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GeezerVison is showing github.com β€” JustVugg - Overview

@JustVugg JustVugg Follow
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@JustVugg
JustVugg
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Vincenzo Fornaro JustVugg

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Founder of Colibrì a tiny engine, immense model for affordable hardware.
2.4k followers Β· 39 following
  • @justvugg
  • https://huggingface.co/Justvugg
  • in/vincenzo-fornaro-a603721bb
  • https://buymeacoffee.com/justvugg

Achievements

Achievement: Pull Sharkx3Achievement: Pair Extraordinairex4Achievement: QuickdrawAchievement: Starstruckx4Achievement: Arctic Code Vault Contributor

Achievements

Achievement: Pull Sharkx3Achievement: Pair Extraordinairex4Achievement: QuickdrawAchievement: Starstruckx4Achievement: Arctic Code Vault Contributor

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@snmpware @llm-use
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JustVugg/README.md

Hi, I'm Vincenzo πŸ‘‹

Python C++ Go JavaScript Bash

Welcome to my GitHub profile!
Here you'll find all my public repositories with direct links.

Featured Projects

  • flint – Help AI agents use fewer tokens and keep more useful context. Reversible code, JSON and text compression, persistent memory, focused reads and version-aware edits.
  • flappybri – FlappyBri: colibri's hummingbird game, played live by a decision model through POST /v1/systemone.
  • anybridge – Any website, within reach of any agent. Captures a site's native WebMCP tools and generates the bridge from the live DOM when there are none, exposing both over MCP to Claude Code, Codex and any MCP client.
  • openvurp – A wallet of AI agents that use real tools and ask each other when a question isn't theirs. Runs on your computer; the model is your choice, local or not.
  • lumabri – Run huge MoE models from a swarm of peers, with the colibri engine. Pure C.
  • mnem – Memory as state, not search β€” deterministic, dependency-free memory for AI agents. The memory lives in a Markdown file.
  • colibri – Run frontier MoE models on hardware you already own β€” pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦.
  • nalo – Open-source Durable Objects for live applications.
  • nanoeuler – GPT-2-style LLM built from scratch in C/CUDA with hand-written backprop, BPE tokenizer, FlashAttention, pretraining, and SFT.
  • loomabase – Production-oriented offline-first synchronization engine for SQLite and PostgreSQL, built in Rust with column-level CRDTs, authoritative partial replicas, and secure multi- tenancy.
  • agentmw – Open-source middleware for AI agents β€” catches mid-run failures, compresses stale context, and grows a reasoning library across runs. Any model, any framework.
  • judicex – Open-source Legal AI workspace for evidence-grounded legal drafting, matter analysis and verifiable answers.
  • tools-factory – From any API surface to verified local agent tools: Go CLI + MCP + skills + SQLite + policy + proofs.
  • praxos – MCP-powered memory, policy, and experience layer for safer AI agents.
  • cli-use – Turn any MCP server into a CLI in one command.
  • tuneforge – An MCP server for dataset generation, fine-tuning, RL, and evaluation of LLMs β€” directly from your coding agent.
  • distillery – Turn documents into high-quality instruction datasets with grounding, quality filtering, deduplication, and provenance.
  • DBCLI – Lightweight, agent-optimized database CLI with one-shot schema introspection, column profiling, and ERD generation.
  • llm-use – About LLM orchestration toolkit for agent workflows: planner + workers + synthesis, optional router (LLM + learned fallback), supports OpenAI/Anthropic/Ollama/llama.cpp, real scraping with caching, MCP server integration, and a TUI chat UI.
  • coocon – A hardened local code runner with predictable limits, clean UX, and an agent‑friendly API for executing snippets without heavy infrastructure.
  • snmpy – Pure Python SNMP library with full v1/v2c/v3 support, authentication, encryption, and UPS monitoring capabilities. Zero dependencies for core functionality.
  • snmp-browser – A cross-platform SNMP browser application with GUI for network device management and monitoring.
  • gonk – Ultra-lightweight, edge-native API Gateway written in Go.
  • Mqttcpp – A lightweight and fast C++ library for building MQTT clients and brokers, with support for QoS, authentication, security, persistence, and user/session management.
  • Wiredigg – Comprehensive network analysis tool with advanced security features designed for network administrators, security professionals, and IT enthusiasts. It provides real-time packet capture, protocol analysis, anomaly detection, and threat identification capabilities in a modern, user-friendly interface.

Contact

  • πŸ’¬ Twitter / X: @justvugg

Pinned Loading

  1. colibri colibri Public

    A hierarchical inference engine for frontier MoE models: hot experts on the GPU (CUDA, Vulkan), warm ones in RAM, cold ones streamed from NVMe. Written in C, runs on the hardware you already own.

    C 50.2k 5.9k

  2. lumabri lumabri Public

    Run large AI models across your computers and servers. Powered by Colibri. Pure C.

    C 221 30

  3. flint flint Public

    Help AI agents use fewer tokens and keep more useful context. Reversible code, JSON and text compression, persistent memory, focused reads and version-aware edits.

    Python 11 1

  4. openvurp/openvurp openvurp/openvurp Public

    A wallet of AI agents that use real tools and ask each other when a question isn't theirs. Runs on your computer; the model is your choice, local or not.

    Python 35 2

  5. anybridge anybridge Public

    Any website, within reach of any agent. Captures a site's native WebMCP tools and generates the bridge from the live DOM when there are none, exposing both over MCP to Claude Code, Codex and any MC…

    Python 26 6

  6. gonk gonk Public

    Ultra-lightweight, edge-native API Gateway for Go

    Go 69 7

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