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# 🧠 Vibe Check MCP v2.1: Adaptive Meta-Mentor for AI Agents
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# 🧠 Vibe Check MCP v2.1
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<img src="https://github.com/PV-Bhat/vibe-check-mcp-server/blob/main/Attachments/vibelogov2.png" alt="Logo" width="300"/>
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<img width="500" height="300" alt="vibecheckv2 1" src="https://github.com/user-attachments/assets/98c55b95-8f3c-4106-b917-20ceaf292f63" />
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## The Most Widely-Deployed Feedback Layer in the MCP Ecosystem
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> 10k+ downloads on PulseMCP and counting.
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> ~10k+ downloads on PulseMCP and counting.
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> Over 1k monthly tool calls via Smithery.
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> Listed on 12+ orchestration platforms.
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> Security rating 4.3 on MSEEP.ai.
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> GitHub: 102★ / 15 forks / 1 open issue.
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[![Version](https://img.shields.io/badge/version-2.1-blue)](https://github.com/PV-Bhat/vibe-check-mcp-server)
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[![License](https://img.shields.io/badge/license-MIT-green)](LICENSE)
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## What is Vibe Check?
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Vibe Check acts as a supportive meta-mentor for AI coding agents. It gently
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interrupts tunnel vision, asks clarifying questions and records what worked so
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the next run is smarter. Think of it as an adaptive debugging partner rather
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than a strict referee.
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Vibe Check acts as a supportive meta-mentor for AI coding agents. It
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interrupts tunnel vision, asks clarifying questions, improves workflow efficiency and records what worked so
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the next run is smarter. Think of it as an adaptive debugging partner that acts as a built-in oversight layer.
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**TL;DR**: Vibe Check keeps agents on track through short reflective pauses and
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optionally builds a learning history for deeper analysis.
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**TL;DR**: Vibe Check keeps agents on track through short reflective pauses, preventing agents getting stuck in
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loops of thinking (RLI) and improving overall workflow efficiency.
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## The Problem: Pattern Inertia
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