Supervision provides essential building blocks for computer vision applications, such as data loading and real-time zone counting. The toolkit remains model agnostic, enabling easy integration of various machine learning models via specialized connectors.
- Supports multiple dataset formats including YOLO, COCO, and Pascal VOC
- Offers utilities to split, merge, and convert datasets
- Includes capabilities for speed estimation and dwell time analysis
- Supports multiple dataset formats including YOLO, COCO, and Pascal VOC
- Offers utilities to split, merge, and convert datasets
- Includes capabilities for speed estimation and dwell time analysis
Snyk Agent Scan provides a way to discover and inspect local agent components like Model Context Protocol (MCP) servers and skills. It identifies various security risks, such as prompt injections, malware payloads in natural language, sensitive data exposure, and credential leaks. The tool offers both an interactive command-line interface for individual users and a background mode for enterprise monitoring through Snyk Evo.
- Detects 15+ distinct security risks across MCP servers and agent skills
- Supports agents including Claude Code, Cursor, Windsurf, and Gemini CLI
- Automatically discovers configurations for various desktop and IDE-based agents
- Scanning MCP configs executes commands defined in them to retrieve tool descriptions
- Detects 15+ distinct security risks across MCP servers and agent skills
- Supports agents including Claude Code, Cursor, Windsurf, and Gemini CLI
- Automatically discovers configurations for various desktop and IDE-based agents
- Scanning MCP configs executes commands defined in them to retrieve tool descriptions
PandasAI is a Python library that allows users to query datasets using natural language. By leveraging large language models (LLMs), it assists both technical and non-technical individuals in performing data analysis, executing complex queries, and creating visualizations through simple conversation.
- Cross-dataframe query support
- Secure Docker sandbox option
- Multiple LLM provider compatibility via LiteLLm
- Cross-dataframe query support
- Secure Docker sandbox option
- Multiple LLM provider compatibility via LiteLLm
Page Assist is an open-source browser extension that provides a sidebar and web interface for interacting with local large language models from any webpage. It allows users to chat about current website content by connecting the tool to providers like Ollama or OpenAI API compatible endpoints. The software supports several browsers, including Chromium-based options and Firefox.
- Data is stored locally within browser storage to maintain privacy
- Features keyboard shortcuts such as Ctrl+Shift+Y for rapid sidebar access
- Compatible with various local model providers, including Chrome AI (Gemini Nano)
- Data is stored locally within browser storage to maintain privacy
- Features keyboard shortcuts such as Ctrl+Shift+Y for rapid sidebar access
- Compatible with various local model providers, including Chrome AI (Gemini Nano)
Heinz Ulrich Lemke writes his 1972 PhD thesis regarding interactive graphics within an integrated Computer-Aided Design (CAD) system through the PIXIE subsystem and a satellite graphics doctrine. This markdown transcription provides a verbatim version of the original work, enhanced with editorial notes and links to historical assembler listings and link protocols.
- Interactivity is defined as signaling rates around man-machine loops.
- The PIXIE system had implementations at RCA Labs Princeton and in London.
- A single measured session was estimated to consume 5–10% of CPU capacity.
- Interactivity is defined as signaling rates around man-machine loops.
- The PIXIE system had implementations at RCA Labs Princeton and in London.
- A single measured session was estimated to consume 5–10% of CPU capacity.
Ghostel is a high-performance terminal emulator for Emacs that uses the libghostty-vt engine to provide advanced features like true color support, Kitty keyboard and graphics protocols, and desktop notifications. It includes built-in shell integration for bash, zsh, fish, and nushell to assist with directory tracking and prompt navigation.
- Requires Emacs 28.1+ with dynamic module support across macOS, Linux, FreeBSD, Android/Termux, or native Windows.
- Offers several input modes including semi-char, char, line, emacs, and copy mode for varied workflows.
- Provides an extension to handle escape key routing specifically for Evil-mode users in alt-screen applications.
- Requires Emacs 28.1+ with dynamic module support across macOS, Linux, FreeBSD, Android/Termux, or native Windows.
- Offers several input modes including semi-char, char, line, emacs, and copy mode for varied workflows.
- Provides an extension to handle escape key routing specifically for Evil-mode users in alt-screen applications.
Oh-my-mermaid is a tool designed to bridge the gap between rapid large language model code generation and human comprehension by automatically generating architecture documentation. It scans codebases to produce various perspectives, such as data flow or system structures, which are rendered into Mermaid diagrams and Markdown files stored within a local `.omm` directory. By visualizing these structures through an interactive viewer, it transforms complex software architectures into navigable maps for developers.
- Integrates with tools like Cursor and Claude Code via specialized commands
- Offers cloud synchronization for private or public sharing on ohmymermaid.com
- Uses a recursive filesystem structure where complex nodes become expandable groups in diagrams
- Provides a command-line interface to manage configuration, updates, and viewing
- Integrates with tools like Cursor and Claude Code via specialized commands
- Offers cloud synchronization for private or public sharing on ohmymermaid.com
- Uses a recursive filesystem structure where complex nodes become expandable groups in diagrams
- Provides a command-line interface to manage configuration, updates, and viewing
Lightpanda is an original headless browser written in Zig, purpose-built for high-performance web automation and LLM-driven agents rather than being a fork of Chromium or WebKit. It prioritizes low memory consumption and execution speed by omitting unnecessary graphical rendering components while maintaining JavaScript support through the V8 engine. The system provides a CDP server to maintain compatibility with existing Puppeteer and Playwright workflows.
- Benchmark data suggests 9x faster execution compared to Headless Chrome.
- Includes an "Agent mode" that outputs deterministic PandaScript from natural language instructions.
- Offers native Model Context Protocol (MCP) support for seamless agent interaction.
- Benchmark data suggests 9x faster execution compared to Headless Chrome.
- Includes an "Agent mode" that outputs deterministic PandaScript from natural language instructions.
- Offers native Model Context Protocol (MCP) support for seamless agent interaction.
marcoantap writes about RevAPK, a Python CLI tool managed by Pixi that facilitates Android APK reverse engineering. It can search Google Play and download free applications while preserving original signatures by avoiding the merging or re-signing of split archives. The utility employs Apktool for resource decoding and JADX to emit readable Java code from Smali files.
- Preserves data integrity using SHA-256 provenance in a manifest.json file.
- Automates the installation of necessary environments including Python, Java, Apktool, and JADX via Pixi.
- Maintains original signature states by avoiding APK merging during analysis.
- Preserves data integrity using SHA-256 provenance in a manifest.json file.
- Automates the installation of necessary environments including Python, Java, Apktool, and JADX via Pixi.
- Maintains original signature states by avoiding APK merging during analysis.
Michael Avrukin writes about activerecord-materialized, a Ruby gem that provides materialized view functionality for Rails applications running on databases like MySQL or SQLite. By precomputing complex queries into cache tables and refreshing them in the background when dependent data changes, it offers fast read access through standard ActiveRecord methods without requiring native database support for materialized views.
* Employs incremental maintenance (IVM) by default to refresh only affected partitions of GROUP BY views.
* Features a self-healing mechanism that reconciles the view against its source to fix potential data drift.
* Demonstrates significant performance gains, with benchmark speedups up to 49,000x for specific queries.
* Employs incremental maintenance (IVM) by default to refresh only affected partitions of GROUP BY views.
* Features a self-healing mechanism that reconciles the view against its source to fix potential data drift.
* Demonstrates significant performance gains, with benchmark speedups up to 49,000x for specific queries.
