Give LLM agents 2 meta-tools instead of a 30k-token tool catalog - hierarchical, search-first tool discovery with an active tool request, hybrid retrieval, response filtering and code mode. Works with OpenAI/Anthropic/LangChain/MCP. pip install sift-tools