Dial4JaCa is a Java library plugin for the JaCaMo multi-agent platform that intercepts inter-agent messages, encodes agent intentions, and routes them through LLM backends (OpenAI, local models). It manages dialogue context, updates belief bases, and integrates response generation directly into AgentSpeak(L) reasoning cycles. Developers can customize prompts, define dialogue artifacts, and handle asynchronous calls, enabling agents to interpret user utterances, coordinate tasks, and retrieve external information in natural language. Its modular design supports error handling, logging, and multi-LLM selection, ideal for research, education, and rapid prototyping of conversational MAS.

Geers AI Lang Graph provides a graph-based abstraction layer for building AI agents that coordinate multiple LLM calls and manage structured knowledge. By defining nodes and edges representing prompts, data, and memory, developers can create dynamic workflows, track context across interactions, and visualize execution flows. The framework supports plugin integrations for various LLM providers, custom prompt templating, and exportable graphs. It simplifies iterative agent design, improves context retention, and accelerates prototyping of conversational assistants, decision-support bots, and research pipelines.

GPT-CodeApp provides an intuitive GUI where users type natural language descriptions (e.g., “build a React login form”) and instantly receive ready-to-use code snippets or project scaffolding. It supports major languages like JavaScript, Python, Java, C#, and more. Users can customize prompts, browse history, and export generated files. Built with Electron and React, it runs cross-platform without requiring an IDE plugin. GPT-CodeApp helps accelerate development, reduce boilerplate, and learn new frameworks by example.

Hunch is an AI Agent that specializes in generating creative content efficiently. Users can interact with Hunch to create high-quality written material, generate images based on specific prompts, and customize outputs to fit their needs. Hunch leverages cutting-edge AI technology to help individuals and businesses streamline their content creation process, dramatically reducing the time and effort involved in producing engaging materials.

llm-tournament provides a modular, extensible approach for benchmarking large language models. Users define participants (LLMs), configure tournament brackets, specify prompts and scoring logic, and run automated rounds. Results are aggregated into leaderboards and visualizations, enabling data-driven decisions on LLM selection and fine-tuning efforts. The framework supports custom task definitions, evaluation metrics, and batch execution across cloud or local environments.

Local LLaMA Email Agent connects to your mailbox (Gmail API or mbox), ingests incoming messages, and builds a local context with vector embeddings. It analyzes threads, generates concise summaries, and drafts reply suggestions tailored to each conversation. You can customize prompts, adjust tone and length, and expand capabilities with chaining and memory. Everything runs on your device without sending data to external services, ensuring full control over your email workflow.

In LORS, users can ingest collections of documents, preprocess texts into embeddings, and store them in a vector database. When a query or summarization task is issued, LORS performs semantic retrieval to identify the most relevant text segments. It then feeds these segments into a large language model to produce concise, context-aware summaries. The modular design allows swapping embedding models, adjusting retrieval thresholds, and customizing prompt templates. LORS supports multi-document summarization, interactive query refinement, and batching for high-volume workloads, making it ideal for academic literature reviews, corporate reporting, or any scenario requiring rapid insight extraction from massive text corpora.

Messenger Genie is an AI-driven tool that enables users to generate contextually relevant messages, comments, and replies based on the content they are currently viewing. It understands the nuances of online conversations and adapts its suggestions accordingly. Whether you're responding to social media posts, drafting emails, or commenting on articles, Messenger Genie makes it easier to communicate effectively. The extension integrates seamlessly with your browser, allowing for quick and efficient message generation. With customizable prompts, users can also tailor the AI's suggestions to fit their voice and style.

MindPeer Research Assistant is an advanced AI tool built to enhance your web research activities. With AI-generated summaries, the extension delivers quick insights directly to your browsing environment. Its seamless integration with the OpenAI API ensures smooth functioning, while customizable prompts keep you engaged and informed. Additionally, users can pose targeted questions for more detailed insights and leverage the tool's reporting capabilities to create comprehensive company reports effortlessly. Ideal for professionals and researchers, MindPeer optimizes time spent on gathering and understanding information.

Multi-Agent-RAG provides a modular framework for constructing retrieval-augmented generation (RAG) applications by orchestrating multiple specialized AI agents. Developers configure individual agents: a retrieval agent connects to vector stores to fetch relevant documents; a reasoning agent performs chain-of-thought analysis; and a generation agent synthesizes final responses using large language models. The framework supports plugin extensions, configurable prompts, and comprehensive logging, enabling seamless integration with popular LLM APIs and vector databases to improve RAG accuracy, scalability, and development efficiency.

Open WebUI Pipeline for RAGFlow provides developers and data scientists with a modular pipeline to build retrieval-augmented generation (RAG) applications. It supports uploading documents, computing embeddings using various LLM APIs, and storing vectors in local databases for efficient similarity search. The framework orchestrates retrieval, summarization, and conversational flows, enabling real-time chat interfaces that reference external knowledge. With customizable prompts, multi-model compatibility, and memory management, it empowers users to create specialized QA systems, document summarizers, and personal AI assistants all within an interactive Web UI environment. The plugin architecture allows seamless integration with existing local WebUI setups like Oobabooga. It includes step-by-step configuration files and supports batch processing, conversational context tracking, and flexible retrieval strategies. Developers can extend the pipeline with custom modules for vector store selection, prompt chaining, and user memory, making it ideal for research, customer support, and specialized knowledge services.

AIEpics harnesses the power of AI to generate personalized poems using simple prompts from users. This online tool utilizes OpenAI’s ChatGPT model, enabling it to create diverse poetic forms, styles, and themes based on user inputs. With features like customizable prompts and rapid poem generation, AIEpics provides a seamless experience for both novice writers and seasoned poets. The platform stands out for its accessibility and user-friendly design, making it perfect for anyone looking to explore their poetic side, generate ideas, or create unique lyrical content effortlessly.

ragChatbot is a developer-centric framework designed to streamline the creation of Retrieval-Augmented Generation chatbots. It integrates LangChain pipelines with OpenAI or other LLM APIs to process queries against custom document corpora. Users can upload files in various formats (PDF, DOCX, TXT), automatically extract text, and compute embeddings using popular models. The framework supports multiple vector stores such as FAISS, Chroma, and Pinecone for efficient similarity search. It features a conversational memory layer for multi-turn interactions and a modular architecture for customizing prompt templates and retrieval strategies. With a simple CLI or web interface, you can ingest data, configure search parameters, and launch a chat server to answer user questions with contextual relevance and accuracy.

ScrybeQuill is a comprehensive writing platform that offers a range of tools and prompts to help writers tap into their creativity. Whether you are an experienced author or a budding writer, ScrybeQuill provides you with the resources needed to enhance your creative expression. With ScrybeQuill, writers have access to unique, customizable prompts and innovative tools that facilitate the writing process. The platform aims to inspire and support writers by providing a space where they can develop and refine their skills.

The SmolAgents Video Script Generator is a Python-based command-line application that leverages AI agent workflows to create video scripts end to end. Users supply a topic, target audience, and optional custom prompts. The tool then orchestrates multiple AI calls—generating catchy titles, structured outlines, scene breakdowns, dialogue snippets, and stage directions. It integrates with OpenAI GPT models, can be run locally or against cloud APIs, and outputs ready-to-use scripts in markdown or JSON formats for easy editing and collaboration.

TreeInstruct provides a framework to build hierarchical, decision-tree based prompting pipelines for large language models. Users can define nodes representing prompts or function calls, set conditional branches based on model output, and execute the tree to guide complex workflows. It supports integration with OpenAI and other LLM providers, offering logging, error handling, and customizable node parameters to ensure transparency and flexibility in multi-turn interactions.

百宝箱AI 助手 is an AI-powered browser extension that brings a host of AI capabilities directly to your fingertips. From summarizing web pages and extracting text from images to understanding and interacting with PDF and Office files, it is designed to integrate seamlessly into your browsing experience. Featuring capabilities like quick translation, error correction, and question generation, this tool helps users perform various tasks more efficiently. Customizable prompts allow for a personalized AI experience, letting users create specific commands that cater to their unique needs.

AI PR Review operates as a GitHub Action that integrates into your existing CI pipeline to perform automated pull request analysis. Once configured in the workflow file, it invokes the OpenAI API to scan code changes, evaluating factors such as syntax errors, security vulnerabilities, adherence to style guidelines, and potential performance bottlenecks. The agent then generates human-readable feedback, suggestions, and code improvement prompts, which are posted as comments on the pull request. Advanced configuration options allow customization of the review depth, choice of AI model, and inclusion or exclusion of specific directories. By automating routine code review tasks, AI PR Review reduces reviewer workload, ensures consistent standards across contributions, and speeds up merge cycles.

Arcade Vercel AI Template is an open-source boilerplate designed to kickstart AI-powered web projects using Vercel’s AI SDK. It provides pre-built components for chat interfaces, serverless API routes, and agent configuration files. Through a simple file structure, developers define their AI agents, prompts, and model parameters. The template handles authentication, routing, and deployment settings out of the box, enabling rapid iteration. By leveraging ArcadeAI’s APIs, users can integrate generative text, database lookups, and custom business logic. The result is a scalable, maintainable AI website that can be deployed in minutes to Vercel’s edge network.

AI Toolbox maximizes your ChatGPT experience with advanced tools for efficient interaction. Features include conversation management through folders, audio downloads in multiple voices, and a customizable prompt library. Integrated with search functions, multi-language support, media gallery, and optimized sidebar, it elevates productivity. Regular updates and seamless browser integration ensure an enhanced, user-friendly experience for professionals and enthusiasts.