Coding & Development

Product-manager-prompts is an open-source repository offering over 50 practical prompt assets specifically designed for product managers. These prompts are compatible with various generative AI agents, including ChatGPT, Claude, and Gemini, aiming to enhance both strategic thinking and daily execution in product management tasks. The repository helps product managers scaffold strategies, write user stories, and make sense of roadmaps. It emphasizes an AI-assisted toolkit approach, fostering conversational interactions where the AI guides users through problems, builds context gradually, and applies proven PM methodologies like Jobs-to-be-Done. Users can start by using existing prompts, customize them for specific company needs, and eventually build their own, with a strong focus on learning and community contribution.

RoleLLM-public is a comprehensive framework designed to benchmark, elicit, and enhance the role-playing capabilities of Large Language Models (LLMs). It introduces RoleLLM, a four-stage process encompassing role profile construction, Context-Based Instruction Generation (Context-Instruct) for knowledge extraction, Role Prompting using GPT (RoleGPT) for style imitation, and Role-Conditioned Instruction Tuning (RoCIT) for fine-tuning open-source models. The framework includes RoleBench, a systematic and fine-grained character-level benchmark dataset with over 168,000 samples. RoCIT on RoleBench has led to the development of RoleLLaMA (English) and RoleGLM (Chinese), significantly improving role-playing performance to levels comparable with GPT-4.

GPTGame is an innovative AI-powered platform designed to generate fun, small JavaScript games instantly from text descriptions. Leveraging the power of GPT, this tool allows users to create and play games in a snap, eliminating the need for any coding skills. The platform offers a straightforward approach to game creation, enabling users to bring their game ideas to life quickly. It features a variety of game categories, including classics like 2048, Snake, Pong, Mandelbrot, and Tetris, with more games continuously being added. GPTGame simplifies the game development process, making it accessible for anyone interested in game creation, from casual enthusiasts to those looking to rapidly prototype game concepts.

vibe-coding-prompt-template offers a structured AI workflow for rapidly developing Minimum Viable Products (MVPs). It provides templates and a five-stage process, starting from idea validation and deep research, moving through Product Requirements Document (PRD) and Technical Design creation, to agent-assisted code generation. The workflow is designed to be used with AI IDEs like Cursor or VS Code with Copilot, enabling users to leverage large language models for tasks such as market analysis, stack selection, and iterative code building. It emphasizes upfront thinking and clean context handoffs to AI tools, aiming to streamline the development process for shipping projects efficiently.

Promptomania serves as a comprehensive AI prompt hub and model directory, designed to empower users in mastering AI image generation, video creation, 3D modeling, and audio generation. The platform offers a visual prompt builder that simplifies the process of crafting optimized prompts for leading AI models like Midjourney, DALL·E, Stable Diffusion, FLUX, Sora, Runway, and Studio AI. Users can explore a wide range of AI models, access expert guides for prompt engineering, and utilize tools to compare results across different generators. It also provides resources for specific prompt styles, including logo design, portrait photography, landscape art, product mockups, and character design, making advanced AI creation accessible to a broad audience.

Context Garden is designed to simplify the process of prompt engineering for ChatGPT users. The platform allows individuals to save and discover a wide array of prompts shared by the community, eliminating the need for complex syntax struggles or extensive searching. By providing a centralized repository of effective prompts, Context Garden helps users quickly access and utilize powerful AI prompts. This approach aims to enhance productivity and creativity for anyone working with ChatGPT, from casual users to professional prompt engineers, by making prompt management more efficient and accessible.

This experiment, conducted by Reboot Online, explores the influenceability of large language models (LLMs) like ChatGPT, Perplexity, Gemini, and Claude. By strategically publishing content on expired domains with some authority, the team aimed to influence AI responses to crown their CEO, Shai Aharony, as the 'sexiest bald man of 2025.' The methodology involved creating lists on these domains, positioning Shai at the top, and then monitoring AI responses using new accounts and incognito windows. While ChatGPT and Perplexity were successfully influenced, Gemini and Claude were not, suggesting varying degrees of reliance on live search tools versus training data and the importance of publication authority. The experiment highlights the potential for shaping AI outputs and the evolving nature of search visibility.

Rompt.ai is a collaborative prompt operations platform designed for teams working with Large Language Models (LLMs). It offers a centralized prompt library, enabling users to manage and organize their prompts efficiently. The platform supports comprehensive prompt lifecycle management, from creation and testing to deployment and iteration. With built-in version control, Rompt.ai helps teams track changes, revert to previous versions, and maintain consistency in their AI development workflows. It fosters collaboration by providing shared workspaces, allowing multiple team members to work on prompts simultaneously and streamline their prompt engineering processes.

Everyprompt offers a comprehensive playground for large language models such as GPT-3, allowing users to explore, experiment, and build AI-driven APIs. It provides an intuitive interface for configuring model settings like temperature and stop sequences, making it accessible even for those new to AI. The platform supports active deployments and features production-ready CI/CD, enabling users to ship their creations directly from the playground. Everyprompt is designed for both individual developers and AI-first teams, offering tools for testing, building, and deploying AI solutions efficiently. It also provides resources for learning about the future of AI and includes features like folder organization for projects.

Prompt Generator Stable Diffusion is an AI tool hosted on Hugging Face Spaces, designed to assist users in creating effective prompts for Stable Diffusion models. This application generates creative prompts and optional negative prompts based on user-defined preferences. Users can specify the desired number of prompts, their minimum length, and whether the generated content should be safe for work. While the live website currently indicates a runtime error, the tool's core functionality aims to streamline the prompt engineering process for AI image generation, helping users achieve desired outputs from Stable Diffusion models with greater ease and creativity.

SpacePrompts is an AI prompt manager designed to help users save, organize, and enhance their AI prompts across multiple platforms like ChatGPT and Claude. It features version control, allowing users to track changes and roll back to previous versions, ensuring their best prompts are always accessible. The tool includes AI prompt enhancement and generation capabilities, along with a Chrome extension for instant access to your prompt library from any website. Users can organize prompts with categories and tags, export them, and even share them publicly. SpacePrompts aims to eliminate prompt chaos, making AI workflows more efficient by providing a centralized, searchable library for all prompts.

1360 Models Blitz Diffusion is an AI image generation tool hosted on Hugging Face Spaces, offering a Classic ToyWorld user interface for a nostalgic yet powerful creative experience. Users can generate unique images by providing text prompts and further refine their creations with settings such as image size, number of steps, and seed. The application supports multiple models, enabling users to experiment with various artistic styles and outputs. A key feature is its prompt enhancer, designed to optimize text inputs for better image generation results. This tool is ideal for digital artists, designers, and anyone looking to explore AI-driven image creation.

Triumphant Nerd offers AI-powered sourcing and automation to facilitate hyperscale hiring for specialized technical teams in robotics, engineering, and artificial intelligence. The platform leverages automated sourcing and AI agents to conduct advanced Boolean searches, uncovering high-caliber engineers often missed by traditional recruiting methods. It focuses on identifying elite technical talent across 8 specialized engineering focus areas, providing precision-driven sourcing for the AI era. Key features include talent mapping, people intelligence, and real-time recruiting trends to help companies stay ahead of market shifts. Triumphant Nerd also integrates AI capabilities into existing workforces, ensuring new hires accelerate output and teams thrive together.

The tool Theresapromptforthat is designed to streamline interaction with artificial intelligence by helping users create highly effective prompts. It utilizes AI to generate personalized prompts based on user input, which can significantly enhance productivity and the quality of output across diverse tasks. The platform also provides a daily newsletter that features top ChatGPT prompts, offering users fresh ideas and examples for their AI interactions. This focus on prompt generation and curation makes it a valuable resource for anyone looking to optimize their use of AI tools.

EasyFunctionCall is a SaaS service designed to streamline the integration of external APIs with various AI models, including ChatGPT, OpenAI, Claude, Gemini, and Llama. It achieves this by converting OpenAPI and Swagger specifications directly into AI model function call parameters. This process significantly reduces the complexity typically associated with API integration, making it easier for developers to leverage AI capabilities. Furthermore, the service optimizes token usage, which can lead to substantial cost savings for users. By providing a simplified method for handling API specifications, EasyFunctionCall enhances efficiency and accessibility for AI model development and deployment.

Promptable.ai is a platform designed to streamline GPT-3 prompt engineering by offering tools for organization, tracking, and deployment of prompts. The platform assists users in managing and optimizing their prompts to achieve better performance from AI models. It focuses on providing a structured environment for prompt development, allowing users to iterate and refine their prompts efficiently. This tool is particularly useful for those working with large language models, helping to maintain consistency and improve the quality of AI-generated outputs. By centralizing prompt management, Promptable.ai aims to enhance productivity and collaboration among prompt engineers and developers.

Mirascope is an open-source LLM anti-framework designed to simplify interaction with various large language models (LLMs) through a unified interface. It empowers developers to integrate LLM capabilities into their applications using Python and TypeScript. Key features include the ability to call LLMs with simple decorators, retrieve structured output using Pydantic models, and build sophisticated AI agents equipped with tools. Mirascope supports advanced functionalities such as streaming, asynchronous operations, and multi-turn conversations, making it a versatile solution for developing complex AI-driven applications. The project is structured as a monorepo, providing clear separation for its Python and TypeScript implementations, as well as documentation and examples.

TheBigPromptLibrary is an extensive collection of prompts, system prompts, and LLM instructions designed for various large language model providers and solutions, including ChatGPT, Microsoft Copilot, Claude, Gab.ai, and Gemini. This resource offers significant educational value for individuals looking to improve their prompt writing abilities and understand the intricacies of creating custom GPTs. It also highlights the risks associated with prompt injection security. The library is organized into categories such as Articles, Tools and scripts, Custom Instructions, System Prompts, Jailbreak Prompts, and Instructions protections, making it a valuable learning resource for both beginners and experienced prompt engineers.

The Udemy-prompt-engineering-course GitHub repository serves as a comprehensive companion for the Udemy Prompt Engineering Course. It is built around Jupyter notebooks, small example applications, prompt files, datasets, screenshots, and diagrams, offering a hands-on approach to learning prompt engineering. The repository covers a wide array of topics including OpenAI API workflows, advanced prompting techniques, retrieval, embeddings, RAG, agent design and orchestration, LangChain, LangGraph, evaluation, vision, and image generation. It is particularly strong in coding-heavy sections, providing practical examples for developers and teams looking for reference notebooks for LLM application development.

Prompteams is a comprehensive AI prompt management system designed for teams to streamline their prompt engineering workflows. It offers robust features like prompt versioning, allowing for easy iteration and tracking of changes, similar to Git. The platform includes a testing suite for real-time feedback, enabling users to build and run unlimited test cases to check for hallucinations, issues, and edge cases in LLM prompts. Prompteams also provides auto-generated APIs for seamless integration, ensuring that any prompt updates are live instantly across different environments. It fosters collaboration between industry specialists and engineers, allowing them to test and iterate on prompts without requiring programming knowledge, making it an ideal solution for developing and maintaining high-quality AI prompts.

LearnPrompt offers a comprehensive and permanently free open-source curriculum focused on AIGC (AI-Generated Content) technologies. The platform provides in-depth courses covering essential topics such as Prompt Engineering, ChatGPT, Midjourney, Runway, and Stable Diffusion. Beyond core generative AI, it expands into specialized areas like AI digital humans, AI voice and music generation, and the fine-tuning of large language models. With its latest v4.0 update, LearnPrompt features a new UI, multi-language support, a comments section, daily updates, and contribution options, making it a dynamic resource for anyone looking to master AIGC without cost. The platform is continuously updated with new content and features, including case studies and tutorials for advanced applications.

llm-security is a comprehensive resource and proof-of-concept repository dedicated to exploring novel vulnerabilities in application-integrated Large Language Models (LLMs). It specifically highlights the dangers of "indirect prompt injection," a new class of attack vectors that can lead to remote control of LLMs, data exfiltration, persistent compromises, and automated social engineering. The tool provides demonstrations across various LLMs, including GPT-4 and GPT-3, and shows how these attacks can affect code completion engines like Copilot. It serves as a critical resource for security researchers and developers to understand and mitigate significant roadblocks to the secure deployment of LLMs.

MidJourney Styles & Keywords is an Open Source reference guide designed for users of the MidJourney AI image generation tool. It offers a comprehensive collection of styles and keywords that can be used to create highly customized and visually captivating images. Beyond just keywords, the resource also includes pages dedicated to resolution comparisons and image weights, providing valuable insights for optimizing image generation. This guide aims to help users unlock the full potential of MidJourney, making it an essential companion for anyone looking to enhance their AI art creation process. It is continually updated to reflect new trends and capabilities within the MidJourney ecosystem.

stable-diffusion-webui-promptgen is an extension for the Stable Diffusion web UI designed to generate prompts, assisting users in creating effective inputs for image generation. This tool offers flexibility by allowing users to integrate additional prompt generation models from Hugging Face, such as AUTOMATIC/promptgen-lexart or microsoft/Promptist, by simply adding their names to the settings. Furthermore, users can incorporate offline models by placing the necessary files into the extension's models directory, providing a robust solution for prompt experimentation and customization. The extension supports various GPT2 finetunes on datasets like Lexica.art and Majinai.art, offering both safe and unsafe prompt options.