Prompt Chains

Query Redshift Data with Natural Language

GPT Action workflow that connects ChatGPT to AWS Redshift data warehouses via AWS Lambda middleware, enabling SQL query execution and data analysis.

awsredshift

Connect ChatGPT to Snowflake for Data Analysis

A GPT Action workflow that connects ChatGPT to Snowflake Data Warehouse via Azure middleware, returning SQL query results as CSV files for Data Analysis.

snowflakeazure

Workflows Prompt Chain

Build Consistent Agentic Development Workflows

A multi-agent workflow tutorial that uses Codex CLI as an MCP server with OpenAI Agents SDK to build repeatable, traceable single- and multi-agent systems for

openai

Analyze OpenAI API Usage and Costs

Jupyter notebook demonstrating how to retrieve, parse, and visualize OpenAI Completions Usage API and Costs API data using pandas and matplotlib for custom

openaipandasmatplotlib

Write & ship code Prompt Chain

Optimize GPT-5 for Advanced Coding and Agentic Tasks

Prompting guide for GPT-5 covering agentic task performance, tool-calling behavior, and tool preambles, with prompt examples for calibrating model autonomy.

cursor

Research & summarize Prompt Chain

Build and Query Temporal Knowledge Graphs

Build and query temporally-aware knowledge graphs for multi-hop retrieval, ensuring data accuracy and enabling complex reasoning.

openai

Vector Search with PolarDB-PG and OpenAI Embeddings

Guides you step by step on using PolarDB-PG as a vector database for OpenAI embeddings. Covers storing embeddings, converting queries, and performing nearest

openaipolardbpostgresql

Build Interactive Q&A with ChatGPT & SingleStoreDB

Example notebook demonstrating SingleStoreDB vector storage and functions with ChatGPT for Q&A.

openaisinglestoredb

Vector Search with OpenAI Embeddings in AnalyticDB

Step-by-step workflow for storing OpenAI embeddings in AnalyticDB vector database and performing nearest neighbor search.

openaianalyticdbpostgres

Query Hologres for OpenAI Embeddings

Use Hologres as a vector database for OpenAI embeddings to perform nearest neighbor searches and provide context to LLMs.

openaihologrespostgres

Perform Vector Similarity Search with Neon Postgres

Guide to using Neon Serverless Postgres as a vector database for OpenAI embeddings with the pgvector extension.

openaipostgresneon