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Update all links for cmudrc org transfer
- Jezemba/Aviary → cmudrc/aviary-mcp - Jezemba/MAS-Aviary → cmudrc/MAS-Aviary - jezemba.github.io → cmudrc.github.io - Fix cd directory name after clone (aviary-mcp not Aviary)
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README.md

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@@ -13,7 +13,7 @@ multi-agent approaches on a real-world engineering optimization problem.
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| Repository | Description |
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|------------|-------------|
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| **MAS-Aviary** (this repo) | Multi-agent LLM framework (client) |
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| [Aviary](https://github.com/Jezemba/Aviary) | MCP server wrapping NASA OpenMDAO/Aviary (backend) |
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| [Aviary](https://github.com/cmudrc/aviary-mcp) | MCP server wrapping NASA OpenMDAO/Aviary (backend) |
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---
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### 1. Clone the repository
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```bash
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git clone https://github.com/Jezemba/MAS-Aviary.git
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git clone https://github.com/cmudrc/MAS-Aviary.git
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cd MAS-Aviary
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```
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### 1. Start the Aviary MCP server
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The MCP server ([Aviary repo](https://github.com/Jezemba/Aviary)) provides
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The MCP server ([Aviary repo](https://github.com/cmudrc/aviary-mcp)) provides
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tool-based access to NASA OpenMDAO/Aviary simulations. It must be running
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before launching agents:
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```bash
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# Clone and install the Aviary MCP server (requires a separate conda env)
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git clone https://github.com/Jezemba/Aviary.git
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cd Aviary
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git clone https://github.com/cmudrc/aviary-mcp.git
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cd aviary-mcp
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conda create -n aviary python=3.11 -y
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conda activate aviary
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pip install -r requirements.txt
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`set_aircraft_parameters`, `configure_mission`, `validate_parameters`,
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`run_simulation`, `get_results`, `get_trajectory`, `check_constraints`.
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See the [Aviary README](https://github.com/Jezemba/Aviary#readme) for full
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See the [Aviary README](https://github.com/cmudrc/aviary-mcp#readme) for full
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server documentation.
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### 2. Run a single optimization
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## Documentation
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Full documentation is hosted at **https://jezemba.github.io/MAS-Aviary/**
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Full documentation is hosted at **https://cmudrc.github.io/MAS-Aviary/**
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(auto-deployed on every push to main).
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To build locally:

docs/configuration.rst

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**MCP section**:
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- ``url`` -- Full URL to the `Aviary MCP server <https://github.com/Jezemba/Aviary>`_.
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- ``url`` -- Full URL to the `Aviary MCP server <https://github.com/cmudrc/aviary-mcp>`_.
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- ``transport`` -- Protocol transport. Use ``streamable-http`` for HTTP-based
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MCP.
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- ``timeout`` -- Per-request timeout in seconds.

docs/index.rst

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organizational structures with three operational handlers.
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The Aviary MCP server backend is available at
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`github.com/Jezemba/Aviary <https://github.com/Jezemba/Aviary>`_.
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`github.com/cmudrc/aviary-mcp <https://github.com/cmudrc/aviary-mcp>`_.
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.. toctree::
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:maxdepth: 2

docs/quickstart.rst

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=============
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- Python 3.12+ (for MAS-Aviary)
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- The `Aviary MCP server <https://github.com/Jezemba/Aviary>`_ (separate conda env, Python 3.11)
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- The `Aviary MCP server <https://github.com/cmudrc/aviary-mcp>`_ (separate conda env, Python 3.11)
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- NVIDIA GPU with CUDA 12.x (for Qwen3-8B inference)
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Installation
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.. code-block:: bash
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git clone https://github.com/Jezemba/MAS-Aviary.git
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git clone https://github.com/cmudrc/MAS-Aviary.git
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cd MAS-Aviary
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2. **Create and activate a virtual environment**
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Starting the Aviary MCP Server
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==============================
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The `Aviary MCP server <https://github.com/Jezemba/Aviary>`_ must be running
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The `Aviary MCP server <https://github.com/cmudrc/aviary-mcp>`_ must be running
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before you launch any optimization. It exposes 9 aircraft design tools that
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agents interact with via the Model Context Protocol.
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.. code-block:: bash
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# Clone and install in a separate conda environment
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git clone https://github.com/Jezemba/Aviary.git
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cd Aviary
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git clone https://github.com/cmudrc/aviary-mcp.git
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cd aviary-mcp
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conda create -n aviary python=3.11 -y
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conda activate aviary
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pip install -r requirements.txt
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# Start the server (listens on http://localhost:8600/mcp)
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python server/aviary_mcp_server.py
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See the `Aviary README <https://github.com/Jezemba/Aviary#readme>`_ for full
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See the `Aviary README <https://github.com/cmudrc/aviary-mcp#readme>`_ for full
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server documentation including design parameters, mission configuration, and
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tool reference.
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