#python

AI-assisted code review prompts by Linux kernel expert Chris Mason speed up Linux kernel and systemd patch reviews. Install easily with bash noscripts, then use slash commands like /kreview or /kdebug in tools like Claude—they auto-load project context, break big diffs into tasks, cut token costs by 40-60%, and catch more bugs. You benefit by reviewing code 30-50% faster, saving money, reducing burnout, and improving quality without replacing human checks. Works with GPT-4, Claude, and more; pairs best with semcode for navigation.

https://github.com/masoncl/review-prompts

#typenoscript #agentic_workflow #ai_agent #ai_runtime #ai_sandbox #claude_code #cli #cloudflare #codex #containers #context_engineer #dev_tools #gemini_cli #react #sandbox #typenoscript

VM0 is a natural language agent that runs workflows automatically 24/7 in secure cloud sandboxes. It offers isolated Claude Code execution, 35,000+ skills for tools like GitHub and Notion, persistent chats with resume/fork options, and full logs/metrics for monitoring. Quick start via `npm install -g @vm0/cli && vm0 onboard` gets you automating in 5 minutes. You benefit by saving hours on repetitive tasks like reports or data syncs, with reliable, observable runs anytime.

https://github.com/vm0-ai/vm0

#python

Agent Skills are reusable packages of instructions, noscripts, and resources that AI agents like Codex can automatically load to complete specific tasks efficiently and consistently. Instead of repeating the same guidance repeatedly, you write a skill once and use it everywhere, which saves time and reduces errors. You can install pre-built skills automatically or create custom ones tailored to your organization's needs, then share them across teams. This modular approach transforms general AI assistants into domain specialists, enabling them to handle complex, specialized workflows reliably without requiring you to provide the same instructions in every conversation.

https://github.com/openai/skills

#c_lang

Shortcircuit XT is a free, open-source sampler plugin in beta from the Surge Synth Team, rebuilt from the classic 2000s Shortcircuit using modern tech. Download nightly builds from GitHub, load WAV/MP3/FLAC/AIF/SF2/SFZ files into zones for round-robin/random/layered playback across 16 parts, add per-zone filters/envelopes/LFOs/processors, and use poly/mono/legato modes with MPE tuning. Join Discord to test, report bugs, or contribute. This gives you pro-level creative sample mangling and synthesis without paying, saving money while future-proofing your sounds via open formats.

https://github.com/surge-synthesizer/shortcircuit-xt

#typenoscript #architecture #architecture_as_code #c4 #diagrams

LikeC4 lets you describe software architecture in simple code files that automatically generate live, up-to-date diagrams you can visualize, collaborate on, and evolve. Inspired by C4 model, it offers flexible custom elements, notations, and nested levels tailored to your needs—run `npx likec4 start` for instant previews via CLI, VSCode extension, or web viewer. You benefit by ending stale docs, ensuring diagrams match your code as the single truth, saving time on manual drawing, enabling easy Git diffs/reviews, and boosting team understanding of complex systems.

https://github.com/likec4/likec4

#python

Claude Code hooks let you control AI coding with 13 events like blocking dangerous tools, validating prompts, adding context, and TTS alerts for tasks. Use UV noscripts for secure logging, sub-agents for team workflows (builder/validator), custom outputs, and status lines. This boosts your productivity by preventing errors, automating reviews, enabling parallel agents, and giving full observability for faster, safer shipping.

https://github.com/disler/claude-code-hooks-mastery

#rust #rust #vpn

ANet is a free Rust-based tool for creating private, secure networks between trusted people using the ASTP protocol with full end-to-end encryption (ChaCha20Poly1305/X25519), resilience to bad connections, noise-like traffic to hide activity, and clients for Linux, Windows, and Android. Build it easily with `cargo build --release`. It lets you connect safely past censorship or blocks, bypassing surveillance for reliable private chats and data sharing with friends.

https://github.com/ZeroTworu/anet

#javanoscript #android #genymobile #gnirehtet #gui #hacktoberfest #hacktoberfest2025 #hacktoberfest2026 #linux #macos #mirroring #recording #scrcpy #scrcpy_engine #scrcpy_gui #screensharing #screenshots #windows

Escrcpy lets you mirror and control your Android device on a computer with low-latency scrcpy tech, plus smart AI commands, multi-device management, wireless links, and automation. Install easily via releases or Homebrew on macOS. This helps you test apps, game smoothly on big screens, manage phones efficiently, and save time without rooting or ads—boosting productivity for developers, gamers, and users.

https://github.com/viarotel-org/escrcpy

#rust

LiteBox is a new open-source Rust library OS from Microsoft that sandboxes apps with a tiny host interface to slash attack risks and boost security. It runs Linux programs on Windows without changes, sandboxes Linux apps better than containers, supports secure tech like SEV-SNP and OP-TEE, and works in kernel or non-kernel setups under MIT license. You gain safer app isolation, easier cross-platform runs, and smaller vulnerability blasts for secure coding, CI jobs, or cloud tasks—while it's evolving, so adapt as it improves.

https://github.com/microsoft/litebox

#python #abliteration #llm #transformer

Heretic is an automated tool that removes safety restrictions from AI language models while preserving their intelligence and capabilities. It uses advanced mathematical techniques called directional ablation to identify and disable the "refusal mechanisms" that prevent models from answering certain questions. The key benefit is that anyone can use it with a simple command—no technical expertise needed. Unlike manual methods that often damage model quality, Heretic achieves the same level of censorship removal with significantly better preservation of the original model's reasoning abilities, as measured by lower KL divergence scores. This means you get an uncensored model that still thinks clearly and produces high-quality responses.

https://github.com/p-e-w/heretic

#typenoscript #penetration_testing #pentesting #security_audit #security_automation #security_tools

Shannon is a free, open-source AI pentester (Lite edition) that autonomously scans your web app's source code, finds vulnerabilities like injections and auth bypasses, then executes real exploits via browser to prove them. Launch with one Docker command using Anthropic API; it delivers pentester-grade reports with copy-paste PoCs in 1-1.5 hours for ~$50. It beat humans with 96% success on benchmarks, finding 20+ critical flaws in OWASP apps. You benefit by testing code daily on non-production setups, closing security gaps from yearly manual pentests, and shipping confidently without hackers striking first.

https://github.com/KeygraphHQ/shannon

#python #agent_skills #ai_agents #antigravity #automation #claude #claude_code #codex #composio #cursor #gemini_cli #mcp #rube #saas #skill #workflow_automation

Claude Skills are customizable workflows that boost productivity on Claude.ai, Claude Code, and API by handling tasks like document editing, code development, data analysis, app automation (emails, Slack, GitHub via Composio's 500+ integrations), and more. Install the connect-apps plugin, add your free Composio API key, and restart to enable real actions across 1000+ apps. This saves time, automates repetitive work, and lets you focus on high-value tasks for faster, consistent results everywhere you use Claude.

https://github.com/ComposioHQ/awesome-claude-skills