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mcp server added
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Summary of ChangesHello, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request establishes a production-ready Model Context Protocol (MCP) server for an AI-powered research agent. The core purpose is to provide a standardized and extensible platform for advanced research using Google's Gemini models, moving from a traditional backend to a more interoperable server architecture. The changes focus on delivering a robust, well-documented, and easily maintainable system that supports various research needs through configurable effort levels and intelligent workflows. Highlights
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Code Review
This pull request introduces a new, well-structured project for a Gemini Research Agent MCP Server. The code is generally of high quality, with good use of modern Python features like asyncio, Pydantic, and type hints. The project setup is also very comprehensive, including tests, documentation, CI/CD helpers in a Makefile, and GitHub templates.
My review focuses on a few key areas:
- Correctness and Best Practices: Fixing a critical issue in dependencies, updating to current Pydantic syntax, and ensuring the package entry point works correctly.
- Performance: Addressing blocking I/O calls in the async codebase to prevent performance bottlenecks.
- Maintainability: Cleaning up configuration files and ensuring consistency between documentation and implementation.
- Placeholders: Removing placeholder values from documentation and configuration files.
Overall, this is a great start for the project. The suggested changes will improve its robustness, performance, and maintainability.
| python-dotenv>=1.0.0 | ||
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| # Async and HTTP Support | ||
| asyncio>=3.4.3 |
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The asyncio library is part of Python's standard library since Python 3.4 and should not be included in requirements.txt. Including it can lead to installation conflicts and errors, especially with different Python and pip versions.
| "console_scripts": [ | ||
| "gemini-research-mcp=server:main", | ||
| ], |
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The console script entry point gemini-research-mcp=server:main will fail because there is no main function defined in server.py. The code under if __name__ == "__main__": in server.py should be wrapped in a main() function to make this entry point work. I have added a suggestion in server.py to implement this.
| # Server startup and configuration | ||
| if __name__ == "__main__": | ||
| try: | ||
| logger.info(f"Starting Gemini Research Agent MCP Server") | ||
| logger.info(f"Using model: {RESEARCH_MODEL}") | ||
| logger.info(f"Effort tiers configured: {', '.join(EFFORT_TIERS.keys())}") | ||
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| # Run the FastMCP server | ||
| mcp.run() | ||
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| except KeyboardInterrupt: | ||
| logger.info("Server shutdown requested") | ||
| except Exception as e: | ||
| logger.error(f"Server startup failed: {e}") | ||
| raise | ||
| finally: | ||
| # Cleanup active sessions | ||
| active_research_sessions.clear() | ||
| logger.info("Server shutdown complete") No newline at end of file |
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To make the console script defined in setup.py work, the code in this if __name__ == "__main__": block should be moved into a main() function. The if block should then just call main().
# Server startup and configuration
def main():
try:
logger.info(f"Starting Gemini Research Agent MCP Server")
logger.info(f"Using model: {RESEARCH_MODEL}")
logger.info(f"Effort tiers configured: {', '.join(EFFORT_TIERS.keys())}")
# Run the FastMCP server
mcp.run()
except KeyboardInterrupt:
logger.info("Server shutdown requested")
except Exception as e:
logger.error(f"Server startup failed: {e}")
raise
finally:
# Cleanup active sessions
active_research_sessions.clear()
logger.info("Server shutdown complete")
if __name__ == "__main__":
main()
mcp-server/CONTRIBUTING.md
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| 1. **Fork and Clone** | ||
| ```bash | ||
| git clone https://github.com/your-username/gemini-research-agent-mcp.git |
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This file contains placeholder URLs and email addresses (e.g., your-username, security@project.com on line 246). These should be replaced with the actual project details. This placeholder issue is present in multiple places in the file.
| git clone https://github.com/your-username/gemini-research-agent-mcp.git | |
| git clone https://github.com/your-actual-username/gemini-research-agent-mcp.git |
| # Gemini Research Agent MCP Server - .gitignore | ||
| # Comprehensive gitignore for Python projects | ||
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| # Environment variables and secrets | ||
| .env | ||
| .env.local | ||
| .env.*.local | ||
| *.env | ||
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| # API Keys and credentials | ||
| api_keys.txt | ||
| credentials.json | ||
| secrets/ | ||
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| # Python | ||
| __pycache__/ | ||
| *.py[cod] | ||
| *$py.class | ||
| *.so | ||
| .Python | ||
| build/ | ||
| develop-eggs/ | ||
| dist/ | ||
| downloads/ | ||
| eggs/ | ||
| .eggs/ | ||
| lib/ | ||
| lib64/ | ||
| parts/ | ||
| sdist/ | ||
| var/ | ||
| wheels/ | ||
| share/python-wheels/ | ||
| *.egg-info/ | ||
| .installed.cfg | ||
| *.egg | ||
| MANIFEST | ||
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| # Virtual environments | ||
| .venv/ | ||
| venv/ | ||
| ENV/ | ||
| env/ | ||
| .env/ | ||
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| # PyInstaller | ||
| *.manifest | ||
| *.spec | ||
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| # Unit test / coverage reports | ||
| htmlcov/ | ||
| .tox/ | ||
| .nox/ | ||
| .coverage | ||
| .coverage.* | ||
| .cache | ||
| nosetests.xml | ||
| coverage.xml | ||
| *.cover | ||
| *.py,cover | ||
| .hypothesis/ | ||
| .pytest_cache/ | ||
| cover/ | ||
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| # Jupyter Notebook | ||
| .ipynb_checkpoints | ||
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| # IPython | ||
| profile_default/ | ||
| ipython_config.py | ||
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| # pyenv | ||
| .python-version | ||
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| # pipenv | ||
| Pipfile.lock | ||
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| # poetry | ||
| poetry.lock | ||
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| # celery beat schedule file | ||
| celerybeat-schedule | ||
| celerybeat.pid | ||
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| # SageMath parsed files | ||
| *.sage.py | ||
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| # Spyder project settings | ||
| .spyderproject | ||
| .spyproject | ||
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| # Rope project settings | ||
| .ropeproject | ||
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| # mkdocs documentation | ||
| /site | ||
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| # mypy | ||
| .mypy_cache/ | ||
| .dmypy.json | ||
| dmypy.json | ||
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| # Pyre type checker | ||
| .pyre/ | ||
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| # pytype static type analyzer | ||
| .pytype/ | ||
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| # Cython debug symbols | ||
| cython_debug/ | ||
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| # IDE and Editor files | ||
| .vscode/ | ||
| .idea/ | ||
| *.swp | ||
| *.swo | ||
| *~ | ||
| .DS_Store | ||
| Thumbs.db | ||
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| # Logs | ||
| *.log | ||
| logs/ | ||
| log/ | ||
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| # Runtime data | ||
| pids/ | ||
| *.pid | ||
| *.seed | ||
| *.pid.lock | ||
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| # Coverage directory used by tools like istanbul | ||
| coverage/ | ||
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| # nyc test coverage | ||
| .nyc_output | ||
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| # Dependency directories | ||
| node_modules/ | ||
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| # Optional npm cache directory | ||
| .npm | ||
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| # Optional eslint cache | ||
| .eslintcache | ||
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| # Output of 'npm pack' | ||
| *.tgz | ||
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| # Yarn Integrity file | ||
| .yarn-integrity | ||
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| # dotenv environment variables file | ||
| .env.test | ||
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| # parcel-bundler cache (https://parceljs.org/) | ||
| .cache | ||
| .parcel-cache | ||
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| # Next.js build output | ||
| .next | ||
| out | ||
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| # Nuxt.js build / generate output | ||
| .nuxt | ||
| dist | ||
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| # Gatsby files | ||
| .cache/ | ||
| public | ||
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| # Storybook build outputs | ||
| .out | ||
| .storybook-out | ||
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| # Temporary folders | ||
| tmp/ | ||
| temp/ | ||
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| # OS generated files | ||
| .DS_Store | ||
| .DS_Store? | ||
| ._* | ||
| .Spotlight-V100 | ||
| .Trashes | ||
| ehthumbs.db | ||
| Thumbs.db | ||
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| # Project specific | ||
| # Research session data | ||
| sessions/ | ||
| research_cache/ | ||
| search_results/ | ||
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| # Generated documentation | ||
| docs/_build/ | ||
| docs.md | ||
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| # Database files | ||
| *.db | ||
| *.sqlite | ||
| *.sqlite3 | ||
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| # Backup files | ||
| *.bak | ||
| *.backup | ||
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| # Archive files | ||
| *.tar | ||
| *.tar.gz | ||
| *.zip | ||
| *.rar | ||
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| # Local development | ||
| local_* | ||
| dev_* | ||
| test_output/ | ||
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| # MCP specific | ||
| mcp_config.json | ||
| server_logs/ | ||
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| # Performance profiling | ||
| *.prof | ||
| *.profile | ||
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| # Security scanning results | ||
| safety_report.txt | ||
| bandit_report.txt No newline at end of file |
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This .gitignore file is very comprehensive, but it contains several duplicate or overlapping entries (e.g., .cache, dist/, .DS_Store, Thumbs.db, and various coverage directories like htmlcov/, cover/, coverage/). For better maintainability, it would be good to consolidate and deduplicate these entries into a more organized structure.
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Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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