GitHub Trends

#python#agents#document_search#evaluation#guardrails#llms#optimization#prompts#rag#vector_stores Ragbits is a tool that helps build and deploy GenAI applications quickly. It offers features like swapping between many language models, ensuring safe interactions with these models, and connecting to various data storage systems. Ragbits also includes tools for managing data and testing prompts, making it easier to develop reliable AI applications. This helps users create more accurate and efficient AI systems by integrating the latest data and reducing errors. Overall, Ragbits makes it faster and more efficient to develop and deploy AI applications. https://github.com/deepsense-ai/ragbits

#typescript#assistant#chatbot#knowledge_base#llm#markdown#nextjs#note_taking#notes_app#openai#rag#tauri#webdav NoteGen is a helpful tool for taking notes. It works on many devices like Mac, Windows, and Linux, and will soon work on iOS and Android. It uses AI to help you organize your recordings into readable notes. You can record audio, take screenshots, and add text or images to your notes. NoteGen also supports Markdown, which makes it easy to format your notes. It helps you save time by automatically organizing your recordings and allows you to use AI models like ChatGPT for assistance. This makes it easier to write and manage your notes efficiently. https://github.com/codexu/note-gen

#cplusplus#arducopter#ardupilot#arduplane#ardurover#ardusub#autopilot#auv#copter#drone#dronekit#mavlink#plane#robotics#ros#rov#rover#sub#uas#uav#ugv ArduPilot is a powerful and open-source autopilot system that can control many types of vehicles, including drones, planes, helicopters, and even submarines. It offers features like autonomous flight modes, programmable missions, and support for various sensors and communication systems. This system is highly reliable and customizable, making it beneficial for users who need advanced control over their vehicles. It also has a strong community and extensive documentation, which helps users learn and improve their projects. https://github.com/ArduPilot/ardupilot

#ruby The Model Context Protocol (MCP) is a way to connect AI systems with other tools and data sources securely. It helps developers build AI applications that can interact with external systems more easily. MCP uses a client-server model, allowing AI models to dynamically find and use tools without needing specific code for each integration. This makes it easier to develop and integrate AI applications, reducing the complexity and time needed for setup. Users benefit from more flexible and powerful AI tools that can work with various systems seamlessly. https://github.com/modelcontextprotocol/ruby-sdk

#python#agents#ai#ai_agents#llm#llms#mcp#model_context_protocol#python The Model Context Protocol (MCP) is a standard way for AI agents to connect with different tools and data sources, making it much easier to build powerful AI applications without writing custom code for each integration[2][5]. The mcp-agent framework uses MCP to let you quickly create agents that can do things like read files, fetch web pages, or manage emails, and you can combine these agents in flexible ways to handle complex tasks. This means you can focus on what you want your AI to do, while mcp-agent takes care of connecting to the right tools and managing the workflow, saving you time and effort[3][5]. https://github.com/lastmile-ai/mcp-agent

#kotlin#compiler#markdown#markdown_parser#markup_language#paper#pdf#presentations#programming_language#scripting_language#slides#typesetting#typesetting_system Quarkdown is a powerful tool that helps you write and format documents using Markdown. It allows you to create complex content with functions and variables, making it more versatile than regular Markdown. You can easily compile your work into print-ready books or interactive presentations. Quarkdown supports exporting to HTML and PDF, and it includes features like live preview, which helps you see changes as you make them. This makes it easier to ensure your document looks exactly how you want it to. https://github.com/iamgio/quarkdown

#python#ai#ai_agents#ai_memory#cognitive_architecture#cognitive_memory#contributions_welcome#good_first_issue#good_first_pr#graph_database#graph_rag#graphrag#help_wanted#knowledge#knowledge_graph#neo4j#open_source#openai#rag#vector_database Cognee is an open-source AI memory engine that helps improve how AI systems understand and process data. It mimics human cognitive processes, creating "memories" from various data types like text and images. This enhances the accuracy of large language models (LLMs) and allows them to recall past interactions and documents. Cognee is scalable, cost-effective, and integrates easily with existing systems, making it a valuable tool for developers seeking to boost AI performance without relying on expensive APIs. https://github.com/topoteretes/cognee

#typescript#aurelia#cross_platform#csharp#database#desktop#dotnet#editor#electron#ide#linux#macos#playground#roslyn#tauri#windows NetPad is a tool that lets you write and run C# code easily without creating projects. It helps you prototype, test code, visualize data, and query databases. You can use it to learn C# or experiment with new features. NetPad is available on Windows, macOS, and Linux, making it useful for developers across different platforms. It offers features like code completion, syntax highlighting, and the ability to add NuGet packages, making coding more efficient and accessible. https://github.com/tareqimbasher/NetPad

#go#golang#mesh#mesh_networks#nat_traversal#netbird#vpn#wireguard#wireguard_vpn#wiretrustee#zero_trust_network_access NetBird lets you quickly set up a secure private network for your organization or home without needing to configure complex firewall rules, open ports, or manage VPN gateways. It uses direct peer-to-peer connections based on WireGuard, so your devices connect to each other securely and efficiently, bypassing the need for a central server. You get strong security with features like access control, activity logging, and support for single sign-on, all managed from a simple web interface. This means you can connect and protect your devices anywhere, with minimal setup and maintenance, making remote access and network management much easier[2][1][5]. https://github.com/netbirdio/netbird

#cplusplus#avx#avx_512#avx_instructions#avx2#avx512#intrinsics#neon#simd#simd_instructions#simd_intrinsics#simd_library#simd_parallelism#simd_programming#sse42#wasm Highway is a C++ library that helps make software run faster and use less energy. It does this by using SIMD (Single Instruction, Multiple Data) instructions, which let the CPU perform the same operation on many pieces of data at once. This can make programs up to 10 times faster and reduce energy use by up to five times. Highway works on many different types of computers and is easy to use, making it a good choice for developers who want to improve their software's performance. https://github.com/google/highway

#other Git flight rules are step-by-step guides that help you fix common problems when using Git, much like how astronauts use manuals to handle emergencies in space[1][4]. These guides cover a wide range of situations—like undoing mistakes, fixing commits, managing branches, and recovering lost work—so you always know what to do if something goes wrong. The benefit is that you can quickly solve issues without getting stuck, saving time and reducing stress while working on code projects[1][4]. https://github.com/k88hudson/git-flight-rules

#python#crawler#crawling#framework#hacktoberfest#python#scraping#web_scraping#web_scraping_python Scrapy is a powerful tool for extracting data from websites. It works on many platforms and requires Python 3.9 or higher. Scrapy is free, stable, and can handle complex tasks efficiently. It allows you to manage multiple requests at once, making it fast and efficient for large-scale data extraction. Scrapy also supports various formats for storing data and has features like auto-throttling to prevent overwhelming websites. This makes it a great choice for users who need to collect data from many websites quickly and reliably. https://github.com/scrapy/scrapy