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Get Started Free →majiayu000/openai-agents-setup
Initialize and configure OpenAI Agents SDK for building AI-powered chatbots. Uses NATIVE MCP integration via MCPServerStreamableHttp - no @function_tool wrappers needed!
Passed 23 of 24 test cases with the skill, and 11 of 24 without it.
and 11 more in the full report
12 fixed11 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
Which class and method from the agents package executes an agent to completion given an input message list and optional lifecycle hooks?
| Checked | Without skill | With skill |
|---|---|---|
| Calls Runner.run with the agent instance and input messages. | Missed | Passed |
The instructions your model reads when the skill loads.
Quick reference for initializing OpenAI Agents SDK with Gemini models (gemini-2.5-flash) using native MCP integration for the Todo AI Chatbot Phase 3.
CRITICAL INSIGHT: The OpenAI Agents SDK has native MCP support via MCPServerStreamableHttp. We do NOT need @function_tool wrappers! The agent connects directly to the MCP server and discovers tools automatically.
Reference Repository: https://github.com/panaversity/learn-agentic-ai
+-------------------------------------------------------------+
| FastAPI Backend |
+-------------------------------------------------------------+
| +---------------+ +-----------------------------+ |
| | Chat Endpoint |---->| OpenAI Agents SDK | |
| | /api/chat | | (Agent + Gemini Model) | |
| +---------------+ +-------------+---------------+ |
| | |
| MCPServerStreamableHttp |
| (Native MCP Integration!) |
| | |
+--------------------------------------+----------------------+
|
+--------------v---------------+
| FastMCP Server |
| (Task Tools: add, list, etc.)|
| -> Database Operations |
+------------------------------+
Key Insight: The Agent uses MCPServerStreamableHttp for NATIVE MCP support. No @function_tool wrappers needed! Tools are discovered automatically from the MCP server.
test cases passed, vs 11 / 24 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.