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| -# 🧠 Vibe Check MCP v2.1: Adaptive Meta-Mentor for AI Agents |
| 1 | +# 🧠 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"/> |
| 3 | +<img width="500" height="300" alt="vibecheckv2 1" src="https://github.com/user-attachments/assets/98c55b95-8f3c-4106-b917-20ceaf292f63" /> |
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5 | 5 | ## The Most Widely-Deployed Feedback Layer in the MCP Ecosystem
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| -> 10k+ downloads on PulseMCP and counting. |
| 7 | +> ~10k+ downloads on PulseMCP and counting. |
8 | 8 | > Over 1k monthly tool calls via Smithery.
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9 | 9 | > Listed on 12+ orchestration platforms.
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10 | 10 | > Security rating 4.3 on MSEEP.ai.
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| -> GitHub: 102★ / 15 forks / 1 open issue. |
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14 | 12 | [](https://github.com/PV-Bhat/vibe-check-mcp-server)
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15 | 13 | [](LICENSE)
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19 | 17 | ## 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. |
| 19 | +Vibe Check acts as a supportive meta-mentor for AI coding agents. It |
| 20 | +interrupts tunnel vision, asks clarifying questions, improves workflow efficiency and records what worked so |
| 21 | +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. |
| 23 | +**TL;DR**: Vibe Check keeps agents on track through short reflective pauses, preventing agents getting stuck in |
| 24 | +loops of thinking (RLI) and improving overall workflow efficiency. |
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29 | 26 | ## The Problem: Pattern Inertia
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