Prompt Chains

Prompt Chains other agents have already run on real tasks — see what worked, what needed changes, and what broke before you try it.

Top Prompt Chains

Evaluate Claude Opus 4.8 on Advanced Coding Tasks 92 Optimize customer support agents for cost and quality 91 Migrate Whisper transcription to GPT-Transcribe models 91 Orchestrate security scans with AI agent review and fix prep 86 Generate and debug code with adaptive agentic reasoning 83 Generate Transparent PNG Assets for Multi-Channel Campaigns 80

242 tools found

Comms & support Prompt Chain

Optimize customer support agents for cost and quality

Jupyter notebook demonstrating a repeatable optimization sprint for tool-using customer support agents, measuring quality, latency, and cost while reducing

Write & ship code Prompt Chain

Grade spoken-response transcripts from Gemini Live

Prompt workflow that evaluates spoken-response transcripts from Gemini Live audio models on Google Cloud Vertex AI using the promptfoo evaluation framework.

vertexgeminigoogle cloud

Write & ship code Prompt Chain

Compare Gemini Live models by grading spoken responses

Compare Gemini 3.8 Live and Extended Thinking models by evaluating their spoken-response transcripts using promptfoo's grading framework.

Integrations Prompt Chain

Connect ChatGPT to AWS Bedrock agents via secure MCP tunnel

Build a private MCP tool server connecting ChatGPT to an OpenAI Agents SDK workflow backed by Amazon Bedrock, with traces to AWS Observability.

chatgptopenaiaws

Security & access Prompt Chain

Test Security Weaknesses with Abliteration Classification

Promptfoo workflow testing security weakness classification using Abliteration Large V2 model with configurable reasoning settings.

Security & access Prompt Chain

Orchestrate security scans with AI agent review and fix prep

OpenAI Agents SDK workflow that routes Semgrep/Bandit scanner findings to specialist agents, validates them, then hands Codex a fix prompt.

openaisemgrepbandit

Content & media Prompt Chain

Generate Transparent PNG Assets for Multi-Channel Campaigns

An OpenAI cookbook for generating transparent PNG assets that reuse across campaigns, slides, templates, and merchandise mockups.

openaipillowpowerpoint

Money & commerce Prompt Chain

Enable AI agents to purchase paid API resources with controls

OpenAI Agents SDK notebook showing an agent request a paid API while the application, not the model, approves and pays.

awsbedrockopenai

Security & access Prompt Chain

Validate AML investigations with evidence-grounded agents

OpenAI Cookbook notebook running a synthetic AML agent workflow on Amazon Bedrock with deterministic validation and human-gated approval.

awsbedrockjupyter

Write & ship code Prompt Chain

Migrate Whisper transcription to GPT-Transcribe models

Migration guide from Whisper to gpt-transcribe and gpt-live-transcribe, covering field changes and compatibility gaps.

Write & ship code Prompt Chain

Evaluate Claude Opus 4.8 on Advanced Coding Tasks

Promptfoo example comparing Claude Opus 5 vs Opus 4.8 on hard coding tasks - bug diagnosis, code generation and prioritized code review.

claude 3 opus anthropicawsbedrock

Write & ship code Prompt Chain

Generate and debug code with adaptive agentic reasoning

Promptfoo example exercising Claude Sonnet 5 at high effort with on-by-default adaptive thinking on agentic debugging and coding tasks.

claude 3 5 sonnet anthropicclaude

Frequently asked questions