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Insights: openai/openai-agents-python
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3 Releases published by1 person
45 Pull requests merged by18 people
- Update all translated document pages
#1184 merged
Jul 18, 2025 - Fix image_generator example error on Windows OS
#1180 merged
Jul 18, 2025 - fix: Apply strict JSON schema validation in FunctionTool constructor
#1041 merged
Jul 18, 2025 - Mark some dataclasses as pydantic dataclasses
#1131 merged
Jul 18, 2025 - fix: fallback to function name for unnamed output_guardrail decorators
#1133 merged
Jul 18, 2025 - Add missing guardrail exception import to quickstart
#1161 merged
Jul 18, 2025 - fix: ensure ResponseUsage token fields are int, not None (fixes #1179)
#1181 merged
Jul 18, 2025 - Fix spelling, grammar, and minor formatting issues in running agents documentation
#1128 merged
Jul 18, 2025 - Update all translated document pages
#1173 merged
Jul 17, 2025 - [realtime] Add direct access to model layer from session
#1172 merged
Jul 17, 2025 - v0.2.2
#1170 merged
Jul 17, 2025 - Realtime: only update model settings from session
#1169 merged
Jul 17, 2025 - Adjust #598 to only create a PR rather than pushing changes to main branch
#1162 merged
Jul 17, 2025 - Add a new GH Actions job to automatically update translated document pagse
#598 merged
Jul 16, 2025 - v0.2.1
#1151 merged
Jul 16, 2025 - Realtime docs
#1153 merged
Jul 16, 2025 - Realtime: web demo
#1149 merged
Jul 16, 2025 - Unbreak tests
#1157 merged
Jul 16, 2025 - Empty mcp tool result error
#1142 merged
Jul 16, 2025 - Add Streaming of Function Call Arguments to Chat Completions
#999 merged
Jul 16, 2025 - Correct error message for invalid output types with strict JSON schema
#1101 merged
Jul 16, 2025 - MCP: add support for tool_result.structuredContent
#1150 merged
Jul 16, 2025 - Realtime: move demo audio to separate thread
#1141 merged
Jul 16, 2025 - Realtime: handoffs
#1139 merged
Jul 16, 2025 - Realtime: introduce a demo without a UI
#1135 merged
Jul 15, 2025 - Realtime: use SDK types for all messages
#1134 merged
Jul 15, 2025 - v0.2.0
#1120 merged
Jul 15, 2025 - Realtime: fix item parsing
#1119 merged
Jul 15, 2025 - update-input-guardrail-name
#1053 merged
Jul 15, 2025 - Retry: Add tool_name to ToolContext for generic tool handlers
#1110 merged
Jul 15, 2025 - Update examples docs with realtime section
#1113 merged
Jul 15, 2025 - Realtime: export everything
#1118 merged
Jul 15, 2025 - Fix typos and update async for loop variable
#1122 merged
Jul 15, 2025 - add numpy dev dependency
#1117 merged
Jul 15, 2025 - Realtime: send session.update event at connection/handoffs
#1112 merged
Jul 14, 2025 - Realtime: update model to have a single send_event method
#1111 merged
Jul 14, 2025 - Realtime: forward exceptions from transport layer
#1107 merged
Jul 14, 2025 - Run make format
#1106 merged
Jul 14, 2025 - Realtime: run guardrails without blockign event loop
#1104 merged
Jul 14, 2025 - Back out "enhancement: Add tool_name to ToolContext to support shared tool handlers (#1043)"
#1105 merged
Jul 14, 2025 - Fix incorrect comment order when popping session items
#1086 merged
Jul 14, 2025 - enhancement: Add tool_name to ToolContext to support shared tool handlers
#1043 merged
Jul 14, 2025 - Realtime tracing
#1084 merged
Jul 12, 2025 - Realtime guardrail support
#1082 merged
Jul 12, 2025
11 Pull requests opened by9 people
- Feat/prompts caching
#1087 opened
Jul 12, 2025 - fix: convert litellm response with reasoning content to openai message
#1098 opened
Jul 14, 2025 - Fix handling of text_message_outputs output structure in parallel translation example
#1115 opened
Jul 14, 2025 - docs: update GuardrailFunctionOutput docstrings for clarity
#1152 opened
Jul 16, 2025 - fix(logging): include system prompt in debug logs in case of response…
#1154 opened
Jul 16, 2025 - Example of Connecting Twilio to Realtime Agent SDK
#1155 opened
Jul 16, 2025 - Initial pass at PostgreSQL session management
#1163 opened
Jul 17, 2025 - feat: Add reasoning item handling to skip non-message content
#1166 opened
Jul 17, 2025 - Fix MCP tool name conflicts by adding server name prefixes
#1178 opened
Jul 18, 2025 - Realtime: add user agent header
#1185 opened
Jul 18, 2025
28 Issues closed by11 people
- Import error - MCPServer
#1059 closed
Jul 19, 2025 - Specifying `model_provider` for each `Agent`
#1137 closed
Jul 18, 2025 - xAI Grok 4 Usage
#1056 closed
Jul 18, 2025 - Anthropic Tool calls failing with litellm after update to 0.2.0
#1147 closed
Jul 18, 2025 - FunctionTool ignores strict_json_schema parameter
#992 closed
Jul 18, 2025 - Streaming: ResponseUsage validation error when token fields are None
#1179 closed
Jul 18, 2025 - Retreive context variables on MCP server
#1175 closed
Jul 18, 2025 - Realtime Voice Not Quite Working
#1136 closed
Jul 16, 2025 - tool_name parameter on as_tool() does not default to agent name as expected
#1159 closed
Jul 16, 2025 - Agent(name=…) accepts non-string types due to Pydantic coercion
#1148 closed
Jul 16, 2025 - Dependencies for v0.2 Realtime Not Up to Date
#1158 closed
Jul 16, 2025 - Empty tool output incorrectly triggers “Errored MCP tool result”
#1035 closed
Jul 16, 2025 - Support Streaming of Function Call Arguments
#834 closed
Jul 16, 2025 - When will realtime capabilities be added like they are in the Typescript SDK?
#894 closed
Jul 16, 2025 - Intent Classifier Support
#628 closed
Jul 16, 2025 - Support pydantic `Field` annotations in tool arguments
#1123 closed
Jul 15, 2025 - Agent allows None for 'name' even though it's typed as str
#1125 closed
Jul 15, 2025 - How to provide nested arguments description for function_tool?
#1096 closed
Jul 15, 2025 - Sub-Agent Usage in Multi-Agent System with `Agent.as_tool`
#1108 closed
Jul 15, 2025 - Using LiteLLM router (with fallback and retry/cooldown) in an Agent
#813 closed
Jul 15, 2025 - Error initializing MCP server: Connection closed
#822 closed
Jul 15, 2025 - Add `tool_name` to `ToolContext` for generic tool handlers
#1030 closed
Jul 14, 2025 - Openai-agents memory package not present
#1103 closed
Jul 14, 2025 - MCP Streamable HTTP Server Client times out
#1029 closed
Jul 14, 2025 - Agent Class type
#1095 closed
Jul 14, 2025 - LLM Bypasses Tool Calls When output_type is Defined, Even With Explicit Tooling Instructions
#1090 closed
Jul 13, 2025 - Passing the Encoded image to @tool
#883 closed
Jul 13, 2025
17 Issues opened by15 people
- Suggestions for using user feedback as tools?
#1186 opened
Jul 18, 2025 - cannot use custom cert when connecting to server with MCPServerSse
#1182 opened
Jul 18, 2025 - tool_name and tool_description for Agent#as_tool() method
#1174 opened
Jul 17, 2025 - Realtime API with Multiple Tool Calls Results in No Voice Output
#1168 opened
Jul 17, 2025 - items_to_messages method not handle "ResponseReasoningItemParam"
#1165 opened
Jul 17, 2025 - Unhandled item type or structure with resoning item
#1164 opened
Jul 17, 2025 - Tool Call Results are not Appearing in Realtime API and Tool Calls are Not Showing Up in Tracing
#1156 opened
Jul 16, 2025 - multiple inputs with session support
#1140 opened
Jul 16, 2025 - 2 Messages after a successful tool call
#1129 opened
Jul 15, 2025 - Halt `Runner` on specific tool call
#1126 opened
Jul 15, 2025 - Requesting x-request-id from the API Response
#1121 opened
Jul 15, 2025 - Add is_enabled option to Agent as a tool pattern
#1097 opened
Jul 14, 2025 - Better Error Handling For Long Contexts
#1093 opened
Jul 14, 2025 - Union type not permitted in AaaT
#1091 opened
Jul 13, 2025
48 Unresolved conversations
Sometimes conversations happen on old items that aren’t yet closed. Here is a list of all the Issues and Pull Requests with unresolved conversations.
- Added runtime validation for Agent name field
#998 commented on
Jul 18, 2025 • 1 new comment - Add support for reference images in Agents SDK for image generation
#1017 commented on
Jul 17, 2025 • 0 new comments - from LangChain and Langgraph to openai-agents
#128 commented on
Jul 17, 2025 • 0 new comments - Prevent Token Wastage When Input Guardrails Delay Error Generation
#867 commented on
Jul 17, 2025 • 0 new comments - No OpenAI tracing with Azure Foundry models
#1051 commented on
Jul 18, 2025 • 0 new comments - Handoff to agent that uses websearch tool call fails. But works fine if agent is called as a tool
#972 commented on
Jul 18, 2025 • 0 new comments - Processing image/ multi modal responses in function tool results?
#787 commented on
Jul 18, 2025 • 0 new comments - Function tool choice causing pydantic validation error
#980 commented on
Jul 19, 2025 • 0 new comments - Add PDF extraction example agent with verification
#176 commented on
Jul 13, 2025 • 0 new comments - Add tool call parameters for `on_tool_start` hook
#253 commented on
Jul 16, 2025 • 0 new comments - feat(tools): run sync tools in a thread to avoid event loop blocking
#820 commented on
Jul 14, 2025 • 0 new comments - [Fix]: Get logger from tracing folder instead of agents folder
#839 commented on
Jul 17, 2025 • 0 new comments - Feat: separate tool_call_item and tool_call_output_item in stream events
#974 commented on
Jul 18, 2025 • 0 new comments - Add MCP Tools to visualization.
#979 commented on
Jul 19, 2025 • 0 new comments - feat(agents): Add on_llm_start and on_llm_end Lifecycle Hooks
#987 commented on
Jul 16, 2025 • 0 new comments - Support OPENAI_BASE_URL in tracing
#997 commented on
Jul 16, 2025 • 0 new comments - Add run configuration inheritance for agent-as-tool workflows
#1006 commented on
Jul 16, 2025 • 0 new comments - Feat/support mcp resources
#1042 commented on
Jul 16, 2025 • 0 new comments - Introduce RealtimeAgent
#1045 commented on
Jul 16, 2025 • 0 new comments - wip
#1046 commented on
Jul 16, 2025 • 0 new comments - Add automation script to generate mkdocstrings files
#1048 commented on
Jul 15, 2025 • 0 new comments - Add streaming function call arguments example
#1052 commented on
Jul 16, 2025 • 0 new comments - feat: #864 support streaming nested tool events in Agent.as_tool
#1057 commented on
Jul 16, 2025 • 0 new comments - Enhanced FAQ lookup tool in examples/customer_service app
#1063 commented on
Jul 12, 2025 • 0 new comments - A2A (Agent2Agent) support
#472 commented on
Jul 12, 2025 • 0 new comments - Azure OpenAI rejects system prompt from prompt_with_handoff_instructions
#806 commented on
Jul 13, 2025 • 0 new comments - SDK support for retrieving historical traces
#793 commented on
Jul 13, 2025 • 0 new comments - Only 1 handoff getting called no matter what
#771 commented on
Jul 14, 2025 • 0 new comments - function_tool calling - agents orchertratins
#769 commented on
Jul 14, 2025 • 0 new comments - Agent attempts to use non-existing tool
#686 commented on
Jul 14, 2025 • 0 new comments - reasoning_item_created never called on stream
#1025 commented on
Jul 14, 2025 • 0 new comments - Support automatic "back" handoffs to orchestrating Agents
#847 commented on
Jul 14, 2025 • 0 new comments - Local memory and context window length
#177 commented on
Jul 15, 2025 • 0 new comments - Agent run with previous_response_id fails - No tool output found for function call call_WdnUUKXKvwy3jk....
#1061 commented on
Jul 15, 2025 • 0 new comments - Input guardrail tripwire allows tool execution to continue after exception is raised
#991 commented on
Jul 15, 2025 • 0 new comments - Error "Item ‘rs_ABCD’ of type ‘reasoning’ was provided without its required..." when using CodeInterpreter
#985 commented on
Jul 15, 2025 • 0 new comments - Reasoning only coming before final output
#1036 commented on
Jul 16, 2025 • 0 new comments - Tool Call Execution Problem with Structured Output
#1012 commented on
Jul 16, 2025 • 0 new comments - How should I handle when the response from MCP or some tool is JSON, which contains the base64 encoding of the file.
#1001 commented on
Jul 16, 2025 • 0 new comments - Converter.items_to_messages cannot handle assistant message with both content and tool_calls
#995 commented on
Jul 16, 2025 • 0 new comments - Agent unable to perform multiple Web Searches by using WebSearchTool
#993 commented on
Jul 16, 2025 • 0 new comments - Error Using Gemini API Key with Agent-as-Tool Pattern in openai-agent-sdk
#986 commented on
Jul 16, 2025 • 0 new comments - Agent as a tool input_type
#984 commented on
Jul 16, 2025 • 0 new comments - Cannot run visualization
#978 commented on
Jul 16, 2025 • 0 new comments - tool_call_item event fires only after tool results instead of before
#1037 commented on
Jul 16, 2025 • 0 new comments - Passing Local Context to MCP Server Tools
#1021 commented on
Jul 17, 2025 • 0 new comments - Pydantic requirements mismatch
#967 commented on
Jul 17, 2025 • 0 new comments - separate stream items for "tool_call_item" and "tool_call_output_item"
#831 commented on
Jul 17, 2025 • 0 new comments