GitHub Repo Briefing
codegraph
A local code knowledge graph that indexes a repository, syncs after code changes, and serves context to coding agents through CLI and MCP clients.
A first test
Run codegraph init in a disposable clone and index one module. Ask for a caller list, compare it with the language tools, and check what files the agent can read before enabling edits.
openhuman
A local-first personal AI system that combines memory, agent orchestration, workflows, and deep research in one desktop application.
A first test
Install it without personal data and run one research task using public sources. Inspect the memory store and outbound requests before importing notes or connecting accounts.
academic-research-skills
Imbad0202/academic-research-skills
A Claude Code skill workflow for academic research: plan the question, gather sources, write, review, revise, and finalize with a human in the loop.
A first test
Install it and run /ars-plan for one narrow question. Check the source list and claims after each stage; do not accept a final draft that lacks evidence for a key statement.
RuView
A WiFi-sensing system that estimates presence, movement, and some vital-sign signals from radio data without using a camera.
A first test
Run ruview doctor and ruview verify in a test room. Compare the output with a known movement test and treat any health-related signal as experimental, not a medical measurement.
agentmemory
A persistent memory service for coding agents and MCP clients. It stores project context and exposes a demo server for checking how memory is added and retrieved.
A first test
Run the setup and agentmemory demo --serve in a disposable project. Store one fact, retrieve it in a new session, and verify the record before adding private notes.
supertonic
An ONNX text-to-speech engine that runs on-device and supports multilingual speech generation across 31 languages.
A first test
Install it with pip install supertonic and synthesize one short sentence in two languages. Check latency, voice quality, output format, and whether the model runs without a network call.
CloakBrowser
A source-patched Chromium build intended as a drop-in Playwright or Puppeteer browser for controlled browser testing and automation.
A first test
Run the supplied browser example against a local test page. Review the security, compliance, and site terms first; do not use it to bypass access controls or anti-abuse systems.
ViMax
An agentic video-generation workflow that separates director, screenwriter, producer, and video-generator roles before producing a video.
A first test
Run one short prompt with test media and save each stage's output. Check the script, asset sources, and final edit before using the video in a public channel.
12-factor-agents
A set of engineering principles and examples for building reliable LLM applications, including explicit context, control flow, tools, and human approval.
A first test
Choose one principle and apply it to a small agent. Add a test that proves the agent pauses or fails at the required boundary instead of relying on a prompt alone.
ai-engineering-from-scratch
rohitg00/ai-engineering-from-scratch
A hands-on course that teaches AI engineering by building and shipping small projects with an agent as a tutor.
A first test
Install its skills and run /start-learning for one topic. Make the smallest exercise yourself, run its test, and record what you changed before asking the agent for the next lesson.
easy-vibe
A step-by-step course for beginners who want to build modern software with AI-assisted development and ship working projects.
A first test
Start one lesson in a clean project and complete its exercise without skipping the verification step. Keep the generated code only after you can explain its entry point and test.
Understand-Anything
A coding-agent plugin that analyzes a repository into an interactive knowledge graph, dashboard, and searchable explanations.
A first test
Install it in a disposable clone and run /understand. Compare one graph relationship with the source code, then use /understand-diff before accepting a change.