GitHub Repo Briefing
bitchat
A Bluetooth mesh chat application with an IRC-style interface that can pass messages between nearby devices without a central server.
A first test
Install two test devices and send a short message with Bluetooth permissions visible. Check delivery range, identity, persistence, and metadata before using it for sensitive communication.
buzz
A communication platform from Block for organising conversations and shared work around a common space.
A first test
Create a test workspace with two accounts and send one message. Check roles, notifications, export, and deletion before moving a real team channel.
ego-lite
A local browser for AI agents that can share an existing logged-in browser state with tools such as Codex or Claude Code.
A first test
Use a separate browser profile and a public test site first. Check which cookies and tabs are exposed, then keep all payment and admin accounts out of the shared profile.
i-have-adhd
A coding-agent output skill that asks for concise answers, clear next actions, and less buried information when a task has many details.
A first test
Install it and run the same small task with and without the skill. Compare the location of the answer, risks, and next action, then keep only useful changes in your project instructions.
open-code-review
A code-review system that combines deterministic rules with an LLM agent and reports findings at exact source lines, including rules for common security and correctness issues.
A first test
Run it on a test pull request with one known defect. Compare the line comment with a human review and inspect the configured rules before connecting the service to a live repository.
book-to-skill
A tool that turns a technical book PDF into a Claude Code skill for study, reference, and task support.
A first test
Use a public-domain or permitted PDF and generate one small skill. Check every instruction against the page number it came from before installing it in an agent.
editor
A browser-based editor for creating and sharing 3D architectural projects.
A first test
Open a sample project and change one wall or material. Export or share the result, then check saved coordinates and asset ownership before using it for a client presentation.
jcode
A RAM-efficient coding-agent harness for running an agent from the terminal with a small local footprint.
A first test
Install it with the project script and point it at a disposable clone. Ask for one test-only change, measure memory use, and inspect the diff before any commit step.
GeoLibre
A lightweight, cloud-native GIS platform for viewing and analysing geospatial data in browsers, desktop apps, mobile apps, and Jupyter notebooks.
A first test
Load a small public GeoJSON file and render one layer. Check coordinate reference, feature count, and export output before connecting private location data.
airi
A self-hosted virtual companion with real-time voice chat and optional game control for Minecraft and Factorio.
A first test
Run it with a local model and a test game world. Check microphone, screen, and game permissions, then reset the world before enabling automated actions.
t3code
A control surface with mobile, web, and desktop clients for starting and managing local coding-agent sessions.
A first test
Run it against a disposable repository and complete one read-only task from the web client. Check authentication, local process scope, and session logs before enabling edits.
AI-For-Beginners
A twelve-week, 24-lesson curriculum that teaches core AI concepts with notebooks, explanations, and practical exercises for beginners.
A first test
Choose one lesson, create its environment, and run its notebook from start to finish. Change one input and explain the output before continuing to the next lesson.