Top 10 repos trending on GitHub this week — what they do, why they matter, and how to use them in your projects.
1. Krishnagangwal/CS-Fundamentals
1,504 stars this week · various
This repo provides a curated collection of CS fundamentals for placement preparation, covering major CS subjects with PDFs, notes, cheatsheets, and interview question banks.
Use case
For a junior developer like Henry, this repo solves the problem of scattered and incomplete study materials for technical interviews. Instead of searching through multiple sources, Henry can use this centralized repository to quickly access comprehensive notes and interview questions for subjects like DSA, Computer Networks, and DBMS.
Why it's trending
This repo is trending because it's the season for campus placements and internship interviews, making it highly relevant for students and junior developers preparing for technical interviews.
How to use it
Clone the repository: git clone https://github.com/Krishnagangwal/CS-Fundamentals.git,Navigate to the specific subject folder you want to study, e.g., cd CS-Fundamentals/DSA,Open the relevant PDFs or notes for study, e.g., open DSA-Notes.pdf,Use the interview question banks to practice and prepare for technical interviews,Refer to the roadmaps and cheatsheets for a structured learning path
How I could use this
- Henry could create a blog series on his website summarizing key concepts from each subject folder, making it a valuable resource for other junior developers.
- Henry could use the interview question banks to build a resume matcher tool that highlights relevant skills and experiences based on common interview questions.
- Henry could integrate the cheatsheets and notes into an AI-powered study assistant that provides personalized learning paths and quizzes based on the user's progress.
2. yynxxxxx/Codex-5.5-codex-instruct-5.5
1,283 stars this week · Python
This repo provides a CLI tool to bypass GPT-5.5's content restrictions in Codex, enabling unrestricted mode for security research and testing.
Use case
For developers and security researchers who need to test the boundaries of AI models without content restrictions, this tool allows them to bypass GPT-5.5's safety filters. For example, a penetration tester can use this to generate SQL injection payloads for testing purposes without being blocked by the AI's safety mechanisms.
Why it's trending
With the recent release of GPT-5.5, researchers and developers are looking for ways to test its limits and capabilities, making this tool highly relevant.
How to use it
Clone the repository: git clone https://github.com/yynxxxxx/Codex-5.5-codex-instruct-5.5.git,Navigate to the directory: cd Codex-5.5-codex-instruct-5.5,Run the script to deploy the unrestricted instructions: python codex-instruct.py,Restart Codex to apply the changes,Test the unrestricted mode by asking Codex a question that would normally be restricted, e.g., 'How to perform SQL injection testing?'
How I could use this
- Henry could write a blog post on 'Ethical AI Testing: Exploring GPT-5.5's Boundaries with Codex-Instruct-5.5,' detailing the tool's use in security research and the ethical considerations involved.
- Henry could integrate this tool into a career-focused project, such as a 'Security Research Assistant' that helps users generate and test security-related queries without restrictions, enhancing their understanding of AI capabilities in security testing.
- Henry could use this tool to build an AI feature in his blog that allows users to explore unrestricted AI responses in a controlled environment, providing insights into how AI models handle different types of queries.
3. mekos2772/ios-location-spoofer
1,241 stars this week · JavaScript
This repo enables iOS location spoofing without jailbreaking by intercepting and modifying Apple's location API responses via proxy tools.
Use case
Developers testing location-based apps (e.g., food delivery or ride-sharing) can simulate GPS coordinates without physical travel. For example, a developer in New York could test how their app behaves when the user appears to be in Tokyo, without needing to travel or use a jailbroken device.
Why it's trending
It's trending because it simplifies location spoofing for iOS, which is typically restrictive, and it supports popular proxy tools like Shadowrocket and Surge, making it accessible to a broader audience.
How to use it
- Install a supported proxy tool (e.g., Shadowrocket or Surge).,2. Enable HTTPS decryption/MITM in the proxy tool and trust the CA certificate on your iOS device.,3. Import the module file (e.g.,
ios-location-spoofer.sgmodulefor Shadowrocket) and enable it.,4. Disconnect and reconnect the VPN, then toggle location services.,5. Open a map app to verify the spoofed location.
How I could use this
- Henry could use this to create a blog post or tutorial on 'How to Test Location-Based Features in Your Next.js App Without Traveling,' showcasing how to integrate this tool into a development workflow.
- For career tools, Henry could build a feature that allows job seekers to simulate being in different locations to test how location affects job listings or remote work opportunities.
- In AI projects, Henry could use this to generate synthetic location data for training models that predict user behavior based on geographic trends, enhancing the AI's adaptability to different regions.
4. Kulaxyz/self-learning-skills
784 stars this week · various
This repo enables AI coding agents to retain and reuse hard-won debugging and operational knowledge across sessions.
Use case
When building an AI-powered blog, Henry might repeatedly debug the same Supabase connection issues or redeploy workflows. This tool captures those solutions automatically, so the AI remembers them next time. For example, if Henry figures out a tricky Next.js API route for fetching blog posts, the AI will note the solution and reuse it in future sessions.
Why it's trending
AI coding assistants like Claude and Cursor are gaining traction, and developers are looking for ways to make them more efficient by retaining contextual knowledge. This repo solves a pain point: AI agents forgetting solutions between sessions.
How to use it
- Clone the repo and integrate it with your AI coding agent (e.g., Claude or Cursor).,2. Configure the agent to read from an
AGENTS.mdor similar instructions file.,3. During a session, when the AI solves a non-trivial problem (e.g., debugging a Supabase query), it will automatically capture the solution in a structured format.,4. The next time the AI encounters a similar issue, it will reference the stored solution instead of starting from scratch.,Example snippet for Cursor setup: Ensure.cursor/rules/learned/exists and the agent is configured to auto-load rules from this directory.
How I could use this
- Henry could use this to build a 'debugging memory' feature for his blog’s AI, where common issues (e.g., Supabase connection errors, Next.js build failures) are automatically documented and reused, reducing repetitive debugging.
- For career tools, Henry could create a 'resume matcher' AI that learns from repeated edits (e.g., formatting tweaks, keyword optimizations) and applies them automatically to future drafts.
- For AI features, Henry could implement a 'content generation memory' where the AI remembers successful blog post structures, SEO optimizations, or audience engagement strategies and reuses them in future drafts.
5. diinki/linux-antiquity
552 stars this week · QML
Linux Antiquity is a visually striking, art-nouveau-inspired Linux theme that enhances desktop aesthetics with customizable widgets and wallpapers.
Use case
This theme solves the problem of bland, generic desktop environments by providing a cohesive, artistic theme that transforms the user interface into a visually appealing workspace. For example, a developer who spends long hours coding can use this theme to create an inspiring and personalized environment that reduces visual fatigue and enhances productivity.
Why it's trending
It's trending due to its unique artistic design and the recent release of a showcase video that highlights its customizable features and aesthetic appeal.
How to use it
Clone the repository: git clone https://github.com/diinki/linux-antiquity.git,Follow the installation instructions in the README to apply the theme to your Linux desktop environment.,Customize the theme using the theme picker and add widgets like the weather widget to your desktop.,Explore the wallpapers repo for additional wallpapers that complement the theme.,Join the Discord community for support and updates.
How I could use this
- Henry could use this theme to create a visually appealing development environment for his blog, making the process of writing and coding more enjoyable and inspiring.
- For career tools, Henry could integrate the theme's aesthetic into his portfolio website, showcasing his ability to create visually appealing and cohesive designs.
- For AI features, Henry could use the theme's artistic elements to inspire the design of AI-generated content, such as creating AI-generated art or visualizations that match the theme's style.
6. TianhangZhuzth/Fundamental-Ava
518 stars this week · Python · ai ai-agents
Ava enables the creation of autonomous, socially intelligent digital agents that can interact and collaborate in a shared environment.
Use case
Ava solves the problem of creating realistic, autonomous digital beings that can interact with each other and their environment in a meaningful way. For example, a developer could use Ava to simulate a virtual community of AI agents that can form relationships, collaborate on tasks, and develop social structures without explicit programming.
Why it's trending
Ava is trending due to the increasing interest in AI agents and the recent advancements in AI technologies that make such simulations more feasible and impactful.
How to use it
Clone the repository: git clone https://github.com/TianhangZhuzth/Fundamental-Ava.git,Install the required dependencies: pip install -r requirements.txt,Run the example simulation: python -m ava.simulation,Customize the agents and environment by modifying the configuration files in the config directory.,Extend the functionality by creating new agent behaviors and interactions in the ava/agents directory.
How I could use this
- Henry could use Ava to create a virtual community of AI bloggers that interact with each other and generate content for his blog, providing a unique and engaging experience for readers.
- Henry could develop a career tool that simulates a network of AI professionals who can provide insights and advice based on their interactions and collaborations, helping users navigate their career paths.
- Henry could integrate Ava into his AI projects to create more realistic and socially intelligent AI agents that can interact with users in a more human-like manner, enhancing the user experience.
7. HUANGCHIHHUNGLeo/claude-real-video
499 stars this week · Python
This repo enables LLMs to analyze videos intelligently by extracting key frames and transcripts locally, solving the problem of static frame sampling.
Use case
When building an AI-powered blog, you might want to summarize or analyze video content without relying on generic transcripts or fixed-interval frame sampling. For example, if Henry wants to create a blog post analyzing a technical talk, this tool can extract the most relevant frames and transcript segments, making it easier for an LLM to generate a detailed summary or insights.
Why it's trending
It's trending because video analysis with LLMs is a hot topic, and this tool offers a local, efficient solution that addresses the limitations of current methods like fixed-interval sampling.
How to use it
Install the package using pip: pip install claude-real-video,Run the tool with a video URL: crv "https://www.youtube.com/watch?v=...",Use the --why flag to focus the analysis: crv "https://youtu.be/..." --why "find the pricing strategy",Access the extracted frames and transcript in the crv-out directory,Integrate the output into your LLM for further analysis or summarization.
How I could use this
- Create a blog feature that automatically generates detailed summaries of technical talks or tutorials, enhancing the blog's educational content.
- Build a career tool that analyzes interview videos, extracting key moments and insights to help users prepare for job interviews.
- Develop an AI feature that allows users to upload videos and get AI-generated insights or summaries, making the blog more interactive and engaging.
8. xuchonglang/investing-for-beginners
457 stars this week · various · chinese cryptocurrency investing options
A Chinese-language investing guide for beginners covering US stocks, options, and cryptocurrency.
Use case
This repo solves the problem of Chinese-speaking beginners lacking structured, accessible investing education. For example, a software developer in China wanting to diversify income but struggling with financial jargon and market mechanics can use this guide to build foundational knowledge before risking capital.
Why it's trending
It's trending due to rising interest in global investing among Chinese tech professionals and the recent volatility in crypto markets, which has increased demand for reliable, localized educational resources.
How to use it
- Visit the official website to explore the structured knowledge framework.,2. Start with the '美股入门' section to understand basic concepts like trading hours, order types, and financial statements.,3. Use the Wiki to dive deeper into specific topics like options pricing or crypto wallet security.,4. Apply the risk management principles to your own investment strategy, such as position sizing and exit conditions.,5. Contribute to the repo by suggesting improvements or adding translations for key terms.
How I could use this
- Henry could integrate this guide into his blog as a 'Finance for Developers' series, translating key concepts into actionable insights for tech professionals looking to invest their savings.
- He could create a career tool that matches financial literacy skills (e.g., understanding options, crypto) with job roles in fintech or blockchain, helping users highlight relevant knowledge on their resumes.
- For AI features, Henry could build a chatbot that uses this guide's content to answer beginner investing questions, leveraging Supabase to store user progress and personalized learning paths.
9. wlzh/dji-4g-vohive-mac
430 stars this week · various
This repo provides a step-by-step guide to modify a DJI 4G module's USB identity on a Mac (Apple Silicon/Intel) using UTM Linux VM, enabling it to work with the VoHive platform for SMS/network/eSIM management.
Use case
Solves the problem of DJI 4G modules not being recognized by generic drivers due to their proprietary USB VID/PID. For example, a developer with a MacBook Pro M3 who wants to use a DJI 4G module for VoHive's SMS and eSIM management but can't due to driver issues.
Why it's trending
Trending due to the increasing popularity of VoHive for SMS and eSIM management, and the need for Mac users to utilize DJI 4G modules with it. The recent release of Apple Silicon Macs has also driven interest in compatible solutions.
How to use it
- Install UTM on your Mac and create a Linux VM (Debian/Ubuntu).,2. Connect the DJI 4G module to your Mac and pass it through to the UTM VM.,3. In the VM, run the following command to install VoHive:,
bash, curl -fsSL https://raw.githubusercontent.com/iniwex5/vohive-release/master/install.sh | bash,,4. Modify the DJI 4G module's USB identity using the provided AT commands in the repo's README.,5. Access the VoHive dashboard athttp://<IP>:7575and start managing SMS, network, and eSIM settings.
How I could use this
- Henry could write a blog post detailing his experience setting up VoHive on his Mac using this guide, highlighting the challenges and solutions for managing SMS and eSIM with DJI 4G modules.
- Henry could create a career tool that uses VoHive's SMS capabilities to send automated follow-up messages to potential employers after job applications, integrating it with his resume matcher.
- Henry could build an AI feature that uses VoHive's eSIM management to dynamically switch network providers based on AI-detected optimal signal strength or cost, enhancing his blog's connectivity features.
10. uzairansaruzi/hermex
413 stars this week · Swift · hermes hermes-agent hermex ios
Hermex is a native iOS app that lets you control a self-hosted AI agent (Hermes) directly from your iPhone, ensuring privacy and full control over your data.
Use case
For developers who want to manage their AI agents on the go without relying on third-party services, Hermex provides a secure and private way to interact with their self-hosted Hermes agent. For example, a developer could use Hermex to manage tasks, skills, and memory of their AI agent while away from their desk, ensuring their data never leaves their own hardware.
Why it's trending
With the recent focus on privacy and self-hosted solutions, Hermex is trending because it offers a native iOS app for managing AI agents without any middleman, aligning with the growing demand for privacy-focused tools.
How to use it
- Set up a Hermes server on your local machine or a cloud instance you control.,2. Download Hermex from the App Store on your iPhone.,3. Configure Hermex to connect to your Hermes server by entering the server URL in the app settings.,4. Use the app to manage tasks, skills, memory, and insights of your Hermes agent directly from your iPhone.
How I could use this
- Henry could write a blog post about setting up a self-hosted AI agent using Hermes and Hermex, highlighting the privacy benefits and providing a step-by-step guide for readers.
- Henry could integrate Hermex into his career tools by creating a skill for his Hermes agent that helps generate personalized cover letters, which he can then manage and refine using Hermex on his iPhone.
- Henry could use Hermex to develop an AI feature for his blog that allows readers to interact with a self-hosted AI agent, providing personalized content recommendations or answering questions, all managed through Hermex.