ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-REMAINING-XXX
anthropic-ratelimit-output-tokens-reset:
- ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-RESET-XXX
anthropic-ratelimit-requests-limit:
- '4000'
anthropic-ratelimit-requests-remaining:
- '3999'
anthropic-ratelimit-requests-reset:
- '2026-01-23T03:04:29Z'
anthropic-ratelimit-tokens-limit:
- ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX
anthropic-ratelimit-tokens-remaining:
- ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX
anthropic-ratelimit-tokens-reset:
- ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX
cf-cache-status:
- DYNAMIC
request-id:
- REQUEST-ID-XXX
strict-transport-security:
- STS-XXX
x-envoy-upstream-service-time:
- '680'
status:
code: 200
message: OK
version: 1

100
lib/crewai/tests/cassettes/llms/TestAnthropicMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

77
lib/crewai/tests/cassettes/llms/TestAzureMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

84
lib/crewai/tests/cassettes/llms/TestBedrockMultimodalIntegration.test_analyze_pdf.yaml Normal file
View File

@@ -0,0 +1,84 @@
interactions:
- request:
body: '{"messages": [{"role": "user", "content": [{"text": "What type of document
is this? Answer in one word."}, {"document": {"name": "document", "format":
"pdf", "source": {"bytes": "JVBERi0xLjQKMSAwIG9iaiA8PCAvVHlwZSAvQ2F0YWxvZyAvUGFnZXMgMiAwIFIgPj4gZW5kb2JqCjIgMCBvYmogPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFszIDAgUl0gL0NvdW50IDEgPj4gZW5kb2JqCjMgMCBvYmogPDwgL1R5cGUgL1BhZ2UgL1BhcmVudCAyIDAgUiAvTWVkaWFCb3ggWzAgMCA2MTIgNzkyXSA+PiBlbmRvYmoKeHJlZgowIDQKMDAwMDAwMDAwMCA2NTUzNSBmCjAwMDAwMDAwMDkgMDAwMDAgbgowMDAwMDAwMDU4IDAwMDAwIG4KMDAwMDAwMDExNSAwMDAwMCBuCnRyYWlsZXIgPDwgL1NpemUgNCAvUm9vdCAxIDAgUiA+PgpzdGFydHhyZWYKMTk2CiUlRU9GCg=="}}}]}],
"inferenceConfig": {}}'
headers:
Content-Length:
- '646'
Content-Type:
- !!binary |
YXBwbGljYXRpb24vanNvbg==
User-Agent:
- X-USER-AGENT-XXX
amz-sdk-invocation-id:
- AMZ-SDK-INVOCATION-ID-XXX
amz-sdk-request:
- !!binary |
YXR0ZW1wdD0x
authorization:
- AUTHORIZATION-XXX
x-amz-date:
- X-AMZ-DATE-XXX
method: POST
uri: https://bedrock-runtime.us-west-2.amazonaws.com/model/anthropic.claude-3-haiku-20240307-v1%3A0/converse
response:
body:
string: '{"metrics":{"latencyMs":867},"output":{"message":{"content":[{"text":"PDF"}],"role":"assistant"}},"stopReason":"end_turn","usage":{"inputTokens":57,"outputTokens":4,"serverToolUsage":{},"totalTokens":61}}'
headers:
Connection:
- keep-alive
Content-Length:
- '204'
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 03:26:35 GMT
x-amzn-RequestId:
- X-AMZN-REQUESTID-XXX
status:
code: 200
message: OK
- request:
body: '{"messages": [{"role": "user", "content": [{"text": "What type of document
is this? Answer in one word."}, {"document": {"name": "document", "format":
"pdf", "source": {"bytes": "JVBERi0xLjQKMSAwIG9iaiA8PCAvVHlwZSAvQ2F0YWxvZyAvUGFnZXMgMiAwIFIgPj4gZW5kb2JqCjIgMCBvYmogPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFszIDAgUl0gL0NvdW50IDEgPj4gZW5kb2JqCjMgMCBvYmogPDwgL1R5cGUgL1BhZ2UgL1BhcmVudCAyIDAgUiAvTWVkaWFCb3ggWzAgMCA2MTIgNzkyXSA+PiBlbmRvYmoKeHJlZgowIDQKMDAwMDAwMDAwMCA2NTUzNSBmCjAwMDAwMDAwMDkgMDAwMDAgbgowMDAwMDAwMDU4IDAwMDAwIG4KMDAwMDAwMDExNSAwMDAwMCBuCnRyYWlsZXIgPDwgL1NpemUgNCAvUm9vdCAxIDAgUiA+PgpzdGFydHhyZWYKMTk2CiUlRU9GCg=="}}}]}],
"inferenceConfig": {}}'
headers:
Content-Length:
- '646'
Content-Type:
- !!binary |
YXBwbGljYXRpb24vanNvbg==
User-Agent:
- X-USER-AGENT-XXX
amz-sdk-invocation-id:
- AMZ-SDK-INVOCATION-ID-XXX
amz-sdk-request:
- !!binary |
YXR0ZW1wdD0x
authorization:
- AUTHORIZATION-XXX
x-amz-date:
- X-AMZ-DATE-XXX
method: POST
uri: https://bedrock-runtime.us-east-1.amazonaws.com/model/anthropic.claude-3-haiku-20240307-v1%3A0/converse
response:
body:
string: '{"metrics":{"latencyMs":291},"output":{"message":{"content":[{"text":"Incomplete"}],"role":"assistant"}},"stopReason":"end_turn","usage":{"inputTokens":57,"outputTokens":5,"serverToolUsage":{},"totalTokens":62}}'
headers:
Connection:
- keep-alive
Content-Length:
- '211'
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:02:32 GMT
x-amzn-RequestId:
- X-AMZN-REQUESTID-XXX
status:
code: 200
message: OK
version: 1

88
lib/crewai/tests/cassettes/llms/TestBedrockMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

66
lib/crewai/tests/cassettes/llms/TestGeminiMultimodalIntegration.test_analyze_audio_file.yaml Normal file
View File

File diff suppressed because one or more lines are too long

67
lib/crewai/tests/cassettes/llms/TestGeminiMultimodalIntegration.test_analyze_text_file.yaml Normal file
View File

@@ -0,0 +1,67 @@
interactions:
- request:
body: '{"contents": [{"parts": [{"text": "Summarize what this text file says in
one sentence."}, {"inlineData": {"data": "UmV2aWV3IEd1aWRlbGluZXMKCjEuIEJlIGNsZWFyIGFuZCBjb25jaXNlOiBXcml0ZSBmZWVkYmFjayB0aGF0IGlzIGVhc3kgdG8gdW5kZXJzdGFuZC4KMi4gRm9jdXMgb24gYmVoYXZpb3IgYW5kIG91dGNvbWVzOiBEZXNjcmliZSB3aGF0IGhhcHBlbmVkIGFuZCB3aHkgaXQgbWF0dGVycy4KMy4gQmUgc3BlY2lmaWM6IFByb3ZpZGUgZXhhbXBsZXMgdG8gc3VwcG9ydCB5b3VyIHBvaW50cy4KNC4gQmFsYW5jZSBwb3NpdGl2ZXMgYW5kIGltcHJvdmVtZW50czogSGlnaGxpZ2h0IHN0cmVuZ3RocyBhbmQgYXJlYXMgdG8gZ3Jvdy4KNS4gQmUgcmVzcGVjdGZ1bCBhbmQgY29uc3RydWN0aXZlOiBBc3N1bWUgcG9zaXRpdmUgaW50ZW50IGFuZCBvZmZlciBzb2x1dGlvbnMuCjYuIFVzZSBvYmplY3RpdmUgY3JpdGVyaWE6IFJlZmVyZW5jZSBnb2FscywgbWV0cmljcywgb3IgZXhwZWN0YXRpb25zIHdoZXJlIHBvc3NpYmxlLgo3LiBTdWdnZXN0IG5leHQgc3RlcHM6IFJlY29tbWVuZCBhY3Rpb25hYmxlIHdheXMgdG8gaW1wcm92ZS4KOC4gUHJvb2ZyZWFkOiBDaGVjayB0b25lLCBncmFtbWFyLCBhbmQgY2xhcml0eSBiZWZvcmUgc3VibWl0dGluZy4K",
"mimeType": "text/plain"}}], "role": "user"}], "generationConfig": {}}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- '*/*'
accept-encoding:
- ACCEPT-ENCODING-XXX
connection:
- keep-alive
content-length:
- '976'
content-type:
- application/json
host:
- generativelanguage.googleapis.com
x-goog-api-client:
- google-genai-sdk/1.49.0 gl-python/3.12.10
x-goog-api-key:
- X-GOOG-API-KEY-XXX
method: POST
uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash:generateContent
response:
body:
string: "{\n \"candidates\": [\n {\n \"content\": {\n \"parts\":
[\n {\n \"text\": \"The text file outlines guidelines
for providing effective feedback, emphasizing clarity, specificity, a balance
of positive and constructive criticism, respect, objectivity, actionable suggestions,
and careful proofreading.\\n\"\n }\n ],\n \"role\":
\"model\"\n },\n \"finishReason\": \"STOP\",\n \"avgLogprobs\":
-0.17109338442484537\n }\n ],\n \"usageMetadata\": {\n \"promptTokenCount\":
136,\n \"candidatesTokenCount\": 36,\n \"totalTokenCount\": 172,\n \"promptTokensDetails\":
[\n {\n \"modality\": \"TEXT\",\n \"tokenCount\": 136\n
\ }\n ],\n \"candidatesTokensDetails\": [\n {\n \"modality\":
\"TEXT\",\n \"tokenCount\": 36\n }\n ]\n },\n \"modelVersion\":
\"gemini-2.0-flash\",\n \"responseId\": \"wxZzaYaiGYG2_uMPtMjFiAw\"\n}\n"
headers:
Alt-Svc:
- h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
Content-Type:
- application/json; charset=UTF-8
Date:
- Fri, 23 Jan 2026 06:35:48 GMT
Server:
- scaffolding on HTTPServer2
Server-Timing:
- gfet4t7; dur=675
Transfer-Encoding:
- chunked
Vary:
- Origin
- X-Origin
- Referer
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
X-Frame-Options:
- X-FRAME-OPTIONS-XXX
X-XSS-Protection:
- '0'
status:
code: 200
message: OK
version: 1

67
lib/crewai/tests/cassettes/llms/TestGeminiMultimodalIntegration.test_analyze_video_file.yaml Normal file
View File

File diff suppressed because one or more lines are too long

67
lib/crewai/tests/cassettes/llms/TestGeminiMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

116
lib/crewai/tests/cassettes/llms/TestGenericFileIntegration.test_generic_file_image_openai.yaml Normal file
View File

File diff suppressed because one or more lines are too long

101
lib/crewai/tests/cassettes/llms/TestGenericFileIntegration.test_generic_file_mixed_types.yaml Normal file
View File

File diff suppressed because one or more lines are too long

99
lib/crewai/tests/cassettes/llms/TestGenericFileIntegration.test_generic_file_pdf_anthropic.yaml Normal file
View File

@@ -0,0 +1,99 @@
interactions:
- request:
body: '{"max_tokens":4096,"messages":[{"role":"user","content":[{"type":"text","text":"What
type of document is this? Answer in one word."},{"type":"document","source":{"type":"base64","media_type":"application/pdf","data":"JVBERi0xLjQKMSAwIG9iaiA8PCAvVHlwZSAvQ2F0YWxvZyAvUGFnZXMgMiAwIFIgPj4gZW5kb2JqCjIgMCBvYmogPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFszIDAgUl0gL0NvdW50IDEgPj4gZW5kb2JqCjMgMCBvYmogPDwgL1R5cGUgL1BhZ2UgL1BhcmVudCAyIDAgUiAvTWVkaWFCb3ggWzAgMCA2MTIgNzkyXSA+PiBlbmRvYmoKeHJlZgowIDQKMDAwMDAwMDAwMCA2NTUzNSBmCjAwMDAwMDAwMDkgMDAwMDAgbgowMDAwMDAwMDU4IDAwMDAwIG4KMDAwMDAwMDExNSAwMDAwMCBuCnRyYWlsZXIgPDwgL1NpemUgNCAvUm9vdCAxIDAgUiA+PgpzdGFydHhyZWYKMTk2CiUlRU9GCg=="},"cache_control":{"type":"ephemeral"}}]}],"model":"claude-3-5-haiku-20241022","stream":false}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
anthropic-version:
- '2023-06-01'
connection:
- keep-alive
content-length:
- '748'
content-type:
- application/json
host:
- api.anthropic.com
x-api-key:
- X-API-KEY-XXX
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 0.71.1
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
x-stainless-timeout:
- NOT_GIVEN
method: POST
uri: https://api.anthropic.com/v1/messages
response:
body:
string: '{"model":"claude-3-5-haiku-20241022","id":"msg_01JTnNguizZK6JENnyGVQcca","type":"message","role":"assistant","content":[{"type":"text","text":"PDF"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":1626,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard"}}'
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 03:04:27 GMT
Server:
- cloudflare
Transfer-Encoding:
- chunked
X-Robots-Tag:
- none
anthropic-organization-id:
- ANTHROPIC-ORGANIZATION-ID-XXX
anthropic-ratelimit-input-tokens-limit:
- ANTHROPIC-RATELIMIT-INPUT-TOKENS-LIMIT-XXX
anthropic-ratelimit-input-tokens-remaining:
- ANTHROPIC-RATELIMIT-INPUT-TOKENS-REMAINING-XXX
anthropic-ratelimit-input-tokens-reset:
- ANTHROPIC-RATELIMIT-INPUT-TOKENS-RESET-XXX
anthropic-ratelimit-output-tokens-limit:
- ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-LIMIT-XXX
anthropic-ratelimit-output-tokens-remaining:
- ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-REMAINING-XXX
anthropic-ratelimit-output-tokens-reset:
- ANTHROPIC-RATELIMIT-OUTPUT-TOKENS-RESET-XXX
anthropic-ratelimit-requests-limit:
- '4000'
anthropic-ratelimit-requests-remaining:
- '3999'
anthropic-ratelimit-requests-reset:
- '2026-01-23T03:04:27Z'
anthropic-ratelimit-tokens-limit:
- ANTHROPIC-RATELIMIT-TOKENS-LIMIT-XXX
anthropic-ratelimit-tokens-remaining:
- ANTHROPIC-RATELIMIT-TOKENS-REMAINING-XXX
anthropic-ratelimit-tokens-reset:
- ANTHROPIC-RATELIMIT-TOKENS-RESET-XXX
cf-cache-status:
- DYNAMIC
request-id:
- REQUEST-ID-XXX
strict-transport-security:
- STS-XXX
x-envoy-upstream-service-time:
- '732'
status:
code: 200
message: OK
version: 1

67
lib/crewai/tests/cassettes/llms/TestGenericFileIntegration.test_generic_file_text_gemini.yaml Normal file
View File

@@ -0,0 +1,67 @@
interactions:
- request:
body: '{"contents": [{"parts": [{"text": "Summarize what this text says in one
sentence."}, {"inlineData": {"data": "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",
"mimeType": "text/plain"}}], "role": "user"}], "generationConfig": {}}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- '*/*'
accept-encoding:
- ACCEPT-ENCODING-XXX
connection:
- keep-alive
content-length:
- '971'
content-type:
- application/json
host:
- generativelanguage.googleapis.com
x-goog-api-client:
- google-genai-sdk/1.49.0 gl-python/3.12.10
x-goog-api-key:
- X-GOOG-API-KEY-XXX
method: POST
uri: https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash:generateContent
response:
body:
string: "{\n \"candidates\": [\n {\n \"content\": {\n \"parts\":
[\n {\n \"text\": \"Effective review feedback should be
clear, specific, balanced, respectful, and constructive, focusing on behaviors
and outcomes with examples, objective criteria, and suggested next steps,
ensuring it is proofread for clarity.\\n\"\n }\n ],\n \"role\":
\"model\"\n },\n \"finishReason\": \"STOP\",\n \"avgLogprobs\":
-0.35489303309743\n }\n ],\n \"usageMetadata\": {\n \"promptTokenCount\":
135,\n \"candidatesTokenCount\": 41,\n \"totalTokenCount\": 176,\n \"promptTokensDetails\":
[\n {\n \"modality\": \"TEXT\",\n \"tokenCount\": 135\n
\ }\n ],\n \"candidatesTokensDetails\": [\n {\n \"modality\":
\"TEXT\",\n \"tokenCount\": 41\n }\n ]\n },\n \"modelVersion\":
\"gemini-2.0-flash\",\n \"responseId\": \"xBZzaY2tCsa9jrEP7JT1yAo\"\n}\n"
headers:
Alt-Svc:
- h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
Content-Type:
- application/json; charset=UTF-8
Date:
- Fri, 23 Jan 2026 06:35:48 GMT
Server:
- scaffolding on HTTPServer2
Server-Timing:
- gfet4t7; dur=732
Transfer-Encoding:
- chunked
Vary:
- Origin
- X-Origin
- Referer
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
X-Frame-Options:
- X-FRAME-OPTIONS-XXX
X-XSS-Protection:
- '0'
status:
code: 200
message: OK
version: 1

85
lib/crewai/tests/cassettes/llms/TestLiteLLMMultimodalIntegration.test_describe_image_claude.yaml Normal file
View File

File diff suppressed because one or more lines are too long

119
lib/crewai/tests/cassettes/llms/TestLiteLLMMultimodalIntegration.test_describe_image_gpt4o.yaml Normal file
View File

File diff suppressed because one or more lines are too long

101
lib/crewai/tests/cassettes/llms/TestMultipleFilesIntegration.test_mixed_content_anthropic.yaml Normal file
View File

File diff suppressed because one or more lines are too long

115
lib/crewai/tests/cassettes/llms/TestMultipleFilesIntegration.test_multiple_images_openai.yaml Normal file
View File

File diff suppressed because one or more lines are too long

116
lib/crewai/tests/cassettes/llms/TestOpenAIGPT41MiniMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

116
lib/crewai/tests/cassettes/llms/TestOpenAIGPT5MiniMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

116
lib/crewai/tests/cassettes/llms/TestOpenAIGPT5MultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

116
lib/crewai/tests/cassettes/llms/TestOpenAIGPT5NanoMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

117
lib/crewai/tests/cassettes/llms/TestOpenAIMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

116
lib/crewai/tests/cassettes/llms/TestOpenAIO4MiniMultimodalIntegration.test_describe_image.yaml Normal file
View File

File diff suppressed because one or more lines are too long

118
lib/crewai/tests/cassettes/llms/TestOpenAIResponsesFileUploadIntegration.test_describe_image_via_format_api.yaml Normal file
View File

File diff suppressed because one or more lines are too long

204
lib/crewai/tests/cassettes/llms/TestOpenAIResponsesFileUploadIntegration.test_describe_image_via_format_api_with_upload.yaml Normal file
View File

File diff suppressed because one or more lines are too long

204
lib/crewai/tests/cassettes/llms/TestOpenAIResponsesFileUploadIntegration.test_describe_image_with_file_id.yaml Normal file
View File

File diff suppressed because one or more lines are too long

334
lib/crewai/tests/cassettes/llms/openai/test_openai_is_default_provider_without_explicit_llm_set_on_agent.yaml
View File

@@ -1,103 +1,363 @@
interactions:
- request:
body: '{"messages": [{"role": "system", "content": "You are Research Assistant. You are a helpful research assistant.\nYour personal goal is: Find information about the population of Tokyo\nTo give my best complete final answer to the task respond using the exact following format:\n\nThought: I now can give a great answer\nFinal Answer: Your final answer must be the great and the most complete as possible, it must be outcome described.\n\nI MUST use these formats, my job depends on it!"}, {"role": "user", "content": "\nCurrent Task: Find information about the population of Tokyo\n\nThis is the expected criteria for your final answer: The population of Tokyo is 10 million\nyou MUST return the actual complete content as the final answer, not a summary.\n\nBegin! This is VERY important to you, use the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}], "model": "gpt-4o-mini", "stream": false}'
body: '{"messages":[{"role":"system","content":"You are Research Assistant. You
are a helpful research assistant.\nYour personal goal is: Find information about
the population of Tokyo\nTo give my best complete final answer to the task respond
using the exact following format:\n\nThought: I now can give a great answer\nFinal
Answer: Your final answer must be the great and the most complete as possible,
it must be outcome described.\n\nI MUST use these formats, my job depends on
it!"},{"role":"user","content":"\nCurrent Task: Find information about the population
of Tokyo\n\nThis is the expected criteria for your final answer: The population
of Tokyo is 10 million\nyou MUST return the actual complete content as the final
answer, not a summary.\n\nBegin! This is VERY important to you, use the tools
available and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- gzip, deflate
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '932'
- '906'
content-type:
- application/json
host:
- api.openai.com
user-agent:
- OpenAI/Python 1.109.1
- crewai-azure-openai.openai.azure.com
x-stainless-arch:
- arm64
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- MacOS
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.109.1
- 1.83.0
x-stainless-read-timeout:
- '600'
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.13.3
- 3.12.10
method: POST
uri: https://fake-azure-endpoint.openai.azure.com/chat/completions
response:
body:
string: '{"error":{"code":"404","message": "Resource not found"}}'
headers:
Content-Length:
- '56'
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 05:53:31 GMT
Strict-Transport-Security:
- STS-XXX
apim-request-id:
- APIM-REQUEST-ID-XXX
x-content-type-options:
- X-CONTENT-TYPE-XXX
status:
code: 404
message: Resource Not Found
- request:
body: '{"messages":[{"role":"system","content":"You are Research Assistant. You
are a helpful research assistant.\nYour personal goal is: Find information about
the population of Tokyo\nTo give my best complete final answer to the task respond
using the exact following format:\n\nThought: I now can give a great answer\nFinal
Answer: Your final answer must be the great and the most complete as possible,
it must be outcome described.\n\nI MUST use these formats, my job depends on
it!"},{"role":"user","content":"\nCurrent Task: Find information about the population
of Tokyo\n\nThis is the expected criteria for your final answer: The population
of Tokyo is 10 million\nyou MUST return the actual complete content as the final
answer, not a summary.\n\nBegin! This is VERY important to you, use the tools
available and give your best Final Answer, your job depends on it!\n\nThought:"},{"role":"system","content":"You
are Research Assistant. You are a helpful research assistant.\nYour personal
goal is: Find information about the population of Tokyo\nTo give my best complete
final answer to the task respond using the exact following format:\n\nThought:
I now can give a great answer\nFinal Answer: Your final answer must be the great
and the most complete as possible, it must be outcome described.\n\nI MUST use
these formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task:
Find information about the population of Tokyo\n\nThis is the expected criteria
for your final answer: The population of Tokyo is 10 million\nyou MUST return
the actual complete content as the final answer, not a summary.\n\nBegin! This
is VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '1775'
content-type:
- application/json
host:
- crewai-azure-openai.openai.azure.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://fake-azure-endpoint.openai.azure.com/chat/completions
response:
body:
string: '{"error":{"code":"404","message": "Resource not found"}}'
headers:
Content-Length:
- '56'
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 05:53:31 GMT
Strict-Transport-Security:
- STS-XXX
apim-request-id:
- APIM-REQUEST-ID-XXX
x-content-type-options:
- X-CONTENT-TYPE-XXX
status:
code: 404
message: Resource Not Found
- request:
body: '{"messages":[{"role":"system","content":"You are Research Assistant. You
are a helpful research assistant.\nYour personal goal is: Find information about
the population of Tokyo\nTo give my best complete final answer to the task respond
using the exact following format:\n\nThought: I now can give a great answer\nFinal
Answer: Your final answer must be the great and the most complete as possible,
it must be outcome described.\n\nI MUST use these formats, my job depends on
it!"},{"role":"user","content":"\nCurrent Task: Find information about the population
of Tokyo\n\nThis is the expected criteria for your final answer: The population
of Tokyo is 10 million\nyou MUST return the actual complete content as the final
answer, not a summary.\n\nBegin! This is VERY important to you, use the tools
available and give your best Final Answer, your job depends on it!\n\nThought:"},{"role":"system","content":"You
are Research Assistant. You are a helpful research assistant.\nYour personal
goal is: Find information about the population of Tokyo\nTo give my best complete
final answer to the task respond using the exact following format:\n\nThought:
I now can give a great answer\nFinal Answer: Your final answer must be the great
and the most complete as possible, it must be outcome described.\n\nI MUST use
these formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task:
Find information about the population of Tokyo\n\nThis is the expected criteria
for your final answer: The population of Tokyo is 10 million\nyou MUST return
the actual complete content as the final answer, not a summary.\n\nBegin! This
is VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"},{"role":"system","content":"You are Research
Assistant. You are a helpful research assistant.\nYour personal goal is: Find
information about the population of Tokyo\nTo give my best complete final answer
to the task respond using the exact following format:\n\nThought: I now can
give a great answer\nFinal Answer: Your final answer must be the great and the
most complete as possible, it must be outcome described.\n\nI MUST use these
formats, my job depends on it!"},{"role":"user","content":"\nCurrent Task: Find
information about the population of Tokyo\n\nThis is the expected criteria for
your final answer: The population of Tokyo is 10 million\nyou MUST return the
actual complete content as the final answer, not a summary.\n\nBegin! This is
VERY important to you, use the tools available and give your best Final Answer,
your job depends on it!\n\nThought:"}],"model":"gpt-4.1-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '2644'
content-type:
- application/json
host:
- crewai-azure-openai.openai.azure.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://fake-azure-endpoint.openai.azure.com/chat/completions
response:
body:
string: '{"error":{"code":"404","message": "Resource not found"}}'
headers:
Content-Length:
- '56'
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 05:53:31 GMT
Strict-Transport-Security:
- STS-XXX
apim-request-id:
- APIM-REQUEST-ID-XXX
x-content-type-options:
- X-CONTENT-TYPE-XXX
status:
code: 404
message: Resource Not Found
- request:
body: '{"messages":[{"role":"system","content":"You are Research Assistant. You
are a helpful research assistant.\nYour personal goal is: Find information about
the population of Tokyo\nTo give my best complete final answer to the task respond
using the exact following format:\n\nThought: I now can give a great answer\nFinal
Answer: Your final answer must be the great and the most complete as possible,
it must be outcome described.\n\nI MUST use these formats, my job depends on
it!"},{"role":"user","content":"\nCurrent Task: Find information about the population
of Tokyo\n\nThis is the expected criteria for your final answer: The population
of Tokyo is 10 million\nyou MUST return the actual complete content as the final
answer, not a summary.\n\nBegin! This is VERY important to you, use the tools
available and give your best Final Answer, your job depends on it!\n\nThought:"}],"model":"gpt-4o-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '905'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/chat/completions
response:
body:
string: "{\n \"id\": \"chatcmpl-CQQ5CBZ2V7R7cHju9WwEXAzZlAz4i\",\n \"object\": \"chat.completion\",\n \"created\": 1760412826,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\": \"assistant\",\n \"content\": \"I now can give a great answer \\nFinal Answer: As of my last update in October 2023, the population of Tokyo is approximately 14 million people in the central area, while the Greater Tokyo Area, which includes surrounding prefectures, has a staggering population of over 37 million, making it the most populous metropolitan area in the world. The city of Tokyo itself is renowned for its vibrant culture, diverse economy, and significant global influence. The population figures may fluctuate due to various factors such as migration, urbanization, and demographic trends, but generally, it remains one of the largest urban agglomerations globally.\",\n \"refusal\": null,\n \"annotations\"\
: []\n },\n \"logprobs\": null,\n \"finish_reason\": \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\": 173,\n \"completion_tokens\": 125,\n \"total_tokens\": 298,\n \"prompt_tokens_details\": {\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\": {\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\": 0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\": \"default\",\n \"system_fingerprint\": \"fp_560af6e559\"\n}\n"
string: "{\n \"id\": \"chatcmpl-D14RS0FWG5BiSFl5yB0HiQOqcGsB3\",\n \"object\":
\"chat.completion\",\n \"created\": 1769147774,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n
\ \"choices\": [\n {\n \"index\": 0,\n \"message\": {\n \"role\":
\"assistant\",\n \"content\": \"I now can give a great answer \\nFinal
Answer: As of October 2023, the population of Tokyo is approximately 14 million
people in the 23 special wards area, and around 37 million people in the Greater
Tokyo Area, making it one of the most populous metropolitan areas in the world.
Tokyo is renowned for its diverse neighborhoods, rich cultural heritage, and
dynamic economy. The population density in the city is exceptionally high,
leading to efficient public transport systems and urban infrastructure. Population
fluctuations occur due to various factors, including birth rates, migration,
and economic opportunities. The city continues to be a global hub for business,
technology, and tourism, attracting people from all over the world.\",\n \"refusal\":
null,\n \"annotations\": []\n },\n \"logprobs\": null,\n
\ \"finish_reason\": \"stop\"\n }\n ],\n \"usage\": {\n \"prompt_tokens\":
173,\n \"completion_tokens\": 139,\n \"total_tokens\": 312,\n \"prompt_tokens_details\":
{\n \"cached_tokens\": 0,\n \"audio_tokens\": 0\n },\n \"completion_tokens_details\":
{\n \"reasoning_tokens\": 0,\n \"audio_tokens\": 0,\n \"accepted_prediction_tokens\":
0,\n \"rejected_prediction_tokens\": 0\n }\n },\n \"service_tier\":
\"default\",\n \"system_fingerprint\": \"fp_29330a9688\"\n}\n"
headers:
CF-RAY:
- 98e404605874fad2-SJC
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Tue, 14 Oct 2025 03:33:48 GMT
- Fri, 23 Jan 2026 05:56:17 GMT
Server:
- cloudflare
Set-Cookie:
- __cf_bm=o5Vy5q.qstP73vjTrIb7GX6EjMltWq26Vk1ctm8rrcQ-1760412828-1.0.1.1-6PmDQhWH5.60C02WBN9ENJiBEZ0hYXY1YJ6TKxTAflRETSCaMVA2j1.xE2KPFpUrsSsmbkopxQ1p2NYmLzuRy08dingIYyz5HZGz8ghl.nM; path=/; expires=Tue, 14-Oct-25 04:03:48 GMT; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
- _cfuvid=TkrzMwZH3VZy7i4ED_kVxlx4MUrHeXnluoFfmeqTT2w-1760412828927-0.0.1.1-604800000; path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
- SET-COOKIE-XXX
Strict-Transport-Security:
- max-age=31536000; includeSubDomains; preload
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- nosniff
- X-CONTENT-TYPE-XXX
access-control-expose-headers:
- X-Request-ID
- ACCESS-CONTROL-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- crewai-iuxna1
- OPENAI-ORG-XXX
openai-processing-ms:
- '2644'
- '2984'
openai-project:
- proj_xitITlrFeen7zjNSzML82h9x
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '2793'
- '3225'
x-openai-proxy-wasm:
- v0.1
x-ratelimit-limit-project-tokens:
- '150000000'
x-ratelimit-limit-requests:
- '30000'
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- '150000000'
x-ratelimit-remaining-project-tokens:
- '149999797'
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- '29999'
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- '149999797'
x-ratelimit-reset-project-tokens:
- 0s
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- 2ms
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- 0s
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- req_5c4fad6d3e4743d1a43ab65bd333b477
- X-REQUEST-ID-XXX
status:
code: 200
message: OK

229
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_auto_chain_integration.yaml Normal file
View File

@@ -0,0 +1,229 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"My name is Alice. Remember this."}],"model":"gpt-4o-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '94'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_0941b08f06efed9e00697312fcce9c819080f2ec731d0d34ed\",\n
\ \"object\": \"response\",\n \"created_at\": 1769149180,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769149181,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"msg_0941b08f06efed9e00697312fd74bc8190811ee3d10ac0beca\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"Got it, Alice! How
can I assist you today?\"\n }\n ],\n \"role\": \"assistant\"\n
\ }\n ],\n \"parallel_tool_calls\": true,\n \"presence_penalty\": 0.0,\n
\ \"previous_response_id\": null,\n \"prompt_cache_key\": null,\n \"prompt_cache_retention\":
null,\n \"reasoning\": {\n \"effort\": null,\n \"summary\": null\n
\ },\n \"safety_identifier\": null,\n \"service_tier\": \"default\",\n \"store\":
true,\n \"temperature\": 1.0,\n \"text\": {\n \"format\": {\n \"type\":
\"text\"\n },\n \"verbosity\": \"medium\"\n },\n \"tool_choice\":
\"auto\",\n \"tools\": [],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\":
\"disabled\",\n \"usage\": {\n \"input_tokens\": 15,\n \"input_tokens_details\":
{\n \"cached_tokens\": 0\n },\n \"output_tokens\": 13,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 28\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:19:41 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '875'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '878'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
- request:
body: '{"input":[{"role":"user","content":"What is my name?"}],"model":"gpt-4o-mini","previous_response_id":"resp_0941b08f06efed9e00697312fcce9c819080f2ec731d0d34ed"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '159'
content-type:
- application/json
cookie:
- COOKIE-XXX
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_0941b08f06efed9e00697312fdc3b88190b48287f703659623\",\n
\ \"object\": \"response\",\n \"created_at\": 1769149181,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769149182,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"msg_0941b08f06efed9e00697312fe20348190a3b15a4bc2438e0c\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"Your name is Alice.
How can I help you today?\"\n }\n ],\n \"role\": \"assistant\"\n
\ }\n ],\n \"parallel_tool_calls\": true,\n \"presence_penalty\": 0.0,\n
\ \"previous_response_id\": \"resp_0941b08f06efed9e00697312fcce9c819080f2ec731d0d34ed\",\n
\ \"prompt_cache_key\": null,\n \"prompt_cache_retention\": null,\n \"reasoning\":
{\n \"effort\": null,\n \"summary\": null\n },\n \"safety_identifier\":
null,\n \"service_tier\": \"default\",\n \"store\": true,\n \"temperature\":
1.0,\n \"text\": {\n \"format\": {\n \"type\": \"text\"\n },\n
\ \"verbosity\": \"medium\"\n },\n \"tool_choice\": \"auto\",\n \"tools\":
[],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\": \"disabled\",\n
\ \"usage\": {\n \"input_tokens\": 40,\n \"input_tokens_details\": {\n
\ \"cached_tokens\": 0\n },\n \"output_tokens\": 13,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 53\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:19:42 GMT
Server:
- cloudflare
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '834'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '836'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

230
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_auto_chain_with_reset.yaml Normal file
View File

@@ -0,0 +1,230 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"My favorite color is blue."}],"model":"gpt-4o-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '88'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_0694f37e374b8ed200697312febfa48190bd8aefeb776f98ab\",\n
\ \"object\": \"response\",\n \"created_at\": 1769149182,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769149183,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"msg_0694f37e374b8ed200697312ff1720819097b11ea482439901\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"Blue is a beautiful
color! It often represents calmness, tranquility, and stability. Do you have
a favorite shade of blue, like sky blue, navy, or turquoise?\"\n }\n
\ ],\n \"role\": \"assistant\"\n }\n ],\n \"parallel_tool_calls\":
true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\": null,\n \"prompt_cache_key\":
null,\n \"prompt_cache_retention\": null,\n \"reasoning\": {\n \"effort\":
null,\n \"summary\": null\n },\n \"safety_identifier\": null,\n \"service_tier\":
\"default\",\n \"store\": true,\n \"temperature\": 1.0,\n \"text\": {\n
\ \"format\": {\n \"type\": \"text\"\n },\n \"verbosity\": \"medium\"\n
\ },\n \"tool_choice\": \"auto\",\n \"tools\": [],\n \"top_logprobs\":
0,\n \"top_p\": 1.0,\n \"truncation\": \"disabled\",\n \"usage\": {\n \"input_tokens\":
13,\n \"input_tokens_details\": {\n \"cached_tokens\": 0\n },\n
\ \"output_tokens\": 36,\n \"output_tokens_details\": {\n \"reasoning_tokens\":
0\n },\n \"total_tokens\": 49\n },\n \"user\": null,\n \"metadata\":
{}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:19:43 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '932'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '934'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
- request:
body: '{"input":[{"role":"user","content":"Hello!"}],"model":"gpt-4o-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '68'
content-type:
- application/json
cookie:
- COOKIE-XXX
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_0858c6d9a191c7aa00697312ffc09881979333f4c1fd7fb3e7\",\n
\ \"object\": \"response\",\n \"created_at\": 1769149183,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769149184,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"msg_0858c6d9a191c7aa006973130010288197a103879941455ea5\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"Hello! How can I assist
you today?\"\n }\n ],\n \"role\": \"assistant\"\n }\n
\ ],\n \"parallel_tool_calls\": true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\":
null,\n \"prompt_cache_key\": null,\n \"prompt_cache_retention\": null,\n
\ \"reasoning\": {\n \"effort\": null,\n \"summary\": null\n },\n \"safety_identifier\":
null,\n \"service_tier\": \"default\",\n \"store\": true,\n \"temperature\":
1.0,\n \"text\": {\n \"format\": {\n \"type\": \"text\"\n },\n
\ \"verbosity\": \"medium\"\n },\n \"tool_choice\": \"auto\",\n \"tools\":
[],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\": \"disabled\",\n
\ \"usage\": {\n \"input_tokens\": 9,\n \"input_tokens_details\": {\n
\ \"cached_tokens\": 0\n },\n \"output_tokens\": 10,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 19\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:19:44 GMT
Server:
- cloudflare
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '553'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '556'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

118
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_basic_call.yaml Normal file
View File

@@ -0,0 +1,118 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"What is 2 + 2? Answer with just the
number."}],"model":"gpt-4o-mini","instructions":"You are a helpful assistant.
Be concise."}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '163'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_0cb795418d859a0c0069730cd9e4988195bf9d684fe6a8f839\",\n
\ \"object\": \"response\",\n \"created_at\": 1769147609,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769147610,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
\"You are a helpful assistant. Be concise.\",\n \"max_output_tokens\": null,\n
\ \"max_tool_calls\": null,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n \"output\":
[\n {\n \"id\": \"msg_0cb795418d859a0c0069730cda35788195906a301e3b3cd3f5\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"4\"\n }\n ],\n
\ \"role\": \"assistant\"\n }\n ],\n \"parallel_tool_calls\": true,\n
\ \"presence_penalty\": 0.0,\n \"previous_response_id\": null,\n \"prompt_cache_key\":
null,\n \"prompt_cache_retention\": null,\n \"reasoning\": {\n \"effort\":
null,\n \"summary\": null\n },\n \"safety_identifier\": null,\n \"service_tier\":
\"default\",\n \"store\": true,\n \"temperature\": 1.0,\n \"text\": {\n
\ \"format\": {\n \"type\": \"text\"\n },\n \"verbosity\": \"medium\"\n
\ },\n \"tool_choice\": \"auto\",\n \"tools\": [],\n \"top_logprobs\":
0,\n \"top_p\": 1.0,\n \"truncation\": \"disabled\",\n \"usage\": {\n \"input_tokens\":
34,\n \"input_tokens_details\": {\n \"cached_tokens\": 0\n },\n
\ \"output_tokens\": 2,\n \"output_tokens_details\": {\n \"reasoning_tokens\":
0\n },\n \"total_tokens\": 36\n },\n \"user\": null,\n \"metadata\":
{}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 05:53:30 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '486'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '489'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

115
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_parse_tool_outputs_basic_call.yaml Normal file
View File

@@ -0,0 +1,115 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"Say hello in exactly 3 words."}],"model":"gpt-4o-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '91'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_004fa988af496dce0069731150cad081979659131a7fe57fb4\",\n
\ \"object\": \"response\",\n \"created_at\": 1769148752,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769148753,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"msg_004fa988af496dce006973115120dc8197872005ab71443ea5\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"Hello there, friend!\"\n
\ }\n ],\n \"role\": \"assistant\"\n }\n ],\n \"parallel_tool_calls\":
true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\": null,\n \"prompt_cache_key\":
null,\n \"prompt_cache_retention\": null,\n \"reasoning\": {\n \"effort\":
null,\n \"summary\": null\n },\n \"safety_identifier\": null,\n \"service_tier\":
\"default\",\n \"store\": true,\n \"temperature\": 1.0,\n \"text\": {\n
\ \"format\": {\n \"type\": \"text\"\n },\n \"verbosity\": \"medium\"\n
\ },\n \"tool_choice\": \"auto\",\n \"tools\": [],\n \"top_logprobs\":
0,\n \"top_p\": 1.0,\n \"truncation\": \"disabled\",\n \"usage\": {\n \"input_tokens\":
15,\n \"input_tokens_details\": {\n \"cached_tokens\": 0\n },\n
\ \"output_tokens\": 6,\n \"output_tokens_details\": {\n \"reasoning_tokens\":
0\n },\n \"total_tokens\": 21\n },\n \"user\": null,\n \"metadata\":
{}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:12:33 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '530'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '533'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

115
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_returns_usage_metrics.yaml Normal file
View File

@@ -0,0 +1,115 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"Say hello"}],"model":"gpt-4o-mini"}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '71'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_0830504c7bf3e6c20069730cda854c81969d2fce8d9ddaf150\",\n
\ \"object\": \"response\",\n \"created_at\": 1769147610,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769147611,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"msg_0830504c7bf3e6c20069730cdae3fc8196a46d92b4e3249bb5\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"Hello! How can I assist
you today?\"\n }\n ],\n \"role\": \"assistant\"\n }\n
\ ],\n \"parallel_tool_calls\": true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\":
null,\n \"prompt_cache_key\": null,\n \"prompt_cache_retention\": null,\n
\ \"reasoning\": {\n \"effort\": null,\n \"summary\": null\n },\n \"safety_identifier\":
null,\n \"service_tier\": \"default\",\n \"store\": true,\n \"temperature\":
1.0,\n \"text\": {\n \"format\": {\n \"type\": \"text\"\n },\n
\ \"verbosity\": \"medium\"\n },\n \"tool_choice\": \"auto\",\n \"tools\":
[],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\": \"disabled\",\n
\ \"usage\": {\n \"input_tokens\": 9,\n \"input_tokens_details\": {\n
\ \"cached_tokens\": 0\n },\n \"output_tokens\": 10,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 19\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 05:53:31 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '723'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '727'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

165
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_streaming.yaml Normal file
View File

@@ -0,0 +1,165 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"Count from 1 to 3, separated by commas."}],"model":"gpt-4o-mini","instructions":"Be
very concise.","stream":true}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '149'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: 'event: response.created
data: {"type":"response.created","response":{"id":"resp_025a72b78bd7093b0069730cdc05188195861094aa74743c7a","object":"response","created_at":1769147612,"status":"in_progress","background":false,"completed_at":null,"error":null,"frequency_penalty":0.0,"incomplete_details":null,"instructions":"Be
very concise.","max_output_tokens":null,"max_tool_calls":null,"model":"gpt-4o-mini-2024-07-18","output":[],"parallel_tool_calls":true,"presence_penalty":0.0,"previous_response_id":null,"prompt_cache_key":null,"prompt_cache_retention":null,"reasoning":{"effort":null,"summary":null},"safety_identifier":null,"service_tier":"auto","store":true,"temperature":1.0,"text":{"format":{"type":"text"},"verbosity":"medium"},"tool_choice":"auto","tools":[],"top_logprobs":0,"top_p":1.0,"truncation":"disabled","usage":null,"user":null,"metadata":{}},"sequence_number":0}
event: response.in_progress
data: {"type":"response.in_progress","response":{"id":"resp_025a72b78bd7093b0069730cdc05188195861094aa74743c7a","object":"response","created_at":1769147612,"status":"in_progress","background":false,"completed_at":null,"error":null,"frequency_penalty":0.0,"incomplete_details":null,"instructions":"Be
very concise.","max_output_tokens":null,"max_tool_calls":null,"model":"gpt-4o-mini-2024-07-18","output":[],"parallel_tool_calls":true,"presence_penalty":0.0,"previous_response_id":null,"prompt_cache_key":null,"prompt_cache_retention":null,"reasoning":{"effort":null,"summary":null},"safety_identifier":null,"service_tier":"auto","store":true,"temperature":1.0,"text":{"format":{"type":"text"},"verbosity":"medium"},"tool_choice":"auto","tools":[],"top_logprobs":0,"top_p":1.0,"truncation":"disabled","usage":null,"user":null,"metadata":{}},"sequence_number":1}
event: response.output_item.added
data: {"type":"response.output_item.added","item":{"id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","type":"message","status":"in_progress","content":[],"role":"assistant"},"output_index":0,"sequence_number":2}
event: response.content_part.added
data: {"type":"response.content_part.added","content_index":0,"item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","output_index":0,"part":{"type":"output_text","annotations":[],"logprobs":[],"text":""},"sequence_number":3}
event: response.output_text.delta
data: {"type":"response.output_text.delta","content_index":0,"delta":"1","item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"obfuscation":"HJJluOyapQpZ3rN","output_index":0,"sequence_number":4}
event: response.output_text.delta
data: {"type":"response.output_text.delta","content_index":0,"delta":",","item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"obfuscation":"jlmF1GrSWVxpg7E","output_index":0,"sequence_number":5}
event: response.output_text.delta
data: {"type":"response.output_text.delta","content_index":0,"delta":" ","item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"obfuscation":"6VGaQUute8jFvJL","output_index":0,"sequence_number":6}
event: response.output_text.delta
data: {"type":"response.output_text.delta","content_index":0,"delta":"2","item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"obfuscation":"26OBDAHaX06A3tO","output_index":0,"sequence_number":7}
event: response.output_text.delta
data: {"type":"response.output_text.delta","content_index":0,"delta":",","item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"obfuscation":"PXE29yQWZVNuFrG","output_index":0,"sequence_number":8}
event: response.output_text.delta
data: {"type":"response.output_text.delta","content_index":0,"delta":" ","item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"obfuscation":"vqA9FbYuAGelvTT","output_index":0,"sequence_number":9}
event: response.output_text.delta
data: {"type":"response.output_text.delta","content_index":0,"delta":"3","item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"obfuscation":"HociLl8grz5Y3Bk","output_index":0,"sequence_number":10}
event: response.output_text.done
data: {"type":"response.output_text.done","content_index":0,"item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","logprobs":[],"output_index":0,"sequence_number":11,"text":"1,
2, 3"}
event: response.content_part.done
data: {"type":"response.content_part.done","content_index":0,"item_id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","output_index":0,"part":{"type":"output_text","annotations":[],"logprobs":[],"text":"1,
2, 3"},"sequence_number":12}
event: response.output_item.done
data: {"type":"response.output_item.done","item":{"id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","type":"message","status":"completed","content":[{"type":"output_text","annotations":[],"logprobs":[],"text":"1,
2, 3"}],"role":"assistant"},"output_index":0,"sequence_number":13}
event: response.completed
data: {"type":"response.completed","response":{"id":"resp_025a72b78bd7093b0069730cdc05188195861094aa74743c7a","object":"response","created_at":1769147612,"status":"completed","background":false,"completed_at":1769147612,"error":null,"frequency_penalty":0.0,"incomplete_details":null,"instructions":"Be
very concise.","max_output_tokens":null,"max_tool_calls":null,"model":"gpt-4o-mini-2024-07-18","output":[{"id":"msg_025a72b78bd7093b0069730cdc45388195aecc8dc40afc23b5","type":"message","status":"completed","content":[{"type":"output_text","annotations":[],"logprobs":[],"text":"1,
2, 3"}],"role":"assistant"}],"parallel_tool_calls":true,"presence_penalty":0.0,"previous_response_id":null,"prompt_cache_key":null,"prompt_cache_retention":null,"reasoning":{"effort":null,"summary":null},"safety_identifier":null,"service_tier":"default","store":true,"temperature":1.0,"text":{"format":{"type":"text"},"verbosity":"medium"},"tool_choice":"auto","tools":[],"top_logprobs":0,"top_p":1.0,"truncation":"disabled","usage":{"input_tokens":27,"input_tokens_details":{"cached_tokens":0},"output_tokens":8,"output_tokens_details":{"reasoning_tokens":0},"total_tokens":35},"user":null,"metadata":{}},"sequence_number":14}
'
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- text/event-stream; charset=utf-8
Date:
- Fri, 23 Jan 2026 05:53:32 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '60'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '49'
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

133
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_with_parse_tool_outputs.yaml Normal file
View File

@@ -0,0 +1,133 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"What is the current population of Tokyo?
Be very brief."}],"model":"gpt-4o-mini","tools":[{"type":"web_search_preview"}]}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '157'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_032afd4ddbab8993006973114dd1b4819691b5d7306c6ca5c6\",\n
\ \"object\": \"response\",\n \"created_at\": 1769148749,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769148752,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"ws_032afd4ddbab8993006973114e536c819690ebb3728000ec00\",\n
\ \"type\": \"web_search_call\",\n \"status\": \"completed\",\n \"action\":
{\n \"type\": \"search\",\n \"queries\": [\n \"current
population of Tokyo 2023\"\n ],\n \"query\": \"current population
of Tokyo 2023\"\n }\n },\n {\n \"id\": \"msg_032afd4ddbab8993006973114f81ac8196b8a98c55fb77181f\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[\n {\n \"type\": \"url_citation\",\n \"end_index\":
187,\n \"start_index\": 91,\n \"title\": \"Tokyo,
Japan Metro Area Population (1950-2025) | MacroTrends\",\n \"url\":
\"https://www.macrotrends.net/cities/21671/tokyo/population?utm_source=openai\"\n
\ },\n {\n \"type\": \"url_citation\",\n
\ \"end_index\": 352,\n \"start_index\": 261,\n \"title\":
\"Demographics of Tokyo\",\n \"url\": \"https://en.wikipedia.org/wiki/Demographics_of_Tokyo?utm_source=openai\"\n
\ }\n ],\n \"logprobs\": [],\n \"text\":
\"As of 2025, Tokyo's metropolitan area has a population of approximately
37 million people. ([macrotrends.net](https://www.macrotrends.net/cities/21671/tokyo/population?utm_source=openai))
However, the city proper has a population of about 14 million residents. ([en.wikipedia.org](https://en.wikipedia.org/wiki/Demographics_of_Tokyo?utm_source=openai))
\"\n }\n ],\n \"role\": \"assistant\"\n }\n ],\n \"parallel_tool_calls\":
true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\": null,\n \"prompt_cache_key\":
null,\n \"prompt_cache_retention\": null,\n \"reasoning\": {\n \"effort\":
null,\n \"summary\": null\n },\n \"safety_identifier\": null,\n \"service_tier\":
\"default\",\n \"store\": true,\n \"temperature\": 1.0,\n \"text\": {\n
\ \"format\": {\n \"type\": \"text\"\n },\n \"verbosity\": \"medium\"\n
\ },\n \"tool_choice\": \"auto\",\n \"tools\": [\n {\n \"type\":
\"web_search_preview\",\n \"search_context_size\": \"medium\",\n \"user_location\":
{\n \"type\": \"approximate\",\n \"city\": null,\n \"country\":
\"US\",\n \"region\": null,\n \"timezone\": null\n }\n
\ }\n ],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\":
\"disabled\",\n \"usage\": {\n \"input_tokens\": 313,\n \"input_tokens_details\":
{\n \"cached_tokens\": 0\n },\n \"output_tokens\": 108,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 421\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:12:32 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '2738'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '2742'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

127
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_with_structured_output.yaml Normal file
View File

@@ -0,0 +1,127 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"What is 5 * 7?"}],"model":"gpt-4o-mini","text":{"format":{"type":"json_schema","name":"MathAnswer","strict":true,"schema":{"description":"Structured
math answer.","properties":{"result":{"description":"The numerical result","title":"Result","type":"integer"},"explanation":{"description":"Brief
explanation","title":"Explanation","type":"string"}},"required":["result","explanation"],"title":"MathAnswer","type":"object","additionalProperties":false}}}}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '489'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_06aa2adbbac5b2cc0069730cdcaa988195bd3d284445d2f4d2\",\n
\ \"object\": \"response\",\n \"created_at\": 1769147612,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769147613,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"msg_06aa2adbbac5b2cc0069730cdd0a9c8195a25cd9c472be0e97\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"{\\\"result\\\":35,\\\"explanation\\\":\\\"Multiplying
5 by 7 involves adding 5 together seven times, which equals 35.\\\"}\"\n }\n
\ ],\n \"role\": \"assistant\"\n }\n ],\n \"parallel_tool_calls\":
true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\": null,\n \"prompt_cache_key\":
null,\n \"prompt_cache_retention\": null,\n \"reasoning\": {\n \"effort\":
null,\n \"summary\": null\n },\n \"safety_identifier\": null,\n \"service_tier\":
\"default\",\n \"store\": true,\n \"temperature\": 1.0,\n \"text\": {\n
\ \"format\": {\n \"type\": \"json_schema\",\n \"description\":
null,\n \"name\": \"MathAnswer\",\n \"schema\": {\n \"description\":
\"Structured math answer.\",\n \"properties\": {\n \"result\":
{\n \"description\": \"The numerical result\",\n \"title\":
\"Result\",\n \"type\": \"integer\"\n },\n \"explanation\":
{\n \"description\": \"Brief explanation\",\n \"title\":
\"Explanation\",\n \"type\": \"string\"\n }\n },\n
\ \"required\": [\n \"result\",\n \"explanation\"\n
\ ],\n \"title\": \"MathAnswer\",\n \"type\": \"object\",\n
\ \"additionalProperties\": false\n },\n \"strict\": true\n
\ },\n \"verbosity\": \"medium\"\n },\n \"tool_choice\": \"auto\",\n
\ \"tools\": [],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\":
\"disabled\",\n \"usage\": {\n \"input_tokens\": 76,\n \"input_tokens_details\":
{\n \"cached_tokens\": 0\n },\n \"output_tokens\": 30,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 106\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 05:53:33 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '1187'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '1190'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

117
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_with_system_message_extraction.yaml Normal file
View File

@@ -0,0 +1,117 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"Say hello"}],"model":"gpt-4o-mini","instructions":"You
always respond in uppercase letters only."}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '134'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_0258c170444ec7a50069730cd8e8e4819588e1b324aa40b858\",\n
\ \"object\": \"response\",\n \"created_at\": 1769147608,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769147609,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
\"You always respond in uppercase letters only.\",\n \"max_output_tokens\":
null,\n \"max_tool_calls\": null,\n \"model\": \"gpt-4o-mini-2024-07-18\",\n
\ \"output\": [\n {\n \"id\": \"msg_0258c170444ec7a50069730cd976b4819594c04c0626e273cb\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[],\n \"logprobs\": [],\n \"text\": \"HELLO! HOW CAN I HELP
YOU TODAY?\"\n }\n ],\n \"role\": \"assistant\"\n }\n
\ ],\n \"parallel_tool_calls\": true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\":
null,\n \"prompt_cache_key\": null,\n \"prompt_cache_retention\": null,\n
\ \"reasoning\": {\n \"effort\": null,\n \"summary\": null\n },\n \"safety_identifier\":
null,\n \"service_tier\": \"default\",\n \"store\": true,\n \"temperature\":
1.0,\n \"text\": {\n \"format\": {\n \"type\": \"text\"\n },\n
\ \"verbosity\": \"medium\"\n },\n \"tool_choice\": \"auto\",\n \"tools\":
[],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\": \"disabled\",\n
\ \"usage\": {\n \"input_tokens\": 21,\n \"input_tokens_details\": {\n
\ \"cached_tokens\": 0\n },\n \"output_tokens\": 11,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 32\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 05:53:29 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '816'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '818'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1

139
lib/crewai/tests/cassettes/llms/openai/test_openai_responses_api_with_web_search.yaml Normal file
View File

@@ -0,0 +1,139 @@
interactions:
- request:
body: '{"input":[{"role":"user","content":"What is the current population of Tokyo?
Be brief."}],"model":"gpt-4o-mini","tools":[{"type":"web_search_preview"}]}'
headers:
User-Agent:
- X-USER-AGENT-XXX
accept:
- application/json
accept-encoding:
- ACCEPT-ENCODING-XXX
authorization:
- AUTHORIZATION-XXX
connection:
- keep-alive
content-length:
- '152'
content-type:
- application/json
host:
- api.openai.com
x-stainless-arch:
- X-STAINLESS-ARCH-XXX
x-stainless-async:
- 'false'
x-stainless-lang:
- python
x-stainless-os:
- X-STAINLESS-OS-XXX
x-stainless-package-version:
- 1.83.0
x-stainless-read-timeout:
- X-STAINLESS-READ-TIMEOUT-XXX
x-stainless-retry-count:
- '0'
x-stainless-runtime:
- CPython
x-stainless-runtime-version:
- 3.12.10
method: POST
uri: https://api.openai.com/v1/responses
response:
body:
string: "{\n \"id\": \"resp_00e3e58899415fd50069730e878c3481948af3ddbba6a770e5\",\n
\ \"object\": \"response\",\n \"created_at\": 1769148039,\n \"status\":
\"completed\",\n \"background\": false,\n \"billing\": {\n \"payer\":
\"developer\"\n },\n \"completed_at\": 1769148042,\n \"error\": null,\n
\ \"frequency_penalty\": 0.0,\n \"incomplete_details\": null,\n \"instructions\":
null,\n \"max_output_tokens\": null,\n \"max_tool_calls\": null,\n \"model\":
\"gpt-4o-mini-2024-07-18\",\n \"output\": [\n {\n \"id\": \"ws_00e3e58899415fd50069730e8811808194a111d2203570f498\",\n
\ \"type\": \"web_search_call\",\n \"status\": \"completed\",\n \"action\":
{\n \"type\": \"search\",\n \"queries\": [\n \"current
population of Tokyo 2023\"\n ],\n \"query\": \"current population
of Tokyo 2023\"\n }\n },\n {\n \"id\": \"msg_00e3e58899415fd50069730e88e734819495450812cdddde0b\",\n
\ \"type\": \"message\",\n \"status\": \"completed\",\n \"content\":
[\n {\n \"type\": \"output_text\",\n \"annotations\":
[\n {\n \"type\": \"url_citation\",\n \"end_index\":
153,\n \"start_index\": 62,\n \"title\": \"Demographics
of Tokyo\",\n \"url\": \"https://en.wikipedia.org/wiki/Demographics_of_Tokyo?utm_source=openai\"\n
\ },\n {\n \"type\": \"url_citation\",\n
\ \"end_index\": 366,\n \"start_index\": 270,\n \"title\":
\"Tokyo, Japan Metro Area Population (1950-2025) | MacroTrends\",\n \"url\":
\"https://www.macrotrends.net/cities/21671/tokyo/population?utm_source=openai\"\n
\ },\n {\n \"type\": \"url_citation\",\n
\ \"end_index\": 614,\n \"start_index\": 469,\n \"title\":
\"Tokyo Third in UN Ranking of Global Megacities at 33.4 Million | Nippon.com\",\n
\ \"url\": \"https://www.nippon.com/en/japan-data/h02639/tokyo-third-in-un-ranking-of-global-megacities-at-33-4-million.html?utm_source=openai\"\n
\ }\n ],\n \"logprobs\": [],\n \"text\":
\"As of 2025, Tokyo's population is approximately 14.2 million. ([en.wikipedia.org](https://en.wikipedia.org/wiki/Demographics_of_Tokyo?utm_source=openai))
However, the Tokyo metropolitan area, which includes surrounding prefectures,
has a population of about 37 million. ([macrotrends.net](https://www.macrotrends.net/cities/21671/tokyo/population?utm_source=openai))
In 2025, Tokyo was the third most populous urban agglomeration globally, following
Jakarta and Dhaka. ([nippon.com](https://www.nippon.com/en/japan-data/h02639/tokyo-third-in-un-ranking-of-global-megacities-at-33-4-million.html?utm_source=openai))
\"\n }\n ],\n \"role\": \"assistant\"\n }\n ],\n \"parallel_tool_calls\":
true,\n \"presence_penalty\": 0.0,\n \"previous_response_id\": null,\n \"prompt_cache_key\":
null,\n \"prompt_cache_retention\": null,\n \"reasoning\": {\n \"effort\":
null,\n \"summary\": null\n },\n \"safety_identifier\": null,\n \"service_tier\":
\"default\",\n \"store\": true,\n \"temperature\": 1.0,\n \"text\": {\n
\ \"format\": {\n \"type\": \"text\"\n },\n \"verbosity\": \"medium\"\n
\ },\n \"tool_choice\": \"auto\",\n \"tools\": [\n {\n \"type\":
\"web_search_preview\",\n \"search_context_size\": \"medium\",\n \"user_location\":
{\n \"type\": \"approximate\",\n \"city\": null,\n \"country\":
\"US\",\n \"region\": null,\n \"timezone\": null\n }\n
\ }\n ],\n \"top_logprobs\": 0,\n \"top_p\": 1.0,\n \"truncation\":
\"disabled\",\n \"usage\": {\n \"input_tokens\": 312,\n \"input_tokens_details\":
{\n \"cached_tokens\": 0\n },\n \"output_tokens\": 181,\n \"output_tokens_details\":
{\n \"reasoning_tokens\": 0\n },\n \"total_tokens\": 493\n },\n
\ \"user\": null,\n \"metadata\": {}\n}"
headers:
CF-RAY:
- CF-RAY-XXX
Connection:
- keep-alive
Content-Type:
- application/json
Date:
- Fri, 23 Jan 2026 06:00:42 GMT
Server:
- cloudflare
Set-Cookie:
- SET-COOKIE-XXX
Strict-Transport-Security:
- STS-XXX
Transfer-Encoding:
- chunked
X-Content-Type-Options:
- X-CONTENT-TYPE-XXX
alt-svc:
- h3=":443"; ma=86400
cf-cache-status:
- DYNAMIC
openai-organization:
- OPENAI-ORG-XXX
openai-processing-ms:
- '3147'
openai-project:
- OPENAI-PROJECT-XXX
openai-version:
- '2020-10-01'
x-envoy-upstream-service-time:
- '3150'
x-ratelimit-limit-requests:
- X-RATELIMIT-LIMIT-REQUESTS-XXX
x-ratelimit-limit-tokens:
- X-RATELIMIT-LIMIT-TOKENS-XXX
x-ratelimit-remaining-requests:
- X-RATELIMIT-REMAINING-REQUESTS-XXX
x-ratelimit-remaining-tokens:
- X-RATELIMIT-REMAINING-TOKENS-XXX
x-ratelimit-reset-requests:
- X-RATELIMIT-RESET-REQUESTS-XXX
x-ratelimit-reset-tokens:
- X-RATELIMIT-RESET-TOKENS-XXX
x-request-id:
- X-REQUEST-ID-XXX
status:
code: 200
message: OK
version: 1