Blinky Debugging Agent

Blinky is a VS Code extension that uses large language models (LLMs) to help developers debug backend systems. Inspired by SWE‑agent, it triangulates runtime errors using print‑statement debugging, VS Code's Language Server Protocol, and LLM-powered reasoning. When provided with an OpenAI API key, the agent integrates into your editor and can suggest code fixes directly within VS Code's chat interface . The workflow supports iterative debugging: describe the bug and repro steps, let Blinky run “Verify” (which executes the repro and inspects outputs), review suggested edits, and accept or reject them. The roadmap includes automated repro creation, support for additional LLMs (e.g., LLaMA 3, Claude), enhanced context filtering and history summarization, embedding‑driven context discovery, and improved agent state representation .