Top 10 repos trending on GitHub this week — what they do, why they matter, and how to use them in your projects.
1. deepseek-ai/DeepSpec
3,620 stars this week · Python
DeepSpec is a full-stack toolkit for training and evaluating speculative decoding algorithms, which can significantly speed up large language model inference.
Use case
DeepSpec solves the problem of slow inference speeds in large language models by implementing speculative decoding, which predicts multiple tokens ahead and verifies them in parallel. For example, if Henry's blog uses a large language model for generating content, DeepSpec can reduce the latency, making the blog more responsive and improving user experience.
Why it's trending
Speculative decoding is gaining attention as a method to optimize LLM inference, and DeepSpec provides a comprehensive, ready-to-use implementation that researchers and developers can leverage immediately.
How to use it
- Install the Python dependencies:,
bash,python -m pip install -r requirements.txt,,2. Prepare the data by following the steps in scripts/data/README.md.,3. Train a draft model using the provided script:,bash,bash scripts/train/train.sh,,4. Evaluate the trained model:,bash,bash scripts/eval/eval.sh,
How I could use this
- Henry could use DeepSpec to optimize the inference speed of the language model powering his blog's content generation, making the blog more responsive and improving user engagement.
- For career tools, Henry could integrate DeepSpec into a resume matcher that uses a large language model to analyze and match resumes with job descriptions, reducing the time taken for each match and improving the tool's efficiency.
- In AI features, Henry could use DeepSpec to enhance the performance of a real-time chatbot on his blog, enabling faster responses and a smoother user experience.
2. bozhouDev/codex-orange-book
2,345 stars this week · HTML
This repo is a comprehensive, unofficial guide to using Codex, OpenAI's AI-powered coding tool, with practical examples and workflows.
Use case
It solves the problem of developers struggling to integrate AI-powered coding tools into their workflows by providing a detailed, step-by-step guide. For example, a developer wanting to use Codex for automating repetitive coding tasks can refer to this guide for setup, configuration, and real-world use cases.
Why it's trending
It's trending because Codex is gaining traction among developers for its AI-powered coding capabilities, and this guide offers a much-needed resource for practical implementation.
How to use it
- Download the PDF or read the guide online at https://vink567.github.io/codex-orange-book/,2. Follow the installation and setup instructions for Codex App, CLI, or IDE Extension based on your preference.,3. Explore the core functionalities like automation, plugins, and skills with the provided examples.,4. Implement the standard workflows and real-world case studies in your projects.,5. Refer to the appendix for third-party model integrations if needed.
How I could use this
- Henry could create a series of blog posts or tutorials on his blog, detailing how to use Codex for various tasks, using this guide as a reference. This would attract developers looking to integrate AI into their workflows.
- He could develop a career tool that uses Codex to automate the generation of personalized cover letters or resume updates, leveraging the skills and automation features detailed in the guide.
- Henry could integrate Codex into his blog's backend to automate content generation or moderation, using the guide's real-world examples as a starting point.
3. Yu9191/wloc
1,456 stars this week · JavaScript
This repo modifies Apple's network location services to enable virtual GPS spoofing on iOS devices, useful for testing location-based apps or privacy protection.
Use case
Developers testing location-based features (e.g., food delivery apps, geofencing) can simulate different 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.
Why it's trending
With increased remote work and global app development, tools that simulate location changes are in high demand. This repo's support for popular proxy tools like Surge and Quantumult X makes it accessible to a broad audience.
How to use it
- Install a supported proxy tool (e.g., Surge, Quantumult X).,2. Subscribe to the appropriate module URL from the repo (e.g., for Surge:
https://raw.githubusercontent.com/Yu9191/wloc/refs/heads/main/modules/wloc.sgmodule).,3. Enable the module in your proxy tool and trust thegs-loc.apple.comdomain.,4. Use the provided shortcuts to set or clear your virtual location. For example, open Apple Maps, long-press to select a location, share it, and choose the 'wloc 设置地理位置' shortcut.,5. Verify the location change in apps that use GPS data.
How I could use this
- Henry could integrate this into his blog to create a tutorial on testing location-based features in Next.js apps, showcasing how to use this tool for development.
- For career tools, Henry could build a feature that allows users to simulate job locations for remote work applications, helping them test how their resume or cover letter performs in different regions.
- In AI projects, Henry could use this to train location-aware AI models by feeding them varied GPS data without physical travel, enhancing the model's robustness.
4. Krishnagangwal/CS-Fundamentals
939 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. It consolidates essential CS topics into one place, making it easier to prepare for interviews without having to search for resources across multiple platforms.
Why it's trending
It's trending because it's a comprehensive, one-stop resource for CS fundamentals, which is particularly useful for students and junior developers preparing for technical interviews and placements.
How to use it
Clone the repository to your local machine using git clone https://github.com/Krishnagangwal/CS-Fundamentals.git.,Navigate to the specific topic you want to study, e.g., cd CS-Fundamentals/DBMS-and-SQL/.,Open the relevant PDF or markdown file to start studying, e.g., open DBMS-Handwritten-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 and quick revisions.
How I could use this
- Henry could create a series of blog posts summarizing key concepts from each topic, making it easier for other junior developers to grasp fundamental CS concepts quickly.
- He could develop a career tool that matches resume keywords with the most relevant interview questions from this repo, helping users tailor their preparation.
- Henry could build an AI-powered quiz system that generates practice questions based on the materials in this repo, providing personalized study recommendations based on user performance.
5. winsznx/theeleven
714 stars this week · TypeScript · ai-agents defi eip-3009 erc-8257
This repo enables autonomous AI agents to create live football prediction markets on X Layer using Uniswap v4 hooks and gasless USDT0 staking.
Use case
The Eleven solves the problem of creating dynamic, real-time prediction markets for live football events. For example, during a match, AI agents can autonomously open markets for specific events like 'next goal scorer' or 'next team to commit a foul,' allowing users to stake predictions without worrying about gas fees.
Why it's trending
It's trending due to the upcoming 2026 World Cup and the recent OKX X Layer hackathon, which has brought attention to innovative uses of Uniswap v4 hooks and gasless transactions.
How to use it
- Clone the repository and install dependencies:
git clone https://github.com/winsznx/theeleven.git && cd theeleven && npm install,2. Set up your environment variables for X Layer and USDT0 in the.envfile.,3. Deploy the PropMarketHook contract using Foundry:forge script script/Deploy.s.sol:Deploy --rpc-url $X_LAYER_RPC_URL --private-key $PRIVATE_KEY --broadcast,4. Integrate the AI agents with your data feed for live football events.,5. Use the dApp interface to interact with the prediction markets:npm run dev
How I could use this
- Henry could create a blog post series on 'Building Autonomous AI Agents for Sports Prediction Markets,' detailing the integration of AI with blockchain technology.
- For career tools, Henry could develop a 'Sports Analytics Portfolio Tracker' that uses similar AI agents to track and predict career moves for athletes, providing insights for recruiters and agents.
- For AI features, Henry could implement a 'Live Event Prediction Bot' in his blog that uses AI to predict outcomes of various events (not just sports) and allows users to stake predictions, enhancing user engagement.
6. benchflow-ai/awesome-evals
586 stars this week · various · agent-evaluation ai-agents awesome awesome-list
This repo is a meticulously curated, non-BS library of resources for building and evaluating AI agents, solving the problem of finding reliable and high-quality information in the crowded AI space.
Use case
When building an AI-powered personal blog, Henry needs to ensure the AI agents he integrates are reliable and performant. This repo provides a vetted collection of resources to evaluate AI agents effectively. For example, if Henry wants to add an AI agent that suggests blog topics based on user interests, he can use the benchmarks and evaluation tools from this repo to ensure the agent's suggestions are relevant and high-quality.
Why it's trending
It's trending because the AI agent space is rapidly evolving, and developers need reliable resources to keep up with the latest and most effective evaluation techniques and tools.
How to use it
- Clone the repository:
git clone https://github.com/benchflow-ai/awesome-evals.git,2. Navigate to thePATTERNS.mdfile for real, runnable code examples.,3. Explore thenotes/directory for deep reading notes on various topics.,4. Use the curated links in the README to find specific resources, such as benchmarks or evaluation tools.,5. Integrate the evaluation techniques and tools into your AI agent development workflow.
How I could use this
- Henry could write a blog post series on 'Evaluating AI Agents for Personal Blogs,' using resources from this repo to demonstrate different evaluation techniques and their importance.
- Henry could build a career tool that evaluates the effectiveness of AI-generated cover letters by using the benchmarks and evaluation tools from this repo to ensure the letters are tailored and impactful.
- Henry could integrate an AI feature in his blog that evaluates and improves user-generated content, such as comments or guest posts, using the evaluation techniques and tools from this repo to maintain high-quality content.
7. AlexandrosGounis/pdfx
552 stars this week · TypeScript
PDFx extends standard PDFs to bundle multiple documents into a single file while maintaining backward compatibility.
Use case
PDFx solves the problem of managing multiple related PDF documents by combining them into a single file, making it easier to share and organize collections of documents. For example, a researcher can bundle multiple research papers into one PDFx file for easier distribution and organization.
Why it's trending
PDFx is trending because it offers a simple yet powerful solution for managing multiple PDFs, which is a common pain point for many professionals. Its recent release and the novelty of its approach have caught the attention of the developer community.
How to use it
- Clone the repository:
git clone https://github.com/AlexandrosGounis/pdfx.git,2. Install dependencies:yarn,3. Run the application in development mode:yarn dev,4. Drag and drop.pdfor.pdfxfiles into the viewer.,5. Reorder or remove documents as needed and export the combined file.
How I could use this
- Henry could use PDFx to bundle multiple blog posts or articles into a single PDFx file, making it easier for readers to download and read multiple posts at once.
- For career tools, Henry could create a PDFx file containing his resume, cover letter, and portfolio samples, making it easier to share his complete application package with potential employers.
- In AI projects, Henry could use PDFx to bundle multiple research papers or documentation files into a single file, simplifying the process of feeding large amounts of text data into AI models for training or analysis.
8. baairon/torlink
469 stars this week · TypeScript · downloader magnet-links p2p torrent
torlink is a terminal-based torrent client that simplifies finding and downloading torrents with zero setup.
Use case
torlink solves the problem of navigating through unreliable torrent sites filled with ads and fake download buttons. For example, a developer looking for a specific software version can quickly search and download it directly from the terminal without dealing with intrusive web interfaces.
Why it's trending
It's trending because it offers a streamlined, ad-free experience for torrenting, which is increasingly valuable as traditional torrent sites become more cluttered with ads and malicious content.
How to use it
Install Node.js from nodejs.org.,Open your terminal.,Run the following command to start torlink:,sh,npx torlnk,,Use the search bar to find torrents, arrow keys to navigate results, and press 'd' to download.
How I could use this
- Henry could integrate torlink into his blog to allow users to download large files, such as project templates or datasets, directly from the terminal, enhancing the user experience for technical readers.
- For career tools, Henry could create a script that uses torlink to download resume templates or cover letter samples, making it easy for users to access these resources without leaving the terminal.
- Henry could build an AI feature that automatically searches and downloads relevant torrents based on user queries, such as finding specific software versions or datasets for AI training, and integrates this into his blog's AI-powered tools.
9. yynxxxxx/Codex-5.5-codex-instruct-5.5
443 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
Security researchers and developers often face limitations when testing AI models for vulnerabilities or specific use cases. This tool allows them to bypass these restrictions, enabling comprehensive testing of SQL injection, penetration testing, and other security scenarios. For example, a developer can now directly ask the model for SQL injection methodologies without being blocked by safety filters.
Why it's trending
With the release of GPT-5.5, developers are looking for ways to test the boundaries and capabilities of the new model, making this tool particularly relevant for those needing unrestricted access.
How to use it
- Clone the repository:
git clone https://github.com/yynxxxxx/Codex-5.5-codex-instruct-5.5.git,2. Navigate to the directory:cd Codex-5.5-codex-instruct-5.5,3. Run the script to deploy the unrestricted instructions:python codex-instruct.py,4. Restart Codex to apply the changes.,5. Test the unrestricted mode by asking a previously restricted question, e.g., '如何对目标进行 SQL 注入测试？'
How I could use this
- Henry could use this tool to create a series of blog posts demonstrating security testing techniques, showing how to bypass AI restrictions for educational purposes.
- For career tools, Henry could develop a resume matcher that tests the limits of AI in parsing and matching job descriptions with candidate resumes, providing more accurate and unrestricted feedback.
- In AI features, Henry could integrate this tool to allow users to explore creative writing or content generation without the usual restrictions, enabling more diverse and imaginative outputs.
10. Pluviobyte/video-production-skills
427 stars this week · Python
This repo provides reusable AI video production skills for creating, recreating, and quality-checking videos, solving the problem of repetitive video production tasks.
Use case
Henry can use this to automate the creation of consistent video content for his blog, such as generating dark-themed SaaS product videos or black-and-white text openers for tutorials. For example, if Henry wants to create a series of AI tool tutorials, he can use the black-white-text-opener skill to generate consistent, professional-looking openers for each video.
Why it's trending
It's trending because AI-generated video content is becoming increasingly popular, and this repo offers a practical, reusable solution for common video production tasks.
How to use it
- Clone the repository:
git clone https://github.com/Pluviobyte/video-production-skills.git,2. Navigate to the skill you want to use, e.g.,cd video-production-skills/black-white-text-opener,3. Install the skill in your AI coding agent (e.g., Cursor) by following the agent's specific skill installation instructions.,4. Use the skill in your project. For example, to generate a black-and-white text opener, you might use a command like:generate_opener --text "Welcome to my AI tutorial" --output opener.mp4,5. Review the generated video and make any necessary adjustments.
How I could use this
- Henry could use the
dark-saas-magic-videoskill to create a series of dark-themed videos showcasing different AI tools, enhancing the visual appeal of his blog posts. - For his career tools, Henry could use the
reference-video-replica-qcskill to ensure consistency in video quality across his portfolio, making his work look more professional. - Henry could integrate these video production skills into an AI feature on his blog that allows users to generate custom video openers or tutorials, increasing user engagement.