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Explore AI, agents, blockchain and crypto through official sources, concrete tasks and practical guides.

EDITORIAL STARTING POINTS

Selected profiles with a clear purpose, supported use cases and source-based guides. Selection is not an execution test or a ranking of project quality.

InfrastructureLocalai

An open-source, self-hosted AI engine and API layer for running models locally across language, vision, voice, image, and video tasks.

Source-based guide available Builder toolsOpenAI Agents SDK

An open-source, MIT-licensed Python framework for building and coordinating multi-agent LLM workflows. It supports configurable agents, tool use, handoffs and tracing.

Source-based guide available InfrastructureLight Protocol

An open-source Rust protocol for ZK compression on Solana. Its stated purpose is to reduce the cost or footprint of Solana state using zero-knowledge compression.

Source-based guide available Builder toolsVelora SDK

An open-source TypeScript SDK for calling the Velora API and accessing aggregated decentralized-exchange liquidity and rates.

Source-based guide available
DOCUMENTED STARTING POINTS

216 projects

Selected for a documented reader task. Source review does not claim an execution test.

AI Models

Mace — Shilin-LU

MACE is an official research implementation of a fine-tuning method that erases multiple concepts from text-to-image diffusion models.

Guide: Set up the core MACE environment
Exchanges & Trading

Mango Money Multiplier

Mango Money Multiplier is an early-stage TypeScript application described as a bot for funding-arbitrage trading on Mango Markets, with a Docker Compose run flow and a separately described pool model that shares fees proportionally with LP-token stakers.

Guide: Prepare the documented Docker Compose run
DeFi

Marginbot

Marginbot is an open-source PHP web application installed on a server that connects to Bitfinex through its API and manages margin-lending offers for one or more accounts.

Guide: Install Marginbot on a server
Multi-Agent Systems

Massgen

MassGen is an open-source Python command-line system that coordinates multiple AI agents on a shared task. Agents work on the full problem, critique and refine responses across cycles, and vote to select a collectively validated answer.

Guide: Install MassGen and create a quickstart configuration
AI Infrastructure & Serving

Megatron Lm

Megatron-LM is an open-source project comprising a reference training example with pre-configured scripts and Megatron Core, a composable library of GPU-optimized transformer training building blocks.

Guide: Install Megatron-LM from a source clone
Developer Tools

Metaplex Anchor NFT

Metaplex Anchor NFT is a Rust example repository that demonstrates building, deploying and testing an Anchor program to mint an NFT on Solana devnet using Metaplex.

Guide: Build, deploy and test the NFT program on devnet
NFTs & Gaming

Metaplex CLI

Metaplex CLI is a Rust command-line tool for creating and managing NFTs through Metaplex programs on Solana.

Guide: Create an NFT with Metaplex CLI
RAG & Knowledge Systems

Mettis

Mettis is a Go-based distributed vector database for indexing documents and retrieving them through proximity-ranked full-text search and HNSW cosine-distance semantic search.

Guide: Start a single-node Mettis instance
AI Models

Mgpt

Mgpt (mGPT) is a multilingual generative pretrained transformer, described as a GPT-3 variant, with model code and weights for text generation and research.

Guide: Generate text from a prompt with Transformers
AI Models

Modern Self-Referential Weight Matrix

Modern Self-Referential Weight Matrix is a public Python research repository implementing neural weight matrices that learn to modify their own weights.

Guide: Set a cache directory for compiled CUDA extensions
AI Models

Monoloco

Monoloco is a Python computer-vision library that uses 2D human pose keypoints to estimate 3D human locations from monocular or stereo images, with workflows for body orientation and social-distancing analysis.

Guide: Install Monoloco and inspect its command options
RAG & Knowledge Systems

Multitype LLM Chat

Multitype LLM Chat is a self-hosted RAG chatbot application that indexes user-provided YouTube videos, PDFs and web links, then uses the indexed content to ground questions answered with GPT models.

Guide: Set up the app locally
AI Models

Neural Image Assessment

Neural Image Assessment is a Python and PyTorch implementation of NIMA, a neural model for estimating image aesthetic quality. It includes scripts to train on the AVA dataset and run inference with a saved model.

Guide: Run inference with a saved NIMA model
AI Models

Neuralkart

Neuralkart is a real-time Mario Kart 64 AI research project. It combines convolutional neural networks with offline search and DAGGER, using Python for model-related scripts and Lua scripts in the BizHawk emulator to interact with the game.

Guide: Set up and run the three-track demo
AI Models

Neurorvq

Neurorvq is a Python research implementation of NeuroRVQ, a multi-scale tokenizer and family of biosignal foundation models.

Guide: Install NeuroRVQ and download EEG model files
NFTs & Gaming

NFT Marketplace — cryptogru725

NFT Marketplace — cryptogru725 is a public, open-source TypeScript and Next.js web application described by its repository as an NFT marketplace on Solana.

Guide: Start the Next.js development server
NFTs & Gaming

Nftpicgen

Nftpicgen is a JavaScript/Node.js project that generates locally saved PNG images from random colored shapes and backgrounds, and includes a ReactJS client that can be started in development mode.

Guide: Install Nftpicgen and generate a PNG
AI APIs & Platforms

Nllb Serve

Nllb Serve is a Python project that runs Meta’s No Language Left Behind translation models behind a web interface and REST API, with a separate command-line tool for batch translation.

Guide: Install Nllb Serve and start its local service