GitHub Trends

#python

Slime is a high-performance framework for post-training large language models with reinforcement learning (RL). It connects Megatron for fast training and SGLang for data generation, powering top models like GLM-4.7, Qwen3, DeepSeek V3, and Llama 3. You get efficient, flexible RL workflows with customizable data tools, cutting training time and boosting model accuracy for research or production—saving resources while achieving breakthrough results in physics, agents, and code generation.

https://github.com/THUDM/slime

#swift #analysis #analytics #cocoapods #crashlytics #debug #debugger #debugging #hacktoberfest #layout_debugger #leak_detection #log #logs_analysis #networking #performance_analysis #sandbox #swift #swift6 #ui #uikit #view

DebugSwift is a comprehensive toolkit that simplifies debugging for Swift iOS apps by providing real-time monitoring of network requests, performance metrics (CPU, memory, FPS), crash reports, and app resources like keychain and user defaults. It includes interface tools for visualizing layouts with grid overlays and touch indicators, plus memory leak detection and console logging. The main benefit is that you can quickly identify and fix issues during development without leaving your app—just shake your device to toggle the debug panel, making troubleshooting faster and more efficient.

https://github.com/DebugSwift/DebugSwift

#typescript #ai #augmentation #humans #productivity

PAI is open-source Personal AI Infrastructure that builds on tools like Claude Code to create your custom AI assistant. It learns your goals, preferences, and history from files like MISSION.md and GOALS.md, uses modular packs for skills like research or security, and improves via feedback in an Observe-Think-Plan-Execute-Learn loop. Install easily with git clone and a wizard for a full system in minutes. This magnifies your abilities, activates your potential, saves time on repetitive tasks, and makes elite AI accessible to everyone—not just experts—helping you achieve more with less effort.

https://github.com/danielmiessler/Personal_AI_Infrastructure

#typescript #cinny #cinnyapp #client #hacktoberfest #matrix #matrix_client #matrix_org #reactjs

Cinny is a simple, elegant, and secure Matrix messaging client with end-to-end encryption and open-source code. Use the web app at app.cinny.in, download the desktop version, or self-host easily via GitHub releases, Docker, or your webserver for full control. This lets you chat privately and modernly without relying on big tech apps, giving you privacy, customization, and easy setup on your own server for secure, ad-free messaging.

https://github.com/cinnyapp/cinny

#other #apple #awesome #awesome_list #awesome_lists #list #mac #macos

This curated list offers awesome macOS apps for audio, backups, developers, productivity, graphics, and more, including many free and open-source tools like BackgroundMusic, Rectangle, and iTerm2. It helps you discover reliable software to boost efficiency, manage windows, edit images, automate tasks, and set up your Mac quickly. You'll save time finding quality apps, customize your workflow, and enhance performance without trial-and-error.

https://github.com/iCHAIT/awesome-macOS

#python #ai_agents #claude #claude_code #claude_marketplace #claude_skills

Claude Skills offers 66 specialized skills and 9 workflows built for full-stack developers, covering languages, frameworks, DevOps, security, and more. Install easily with `/plugin marketplace add jeffallan/claude-skills` then `/plugin install fullstack-dev-skills@jeffallan`. Skills activate automatically for tasks like JWT auth in NestJS or React components, using context engineering and multi-skill combos for complex projects. This boosts your coding speed, ensures best practices, cuts errors, and streamlines full development—from features to deployment—saving hours daily.

https://github.com/Jeffallan/claude-skills

#mdx

This free interactive course teaches Product Managers to use Claude Code for daily tasks like processing notes, writing PRDs, analyzing data, and strategy planning through hands-on modules (4-6 hours). Clone the repo, run `claude`, and follow guided lessons with agents and file tools—no setup needed yet. You'll work faster, get instant multi-perspective feedback, and boost productivity without quality loss.

https://github.com/carlvellotti/claude-code-pm-course

#python #ai #claude #gemini #llama #llm #openai

You can access powerful AI language models for free or with trial credits through multiple legitimate platforms. Services like OpenRouter, Google AI Studio, Groq, and Mistral offer free tiers with varying request limits, while others like Fireworks, Baseten, and Inference.net provide trial credits ranging from $1 to $30. These platforms support diverse models including Llama, Gemma, Qwen, and DeepSeek, enabling you to build and test AI applications without upfront costs. The benefit is clear: you can prototype, develop, and deploy AI-powered features while managing your budget effectively, with options to scale up as your needs grow.

https://github.com/cheahjs/free-llm-api-resources

#go #actions #cai #ci #claude_code #codex #copilot #gh_extension #github_actions

GitHub Agentic Workflows let you write simple markdown instructions in natural language to automate repo tasks like triaging issues, fixing CI failures, generating reports, and improving code—running safely as GitHub Actions with AI like Copilot or Claude. Strong guardrails ensure read-only access by default, sandboxed execution, and human-reviewed outputs via pull requests. This saves you time on repetitive work, boosts efficiency with adaptive AI decisions, and keeps everything secure without complex YAML coding.

https://github.com/github/gh-aw

#rust

Monty is a minimal, secure Python interpreter in Rust that safely runs AI-generated code in your agents. It starts in under 1 microsecond, blocks host access to files, network, and env vars (only via your controlled functions), and supports type checking, resource limits, and snapshotting to pause/resume execution. This lets you skip slow, complex containers, making AI agents run faster, cheaper, and more reliably without security risks.

https://github.com/pydantic/monty

#shell #automation #docker #hacktoberfest #home #iot

Home Assistant apps extend your smart home setup with tools like MQTT brokers, MariaDB databases, Duck DNS for secure remote access, file editors, Samba sharing, Zigbee/Z-Wave controllers, and more, all installed easily via the frontend. This benefits you by unifying device control in one app for powerful local automations, better privacy without cloud reliance, no subscriptions, and flexibility across brands—simplifying management even if internet fails.

https://github.com/home-assistant/addons

#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

#typescript #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 #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

#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

#javascript #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 #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

#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 scripts 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

#typescript #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

#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