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Vibe Check MCP

by PV-Bhat

AI/Development ToolsMetacognitionPattern InterruptAgentDebuggingVibe Coding

Vibe Check MCP is a metacognitive oversight server designed to prevent AI agents from over-engineering solutions and going down incorrect reasoning paths. It provides a sanity check for AI agents, helping them to self-correct and avoid cascading errors.

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What is Vibe Check MCP?

Vibe Check MCP is a server that provides AI agents with metacognitive oversight tools to prevent pattern inertia, tunnel vision, scope creep, overengineering, and misalignment. It acts as an 'inner rubber duck' for AI agents, helping them to self-correct and avoid errors.

How to use Vibe Check MCP?

Vibe Check MCP can be installed via Smithery or manually using npm. It integrates with Claude by adding a configuration to claude_desktop_config.json and setting the GEMINI_API_KEY in a .env file. The agent should be prompted to use the provided tools (vibe_check, vibe_distill, vibe_learn) strategically during planning, implementation, and review phases.

Key features of Vibe Check MCP

  • vibe_check: A pattern interrupt mechanism that breaks tunnel vision with metacognitive questioning.

  • vibe_distill: A meta-thinking anchor point that recalibrates complex workflows.

  • vibe_learn: A self-improving feedback loop that builds pattern recognition over time.

  • Integration with LearnLM 1.5 Pro (Gemini API) fine-tuned for pedagogy and metacognition.

Use cases of Vibe Check MCP

  • Preventing AI agents from implementing overly complex solutions for simple tasks.

  • Correcting AI agents when they make incorrect assumptions or go down wrong reasoning paths.

  • Ensuring that AI agents stay aligned with the user's original request.

  • Building a self-improving feedback loop for AI agents to learn from their mistakes.

FAQ from Vibe Check MCP

What is pattern inertia?

Pattern inertia is the tendency of LLMs to continue down a reasoning path even when it is clearly wrong.

What is vibe_check?

vibe_check is a tool that provides a pattern interrupt mechanism to break tunnel vision with metacognitive questioning.

What is vibe_distill?

vibe_distill is a tool that provides a meta-thinking anchor point to recalibrate complex workflows.

What is vibe_learn?

vibe_learn is a tool that provides a self-improving feedback loop that builds pattern recognition over time.

How do I install Vibe Check MCP?

You can install Vibe Check MCP via Smithery or manually using npm.