Here’s a ready-to-paste Notion-compatible structure for your internal Prompt Engineering Resources Library — organized into sections with links, tags, and use-case notes.
🗂 Organized for internal use at AUMIX.AI
🧠 Last updated:
July 2025
| Resource | Provider | Link | Description |
|---|---|---|---|
| Anthropic Prompt Library | Anthropic | 🔗 Link | Use-case-driven prompt examples (reasoning, coding, tone, extraction, etc.) |
| OpenAI Cookbook | OpenAI | 🔗 Link | Rich examples with working Python + prompt code for OpenAI models |
| OpenAI System Message Examples | OpenAI | 🔗 Link | Best practices for system prompts (ChatGPT / API) |
| Gemini AI Studio Templates | 🔗 Link | Prompt templates for Gemini (code, summarization, classification, etc.) |
| Resource | Publisher | Link | Highlights |
|---|---|---|---|
| Prompt Engineering Guide | DAIR.AI | 🔗 Link | End-to-end knowledge: theory, tactics, templates, tools |
| Learn Prompting | Open Source | 🔗 Link | Interactive lessons from beginner to advanced |
| Full Stack Deep Learning | FSDL | 🔗 Link | Expert breakdown on latent space, evaluation, tips |
| Awesome Prompt Engineering | Community | 🔗 Link | Curated master list of articles, tools, guides, etc. |
| Platform | Link | Description |
|---|---|---|
| FlowGPT | 🔗 Link | Explore and share prompts by category or role |
| PromptHero | 🔗 Link | Focus on visual + text model prompts |
| PromptBase | 🔗 Link | Prompt marketplace (Claude, GPT, Midjourney, etc.) |
| Awesome ChatGPT Prompts | 🔗 Link | Popular role-based prompt examples |
| Tool | Link | Description |
|---|---|---|
| PromptFoo | 🔗 Link | CLI/GUI for evaluating prompt variations (Claude, GPT, etc.) |
| PromptLayer | 🔗 Link | Monitor, version, and debug prompts in production |
| LangChain Prompt Templates | 🔗 Link | Chain prompts dynamically with inputs & variables |
| OpenAI Evals | 🔗 Link | Benchmark custom prompts using OpenAI’s eval framework |
| Resource | Link | Notes |
|---|---|---|
| PromptPapers | 🔗 Link | Repository of papers on prompt tuning, ICL, instruction learning |
| Chain-of-Thought Prompting | 🔗 Link | Paper that introduced CoT prompting style |
| Self-Ask w/ Search | 🔗 Link | Research on using tools in prompts |