# The Prompt Index > The living index of prompt-engineering resources — curated prompt collections, > system prompts, optimizers, frameworks and guides — ranked daily by GitHub momentum. Updated: 2026-06-13T11:08:51.963645+00:00 Resources indexed: 133 ## Top prompt resources by momentum - [JuliusBrussee/caveman](https://github.com/JuliusBrussee/caveman) — momentum 88, ⭐72042 — Prompt Packs — 🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking - [f/prompts.chat](https://github.com/f/prompts.chat) — momentum 87, ⭐163650 — Collections — f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and op - [x1xhlol/system-prompts-and-models-of-ai-tools](https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools) — momentum 86, ⭐140160 — System Prompts — FULL Augment Code, Claude Code, Cluely, CodeBuddy, Comet, Cursor, Devin AI, Junie, Kiro, Leap.new, L - [EvoLinkAI/awesome-gpt-image-2-API-and-Prompts](https://github.com/EvoLinkAI/awesome-gpt-image-2-API-and-Prompts) — momentum 83, ⭐16586 — Image & Multimodal — GPT-Image-2 API and Prompts - [asgeirtj/system_prompts_leaks](https://github.com/asgeirtj/system_prompts_leaks) — momentum 81, ⭐41929 — System Prompts — Extracted system prompts from Anthropic - Claude Fable 5, Opus 4.8, Claude Code, Claude Design. Open - [freestylefly/awesome-gpt-image-2](https://github.com/freestylefly/awesome-gpt-image-2) — momentum 80, ⭐7268 — Image & Multimodal — Prompt as Code | GPT-Image2 工业级提示词引擎与模板库,470+ 个案例逆向工程,20+ 套工业级模板,并提炼出Skills,持续更新中 - [elder-plinius/CL4R1T4S](https://github.com/elder-plinius/CL4R1T4S) — momentum 79, ⭐31639 — System Prompts — LEAKED SYSTEM PROMPTS FOR CHATGPT, CLAUDE, GEMINI, GROK, PERPLEXITY, CURSOR, LOVABLE, REPLIT, AND MO - [linshenkx/prompt-optimizer](https://github.com/linshenkx/prompt-optimizer) — momentum 79, ⭐30781 — System Prompts — An AI prompt optimizer for writing better prompts and getting better AI results. - [mlflow/mlflow](https://github.com/mlflow/mlflow) — momentum 79, ⭐26485 — Optimization & Tooling — The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all - [YouMind-OpenLab/awesome-gpt-image-2](https://github.com/YouMind-OpenLab/awesome-gpt-image-2) — momentum 79, ⭐7372 — Image & Multimodal — 🚀 World's largest GPT Image 2 prompt library, updated daily — 2000+ curated prompts with preview ima - [chopratejas/headroom](https://github.com/chopratejas/headroom) — momentum 78, ⭐25429 — Optimization & Tooling — Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, s - [comet-ml/opik](https://github.com/comet-ml/opik) — momentum 77, ⭐19595 — Optimization & Tooling — Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehe - [jujumilk3/leaked-system-prompts](https://github.com/jujumilk3/leaked-system-prompts) — momentum 76, ⭐14643 — System Prompts — Collection of leaked system prompts - [nidhinjs/prompt-master](https://github.com/nidhinjs/prompt-master) — momentum 76, ⭐9151 — Prompt Packs — A Claude skill that writes the accurate prompts for any AI tool. Zero tokens or credits wasted. Full - [AI4Finance-Foundation/FinGPT](https://github.com/AI4Finance-Foundation/FinGPT) — momentum 75, ⭐20479 — Prompt Packs — FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained mode - [YouMind-OpenLab/awesome-nano-banana-pro-prompts](https://github.com/YouMind-OpenLab/awesome-nano-banana-pro-prompts) — momentum 75, ⭐12488 — Image & Multimodal — 🍌 World's largest Nano Banana Pro prompt library — 10,000+ curated prompts with preview images, 16 l - [Piebald-AI/claude-code-system-prompts](https://github.com/Piebald-AI/claude-code-system-prompts) — momentum 75, ⭐11010 — System Prompts — All parts of Claude Code's system prompt, 27 builtin tool descriptions, sub agent prompts (Plan/Expl - [langgptai/LangGPT](https://github.com/langgptai/LangGPT) — momentum 74, ⭐12207 — Frameworks — LangGPT: Empowering everyone to become a prompt expert! 🚀 📌 结构化提示词(Structured Prompt)提出者 📌 元提示词(Met - [EmbraceAGI/awesome-chatgpt-zh](https://github.com/EmbraceAGI/awesome-chatgpt-zh) — momentum 74, ⭐11558 — Collections — ChatGPT 中文指南🔥,ChatGPT 中文调教指南,指令指南,应用开发指南,精选资源清单,更好的使用 chatGPT 让你的生产力 up up up! 🚀 - [LouisShark/chatgpt_system_prompt](https://github.com/LouisShark/chatgpt_system_prompt) — momentum 74, ⭐10618 — System Prompts — A collection of GPT system prompts and various prompt injection/leaking knowledge. - [microsoft/promptflow](https://github.com/microsoft/promptflow) — momentum 73, ⭐11145 — Prompt Packs — Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring. - [EvoMap/evolver](https://github.com/EvoMap/evolver) — momentum 73, ⭐8563 — Frameworks — The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Ev - [rockbenben/ChatGPT-Shortcut](https://github.com/rockbenben/ChatGPT-Shortcut) — momentum 73, ⭐8544 — System Prompts — 🚀💪Maximize your efficiency and productivity. The ultimate hub to manage, customize, and share prompt - [BoundaryML/baml](https://github.com/BoundaryML/baml) — momentum 73, ⭐8359 — Frameworks — The AI framework that adds the engineering to prompt engineering (Python/TS/Ruby/Java/C#/Rust/Go com - [ai-boost/awesome-prompts](https://github.com/ai-boost/awesome-prompts) — momentum 73, ⭐8193 — Guides & Courses — Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, promp - [NirDiamant/Prompt_Engineering](https://github.com/NirDiamant/Prompt_Engineering) — momentum 73, ⭐7594 — Guides & Courses — 22 prompt engineering techniques with hands-on Jupyter Notebook tutorials, from fundamental concepts - [mufeedvh/code2prompt](https://github.com/mufeedvh/code2prompt) — momentum 72, ⭐7404 — Prompt Packs — A CLI tool to convert your codebase into a single LLM prompt with source tree, prompt templating, an - [kyegomez/swarms](https://github.com/kyegomez/swarms) — momentum 72, ⭐6835 — Frameworks — The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework. Website: https://swarms.a - [Zipstack/unstract](https://github.com/Zipstack/unstract) — momentum 72, ⭐6649 — Frameworks — LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows - [promptslab/Awesome-Prompt-Engineering](https://github.com/promptslab/Awesome-Prompt-Engineering) — momentum 72, ⭐6030 — Optimization & Tooling — This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative - [yaojingang/yao-open-prompts](https://github.com/yaojingang/yao-open-prompts) — momentum 72, ⭐2430 — Prompt Packs — Yao Open Prompts:中文 AI 提示词库,覆盖工作、学习、内容、营销和生活场景 - [ZeroLu/awesome-gpt-image](https://github.com/ZeroLu/awesome-gpt-image) — momentum 72, ⭐1692 — Image & Multimodal — A curated collection of the best GPT Image 2 prompts and examples. The prompts come from top creator - [dottxt-ai/outlines](https://github.com/dottxt-ai/outlines) — momentum 71, ⭐13954 — Prompt Packs — Structured Outputs - [ZeroLu/awesome-nanobanana-pro](https://github.com/ZeroLu/awesome-nanobanana-pro) — momentum 71, ⭐10082 — Guides & Courses — 🚀 An awesome list of curated Nano Banana pro prompts and examples. Your go-to resource for mastering - [ianarawjo/ChainForge](https://github.com/ianarawjo/ChainForge) — momentum 68, ⭐2996 — Optimization & Tooling — An open-source visual programming environment for battle-testing prompts to LLMs. - [LearnPrompt/LearnPrompt](https://github.com/LearnPrompt/LearnPrompt) — momentum 68, ⭐2434 — Image & Multimodal — 永久免费开源的 AIGC 课程, 目前已支持Claude Code,Codex,Hermes,OpenClaw,Obsidian,Prompt Engineering, ChatGPT, Midjou - [dair-ai/Prompt-Engineering-Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) — momentum 67, ⭐75582 — Guides & Courses — 🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, - [AI4Finance-Foundation/FinRobot](https://github.com/AI4Finance-Foundation/FinRobot) — momentum 67, ⭐7253 — Image & Multimodal — FinRobot: An Open-Source AI Agent Platform for Financial Analysis using LLMs 🚀 🚀 🚀 - [glidea/banana-prompt-quicker](https://github.com/glidea/banana-prompt-quicker) — momentum 67, ⭐2382 — Image & Multimodal — 🍌Awesome Prompts; Nano Banana;Banana Pro; Gemini;AI Studio;Prompt Quickly - [Piebald-AI/tweakcc](https://github.com/Piebald-AI/tweakcc) — momentum 67, ⭐2201 — System Prompts — Customize Claude Code's system prompts, create custom toolsets, input pattern highlighters, themes/t