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ai-boost/awesome-prompts

A curated collection of prompts, prompt-engineering frameworks, and research papers for LLMs, with an emphasis on engineering practices over copy-paste templates.

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What is it?

Awesome Prompts is a curated list of prompts organized by domain, including coding, DevOps, data engineering, product, legal, and writing, along with agent-harness and architect-style system prompts. Each entry links to a prompt file that can be copied and used directly.

The repository also covers the engineering side of prompting: prompt programming libraries such as DSPy, automatic prompt optimization, tool-use reliability, evaluation and red-team tooling, and context engineering. It collects system prompt examples, official guides from model vendors, and papers on reasoning, RAG, agents, memory, and evaluation.

The list is bilingual-ready through a translated README and is organized by table of contents sections for browsing.

Key features

  • 01Prompt templates organized by domain, each linked to a copy-ready file.
  • 02Coverage of prompt frameworks such as DSPy, promptfoo, and Guidance.
  • 03Sections on automatic prompt optimization, tool use, and evaluation.
  • 04Collections of system prompt examples and official vendor prompting guides.
  • 05Curated papers on reasoning, retrieval-augmented generation, agents, and memory.

Use cases

  • Finding a starting prompt for a coding agent, code review, or SQL task.
  • Learning how prompt engineering is applied beyond simple templates.
  • Looking up papers on prompt optimization, RAG, or multi-agent systems.

Things to know

  • Licensed under GPL-3.0, a copyleft license that requires derivative works to be released under the same terms.

Topics

#prompt-engineering#llm#ai-agents#prompts#papers#awesome-list#awesome#chatgpt#gpt4#gpts

FAQ

What is awesome-prompts?
A curated collection of prompts, prompt-engineering frameworks, and research papers for LLMs, with an emphasis on engineering practices over copy-paste templates. Awesome Prompts is a curated list of prompts organized by domain, including coding, DevOps, data engineering, product, legal, and writing, along with agent-harness and architect-style system prompts. Each entry links to a prompt file that can be copied and used directly.
Is awesome-prompts free to use? What license does it have?
awesome-prompts is open source under the GPL-3.0 license. Check the license terms before using it in commercial products.
Is awesome-prompts still maintained?
Actively maintained. The last commit to awesome-prompts was on Oct 20, 2026.
What can I use awesome-prompts for?
Finding a starting prompt for a coding agent, code review, or SQL task. Learning how prompt engineering is applied beyond simple templates. Looking up papers on prompt optimization, RAG, or multi-agent systems.
Where can I get awesome-prompts?
The source code and installation instructions are on GitHub: https://github.com/ai-boost/awesome-prompts

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