Haystack gives developers modular building blocks for AI systems. You can orchestrate each step of an agent, from retrieval and reasoning to memory and tool use, with full visibility.
Recent versions add context compaction, token counters and support for multi-agent setups. It installs with pip and has an active Discord community. It is open source and free, built for real production apps.