This project consists of two subprojects:
jira-mcp-server– FastMCP-based backend servicestreamlit-mcp-client– Streamlit-based frontend client
.
├── jira-mcp-server/ # Backend API (FastAPI)
│ ├── src/
│ └── requirements.txt
├── streamlit-mcp-client/ # Frontend UI (Streamlit)
│ ├── src/
│ └── requirements.txt
└── .vscode/ # VS Code configurations (launch.json)
Each subproject uses its own isolated Python environment. Use uv for environment management and dependency installation.
Note: Make sure
uvis installed (pip install uv), or install dependencies manually viavenvandpip.
- Python 3.10+
- uv (
pip install uv) – or usepython -m venvandpipinstead - VS Code (optional,
.vscode/launch.jsonincluded)
cd jira-mcp-server
uv venv # Create virtual environment
source .venv/bin/activate # On Windows: .venv\Scripts\activate
uv pip install -r requirements.txt
python src/main.pycd streamlit-mcp-client
uv venv
source .venv/bin/activate # On Windows: .venv\Scripts\activate
uv pip install -r requirements.txt
streamlit run src/main.pyIf you're using VS Code, a pre-configured .vscode/launch.json is included. Once Python and the environment are installed:
- Open the folder in VS Code
- Press
F5or go to Run > Start Debugging - Select the appropriate launch config (server or client)
Below is a preview of how we create a prompt in the chat UI to send requests to the MCP server:
MIT License
Copyright (c) 2025 Khamim Slash
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
THE SOFTWARE.
