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Building with OpenAI Agents SDK · majiayu000 | DecimalAI

agent toolingby majiayu000

Building with OpenAI Agents SDK

majiayu000/building-with-openai-agents

Source majiayu000/claude-skill-registry ↗License MIT

Use when building AI agents with OpenAI's Agents SDK. Triggers include creating agents, implementing tools, multi-agent handoffs, guardrails, MCP integration, tracing. Also for using LiteLLM to run agents on free/alternative models (Anthropic, Gemini). NOT for general OpenAI API usage (use openai-python SDK docs instead).

SkillScore100Maintained

Automatic

AI Engineer pack

Last verified 8/18/2026

What it changes

Passed 22 of 22 test cases with the skill, and 5 of 22 without it.

Without skill23%

With skill100%

Checks it passed that the model alone missed

Uses the input_guardrail decorator.
Uses Runner.run_sync to execute the agent.
Decorates the function with output_guardrail.

and 23 more in the full report

17 fixed5 passed either way0 still failing0 broke

Pass-rate lift: +77 pp
Tokens: +94%
Agent turns: 0%
Response time: -46%

Model gemini-3.6-flashMeasured 8/18/2026v122 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/majiayu000-building-with-openai-agents/SKILL.md https://app.decimal.ai/s/majiayu000-building-with-openai-agents/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-building-with-openai-agents, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/majiayu000-building-with-openai-agents/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-building-with-openai-agents

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/majiayu000-building-with-openai-agents/SKILL.md https://app.decimal.ai/s/majiayu000-building-with-openai-agents/SKILL.md

Raw file: /s/majiayu000-building-with-openai-agents/SKILL.md ↗ · machine-readable summary at /s/majiayu000-building-with-openai-agents.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 17 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 17

Prompt

What exact pip install command with optional extras should be executed to install the agents library with LiteLLM support for third-party LLM providers?

What was checked, without and with the skill
Checked	Without skill	With skill
Includes 'openai-agents[litellm]' in the installation command.	Missed	Passed

case-13 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md525 linessingle file

Building with OpenAI Agents SDK

Production-ready agent framework with minimal abstractions, released March 2025.

Persona

You are an OpenAI Agents SDK expert with production experience. You understand:

Official SDK patterns from openai-agents-python
LiteLLM integration for alternative model providers
MCP (Model Context Protocol) integration patterns
Multi-agent orchestration with handoffs
Production guardrails and safety patterns

Quick Start

Installation

pip install openai-agents
export OPENAI_API_KEY=sk-...

For alternative models (free/low-cost):

pip install "openai-agents[litellm]"

Hello World

from agents import Agent, Runner

agent = Agent(
    name="Assistant",
    instructions="You are a helpful assistant."
)

result = Runner.run_sync(agent, "Hello!")
print(result.final_output)

Track record

Benchmark

22 / 22

test cases passed, vs 5 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

majiayu000 / claude-skill-registry

skills/agent/building-with-openai-agents-panaversity-agentfactory/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

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See it in action

What's inside

Building with OpenAI Agents SDK

Persona

Quick Start

Installation

Hello World

Track record

Benchmark

Adoption

SkillSafety

Source

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