GitHub Repo Briefing
reverse-skill
A skill router for authorised reverse engineering and penetration testing that selects tools, bootstraps them when needed, and stores reusable research notes.
A first test
Run it only against a local lab target. Check the selected tool and command before execution, save the evidence, and remove any tool that has a broader scope than the test needs.
TencentDB-Agent-Memory
TencentCloud/TencentDB-Agent-Memory
A self-hosted memory server for agent teams. It turns conversations, documents, and code into Chat Memory, Skills, Wiki, and CodeGraph assets that can be shared by client tools.
A first test
Copy .env.example to .env, run ./start-all.sh, and open localhost:8125. Import one runbook and one codebase, then give a reviewer only the assets it needs.
airllm
A Python inference library that streams large language model layers so models such as 70B can run with less GPU memory than full-model loading.
A first test
Install it and run the smallest documented model example on a test prompt. Measure RAM, VRAM, speed, and model downloads before using it on a constrained machine.
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.
DeepSeek-Reasonix
A terminal coding agent built around DeepSeek models, with a persistent session, prefix-cache handling, extensions, and ACP support.
A first test
Install the CLI and run one read-only task in a disposable repository. Check model configuration, cached files, shell commands, and cancellation before leaving it running.
kaneo
A self-hosted, open-source project-management application with a focused interface for projects, tasks, and team work.
A first test
Start the documented instance and create one test project with two tasks. Check roles, notifications, export, and backup before importing a real project.
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.
invidious
An open-source alternative front end for YouTube that provides a different interface and instance-based deployment model.
A first test
Run a permitted local instance and open one public video. Check playback, search, subscriptions, and instance configuration before relying on a public instance for private use.
openwork
An open-source desktop workspace for sharing AI workflows, skills, MCP connections, and connected services across compatible agents and team members.
A first test
Install it with a test workspace and connect one non-sensitive capability. Use search_capabilities and execute_capability on a harmless action, then review access and sign-in scope.
swarm-forge
A tmux and Git worktree system for coordinating several coding agents with role prompts, branch-specific configurations, and message passing.
A first test
Run the smallest documented pack on a disposable repository. Check each worktree, role prompt, and handoff message, then merge one change manually before scaling the swarm.
skills
Agent skills for Google Cloud and other Google products, including authentication, architecture, data, deployment, and multi-product solution workflows.
A first test
Install one cloud skill with npx skills add google/skills and run it against a test project. Review the commands and IAM scope before allowing it to change cloud resources.
ds4
A native local-inference engine for DeepSeek 4 and related models on Metal, CUDA, and ROCm, with an HTTP server and coding-agent mode.
A first test
Build it on a supported test machine and run the smallest model command. Measure model load, memory, tokens per second, and server access before exposing it to other users.