Low

Structured-output enforcer: extract and validate JSON from messy LLM text.

Low

Token-aware message truncation: fit a chat history into your model's context budget.

Low

Network-egress firewall for agent tools: check URLs against a declarative policy.

Low

Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions.

Low

Validate tool-call args before execution. Returns LLM-friendly retry hints.

Low

Parse partial / truncated / messy JSON for LLM tool calls and structured outputs.