FILTERAgents & automation
SuperQode 2.4.4
SuperQode 2.4.4 introduces progressive tool discovery within SystemOne harnesses, utilizing Jev models to ensure retrieved tools are suitable for execution.
SuperQode 2.4.4 released with progressive tool discovery inside SystemOne harnesses powered by @typesafeai's Jev models.
Coding agents drown in tool schemas. Agent deals with loads of tools (MCP makes it worst) and there are various techniques to optimize the tool boat some call them progressive tool discovery, code mode, skills etc etc
✨ SystemOne harness can use Jev to make sure retrieved tools are good enough to execute
🔍 unified catalogue over native + MCP tools
📊 BM25 search with lexical fallback
🧠 Jev shadow judging (select or abstain)
🧩 schema activation without granting execute
🛡️ normal permission gate, then execution traces
Progressive discovery keeps the catalogue searchable, activates only what Jev selects, and keeps permission separate from search.
Bring your own tool search mechanism (semantic, lexical keyword or BM25) retrieval backend if you want. SuperQode keeps lifecycle, activation, permissions, and traces.
📙 Read more at docs docs.superqode.dev/advanced/progressive-to