"Typer" matching MCP servers:

Automatically converts any CLI built with Python's Typer into an MCP server without changing code. Gives AI agents instant access to thousands of CLI tools.

Enables MCP-compatible agents to arbitrate typed state-action schemas, dispatch routine actions deterministically, and apply pre-escalation filters that reduce unnecessary frontier LLM calls. It supports low-latency, schema-enforced routing with safety guardrails and local-first memory retention.

Laya-MLX as an MCP server (and plain-HTTP API). It answers typed decisions — choose an option / score a rubric / is this true? — on your own machine (Apple Silicon / MLX), with no cloud and ~10ms after warm-up. Not a chatbot. No token-by-token text, no JSON that can break. One forward pass returns a structured answer you can branch on. Ideal for routing, triage, classification, lead scoring, and g

Enables autonomous auditing and sanitization of EIP-712 typed signature phishing attempts and permit/allowance risks, including Permit2 and MetaMask scenarios, through deterministic callgraph and invariant analysis with vulnerability triage.