openai/openai-agents-python

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• Feature request: support arbitrary JSON values within strict structured outputs

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  enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  openai/openai-agents-python#5412 · 1 comment · Opened Oct 23, 2026

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• Feature request: a Hyperlight micro-VM sandbox backend

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  Difficulty 5/5 Over a week Newbie friendliness 35/100

  openai/openai-agents-python#5411 · Opened Oct 23, 2026

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• Approved tool runs again if the process stops after it ran but before the run state was stored

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  Difficulty 2/5 1-3 hours Newbie friendliness 76/100

  openai/openai-agents-python#5409 · 1 comment · Opened Oct 22, 2026

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• Pre-execution security guardrails for your agent execution loops

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  enhancement

  Difficulty 5/5 Over a week Newbie friendliness 15/100

  openai/openai-agents-python#5408 · Opened Oct 22, 2026

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• [Proposal] Payment guardrail: external spend authority + auditable receipts for agents that pay

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  Difficulty 5/5 Over a week Newbie friendliness 35/100

  openai/openai-agents-python#5407 · Opened Oct 21, 2026

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• docs(mcp): clarify client_session_timeout_seconds default (5s), npx/cli cold-start timeout, and document missing constructor options

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  Difficulty 2/5 1-3 hours Newbie friendliness 78/100

  openai/openai-agents-python#5405 · 1 comment · Opened Oct 21, 2026

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• Would like to contribute an Aerospike backend but can't open PR

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  question

  Difficulty 2/5 1-3 hours Newbie friendliness 35/100

  openai/openai-agents-python#5396 · 1 comment · Opened Oct 19, 2026

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• Invalid handoff arguments end the run, while invalid function tool arguments go back to the model

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  Difficulty 3/5 1-2 days Newbie friendliness 62/100

  openai/openai-agents-python#5392 · 4 comments · Opened Oct 19, 2026

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• fix(typing): explicitly specialize ToolContext[Any] in ToolFunctionWithToolContext

  May be free again @AbarnaaSree claimed this 7 days ago, and no pull request is open. Open

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  Difficulty 1/5 Under an hour Newbie friendliness 85/100

  openai/openai-agents-python#5387 · 3 comments · Opened Oct 17, 2026

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• Streamed run keeps calling the model and tools after its only stream_events() consumer stops outside the queue wait

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  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  openai/openai-agents-python#5386 · 9 comments · Opened Oct 17, 2026

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• Add Databricks as a sandbox provider

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  enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 35/100

  openai/openai-agents-python#5383 · Opened Oct 16, 2026

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• Tool-calling runs get quadratically slower: completed tool calls are re-fingerprinted every turn

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  Difficulty 4/5 3-5 days Newbie friendliness 32/100

  openai/openai-agents-python#5382 · 2 comments · Opened Oct 16, 2026

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• Support the OpenAI Decisions API

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  Difficulty 5/5 Over a week Newbie friendliness 25/100

  openai/openai-agents-python#5353 · 1 comment · 1 reaction · Opened Oct 12, 2026

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• ShellTool: empty ShellResult(output=[]) fabricates stdout "(no output)" in the model-visible shell_call_output and persisted shell_output

  May be free again @AbarnaaSree claimed this 7 days ago, and no pull request is open. Open

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  Difficulty 2/5 1-3 hours Newbie friendliness 77/100

  openai/openai-agents-python#5348 · 10 comments · Opened Oct 11, 2026

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• Chat Completions replay emits an invalid sequence for two messages in one tool-call turn

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  Difficulty 3/5 Half a day Newbie friendliness 70/100

  openai/openai-agents-python#5342 · 7 comments · Opened Oct 10, 2026

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• GPT-6 models get no default reasoning settings leading to 400 on /v1/chat/completions with function tools

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  enhancement

  Difficulty 3/5 1-2 days Newbie friendliness 65/100

  openai/openai-agents-python#5336 · 3 comments · Opened Oct 8, 2026

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• RedisSession fails on Redis Cluster: add_items/clear_session raise AttributeError ('ClusterPipeline' has no 'raise_first_error')

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  Difficulty 5/5 Over a week Newbie friendliness 35/100

  openai/openai-agents-python#5322 · 2 comments · Opened Oct 6, 2026

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