Snip enhances AI coding agents by rendering visual outputs and enabling spatial annotations as structured feedback. It runs all AI locally, supporting multiple agents and offering a CLI and MCP server.
WebMagic is a Java web crawler framework offering both programmatic and annotation-driven extraction, supporting multi-threading and distributed crawling for scalable scraping.
