Any AI Agent Can Now Vibe Check LLM Outputs — No Code Required

Any AI Agent Can Now "Vibe Check" LLM Outputs — No Code Required Your AI agent just generated a customer email. It's grammatically perfect. The JSON is valid. But it accidentally threatened to cancel the customer's account instead of apologizing. No guardrail caught it because no guardrail was checking meaning . With Semantix v0.1.4 , any MCP-capable agent — Claude Desktop, Claude Code, Cursor, or your own — can validate text against semantic intents as a tool call. Zero code changes. Zero API keys. Runs locally. The Problem: Agents Don't Verify Their Own Output LLM agents are getting more autonomous. They write emails, generate reports, draft code reviews, and respond to customers. But they operate on a trust-based system: generate output, ship it, hope for the best. What if the agent could verify its own output before sending it? Not structurally — semantically. "Does this text actually do what I intended?" That's what the Semantix MCP server enables. What's New in v0.1.4: The Univer