Python CLI and agent plugin that audits whether an AI agent does the job it is supposed to do, using adversarial and operational tests.
Compresses tool outputs, logs, files, RAG chunks and conversation history before they reach an LLM, as a library, proxy, or MCP server.
CLI and setup toolkit that gives AI agents read and search access to Twitter, Reddit, YouTube, GitHub, Bilibili, and XiaoHongShu.
Python library and SDK that builds a hierarchical tree index of documents so an LLM can reason through it for retrieval, without vector databases or chunking.
Python library that uses LLMs and graph-based pipelines to extract structured data from websites and local documents from a natural-language prompt.