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revert license to MIT
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LICENSE

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Licensing Overview
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- Code: PolyForm Internal Use License 1.0.0 — official text below
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- Non‑code materials (documentation, diagrams, workflow schemas, prompt templates): Creative Commons Attribution‑NonCommercial 4.0 International (CC BY‑NC 4.0)
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- Summary: https://creativecommons.org/licenses/by-nc/4.0/
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- Legal code: https://creativecommons.org/licenses/by-nc/4.0/legalcode
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- Attribution required: “OtherVibes – MCP as a Judge (Zvi Fried)” with a link to this repository
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- Trademarks notice: “OtherVibes” and “MCP as a Judge” may not be used to imply endorsement or affiliation without permission.
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Prior Art and Attribution
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While “LLM‑as‑a‑judge” is broadly known, this repository defines the original “MCP as a Judge” behavioral MCP pattern by OtherVibes and Zvi Fried. It combines task‑centric workflow enforcement (plan → code → test → completion), explicit LLM‑based validations, and human‑in‑the‑loop elicitation, along with the prompt templates and tool taxonomy provided here.
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——
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OFFICIAL LICENSE TEXT STARTS BELOW
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PolyForm Internal Use License 1.0.0
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https://polyformproject.org/licenses/internal-use/1.0.0/
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Acceptance
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In order to get any license under these terms, you must agree to them as both strict obligations and conditions to all your licenses.
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Copyright License
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The licensor grants you a copyright license for the software to do everything you might do with the software that would otherwise infringe the licensor’s copyright in it for any permitted purpose. However, you may only make changes or new works based on the software according to Changes and New Works License, and you may not distribute the software.
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Changes and New Works License
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The licensor grants you an additional copyright license to make changes and new works based on the software for any permitted purpose.
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Patent License
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The licensor grants you a patent license for the software that covers patent claims the licensor can license, or becomes able to license, that you would infringe by using the software.
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Fair Use
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You may have “fair use” rights for the software under the law. These terms do not limit them.
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Internal Business Use
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Use of the software for the internal business operations of you and your company is use for a permitted purpose.
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No Other Rights
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These terms do not allow you to sublicense or transfer any of your licenses to anyone else, or prevent the licensor from granting licenses to anyone else. These terms do not imply any other licenses.
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Patent Defense
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If you make any written claim that the software infringes or contributes to infringement of any patent, your patent license for the software granted under these terms ends immediately. If your company makes such a claim, your patent license ends immediately for work on behalf of your company.
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Violations
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The first time you are notified in writing that you have violated any of these terms, or done anything with the software not covered by your licenses, your licenses can nonetheless continue if you come into full compliance with these terms, and take practical steps to correct past violations, within 32 days of receiving notice. Otherwise, all your licenses end immediately.
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No Liability
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As far as the law allows, the software comes as is, without any warranty or condition, and the licensor will not be liable to you for any damages arising out of these terms or the use or nature of the software, under any kind of legal claim.
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Definitions
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The licensor is the individual or entity offering these terms, and the software is the software the licensor makes available under these terms.
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You refers to the individual or entity agreeing to these terms.
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Your company is any legal entity, sole proprietorship, or other kind of organization that you work for, plus all organizations that have control over, are under the control of, or are under common control with that organization. Control means ownership of substantially all the assets of an entity, or the power to direct its management and policies by vote, contract, or otherwise. Control can be direct or indirect.
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Your licenses are all the licenses granted to you for the software under these terms.
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Use means anything you do with the software requiring one of your licenses.
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MIT License
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Copyright (c) 2025 OtherVibes and Zvi Fried
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.

README.md

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> **MCP as a Judge acts as a validation layer between AI coding assistants and LLMs, helping ensure safer and higher-quality code.
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*
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[![License: PolyForm Internal Use 1.0.0](https://img.shields.io/badge/License-PolyForm%20Internal%20Use%201.0.0-blue.svg)](https://polyformproject.org/licenses/internal-use/1.0.0/)
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[![Concepts: CC BY-NC 4.0](https://img.shields.io/badge/Concepts-CC%20BY--NC%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc/4.0/)
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[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](https://opensource.org/license/mit/)
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[![Python 3.13+](https://img.shields.io/badge/python-3.13+-blue.svg)](https://www.python.org/downloads/)
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[![MCP Compatible](https://img.shields.io/badge/MCP-Compatible-green.svg)](https://modelcontextprotocol.io/)
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## © Concepts and Methodology
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© 2025 OtherVibes and Zvi Fried. The "MCP as a Judge" concept, the "behavioral MCP" approach, the staged workflow (plan → code → test → completion), tool taxonomy/descriptions, and prompt templates are original work developed in this repository.
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- License (non‑code materials): Creative Commons Attribution‑NonCommercial 4.0 International (CC BY‑NC 4.0)
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- Summary: https://creativecommons.org/licenses/by-nc/4.0/
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- Legal code: https://creativecommons.org/licenses/by-nc/4.0/legalcode
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- Software source code: PolyForm Internal Use License 1.0.0 (see License)
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- Attribution required: “OtherVibes – MCP as a Judge (Zvi Fried)” with a link to this repository
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- Commercial use is not permitted for the conceptual materials
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## Prior Art and Attribution
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While “LLM‑as‑a‑judge” is a broadly known idea, this repository defines the original “MCP as a Judge” behavioral MCP pattern by OtherVibes and Zvi Fried. It combines task‑centric workflow enforcement (plan → code → test → completion), explicit LLM‑based validations, and human‑in‑the‑loop elicitation, along with the prompt templates and tool taxonomy provided here. Please attribute as: “OtherVibes – MCP as a Judge (Zvi Fried)”.
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## 📄 **License**
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Code is licensed under the PolyForm Internal Use License 1.0.0 (see [LICENSE](LICENSE)). Non‑code materials (documentation, diagrams, workflow schemas, and prompt templates) are licensed under Creative Commons Attribution‑NonCommercial 4.0 International (CC BY‑NC 4.0).
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This project is licensed under the MIT License (see [LICENSE](LICENSE)).
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## 🙏 **Acknowledgments**
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