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Swarms Tools provides a vast array of pre-built tools for your agents, MCP servers, and multi-agent systems.

A modular backend framework for building AI chat applications powered by large language models (LLMs)

🚀 Lightweight Python library for building production LLM applications with smart context management and automatic token optimization. Save 10-20% on API costs while fitting RAG docs, chat history, and prompts into your token budget.

Scene-Based Generative Agent

Teach a chatbot to be a bookworm with Langchain and OpenAI's GPT-3.5 language model. Get answers to all your burning questions straight from the pages of a PDF!

LLM conversation agent to control your devices in Home Assistant

🚀 A simple, modern, full-stack toolkit for Python 🐍

A TypeScript client for running flows via the Langflow API

It shows a korean chatbot using LangChain based on Llama3

Dynamic-QR: Cost Effective Way To Ditch Paid QR Codes Forever!

real time japanese speech recognition translator using wav2vec2

A re-implementation of the "Extracting Training Data from Large Language Models" paper by Carlini et al., 2020

The first large-scale summarization corpus for the Indonesian language. AACL 2020.

Custom model training using modern architectures. 4-bit QLoRA fine-tuning pipeline for LLaMA 3 8B with production-grade optimization. Memory-efficient training on consumer GPUs. Published adapter on HuggingFace. From training pipeline to deployed model.

This is a fun Python project that allows you to chat with a chatbot about the PDF you uploaded. and generate a PDF transcript of the conversation. The project is built using Python and Streamlit framework.

Abstractive text summarization by fine-tuning seq2seq models.

Claude Skills for connecting Claude.ai to local Weaviate vector databases - manage collections, ingest data, and query with RAG

x0-GPT is an advanced AI-powered tool that enables you to interact seamlessly with any website or document (including PDFs) using natural language. Whether you're looking to extract specific data, automate tasks, or gain insights, x0-GPT makes it possible with ease. Best of all, it's free and accessible to everyone.

Agent skill that teaches LLMs to operate Milvus vector database using pymilvus — connection, collections, vector CRUD, search, hybrid search, full-text search, indexing, RBAC, and common patterns like RAG

Native AI inference for PHP 8.3+ - run ONNX, GGUF (llama.cpp) and RubixML models directly in your PHP process via FFI. Chat, streaming, embeddings, RAG and vector search. No Python, no HTTP microservices, no Docker sidecars.