KoG Playground is an open-source, browser-based platform designed to simplify the development of retrieval-augmented generation (RAG) agents. It connects to popular vector stores like Pinecone or FAISS, allowing users to ingest text corpora, compute embeddings, and configure retrieval pipelines visually. The interface offers modular components to define prompt templates, LLM backends (OpenAI, Hugging Face), and chain handlers. Real-time logs display token usage and latency metrics for each API call, helping optimize performance and cost. Users can adjust similarity thresholds, re-ranking algorithms, and result fusion strategies on the fly, then export their configuration as code snippets or reproducible projects. KoG Playground streamlines prototyping for knowledge-driven chatbots, semantic search applications, and custom AI assistants with minimal coding overhead.

Butterfish is a versatile command line tool that enhances your shell environment with AI capabilities. It supports prompting LLMs (Large Language Models), summarizing files, and managing embeddings all from the command line. Ideal for developers and data scientists, Butterfish integrates seamlessly with existing workflows, allowing you to leverage the power of AI without leaving your terminal. Whether you need to generate code, get suggestions, or manage data, Butterfish provides a cohesive set of tools to enhance your command line experience.