Metadata-Version: 2.4
Name: agentic-fleet
Version: 0.4.1
Summary: Adaptive Agentic AI Reasoning That Empower, Inform, and Integrate Seamlessly
Project-URL: Homepage, https://github.com/Qredence/AgenticFleet
Project-URL: Bug Tracker, https://github.com/Qredence/AgenticFleet/issues
Project-URL: Documentation, https://github.com/Qredence/AgenticFleet/tree/main/docs
Project-URL: Source Code, https://github.com/Qredence/AgenticFleet
Author-email: Zachary BENSALEM <contact@zachary.ai>
License:                                  Apache License
                                   Version 2.0, January 2004
                                http://www.apache.org/licenses/
        
           TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
        
           1. Definitions.
        
              "License" shall mean the terms and conditions for use, reproduction,
              and distribution as defined by Sections 1 through 9 of this document.
        
              "Licensor" shall mean the copyright owner or entity authorized by
              the copyright owner that is granting the License.
        
              "Legal Entity" shall mean the union of the acting entity and all
              other entities that control, are controlled by, or are under common
              control with that entity. For the purposes of this definition,
              "control" means (i) the power, direct or indirect, to cause the
              direction or management of such entity, whether by contract or
              otherwise, or (ii) ownership of fifty percent (50%) or more of the
              outstanding shares, or (iii) beneficial ownership of such entity.
        
              "You" (or "Your") shall mean an individual or Legal Entity
              exercising permissions granted by this License.
        
              "Source" form shall mean the preferred form for making modifications,
              including but not limited to software source code, documentation
              source, and configuration files.
        
              "Object" form shall mean any form resulting from mechanical
              transformation or translation of a Source form, including but
              not limited to compiled object code, generated documentation,
              and conversions to other media types.
        
              "Work" shall mean the work of authorship, whether in Source or
              Object form, made available under the License, as indicated by a
              copyright notice that is included in or attached to the work
              (an example is provided in the Appendix below).
        
              "Derivative Works" shall mean any work, whether in Source or Object
              form, that is based on (or derived from) the Work and for which the
              editorial revisions, annotations, elaborations, or other modifications
              represent, as a whole, an original work of authorship. For the purposes
              of this License, Derivative Works shall not include works that remain
              separable from, or merely link (or bind by name) to the interfaces of,
              the Work and Derivative Works thereof.
        
              "Contribution" shall mean any work of authorship, including
              the original version of the Work and any modifications or additions
              to that Work or Derivative Works thereof, that is intentionally
              submitted to Licensor for inclusion in the Work by the copyright owner
              or by an individual or Legal Entity authorized to submit on behalf of
              the copyright owner. For the purposes of this definition, "submitted"
              means any form of electronic, verbal, or written communication sent
              to the Licensor or its representatives, including but not limited to
              communication on electronic mailing lists, source code control systems,
              and issue tracking systems that are managed by, or on behalf of, the
              Licensor for the purpose of discussing and improving the Work, but
              excluding communication that is conspicuously marked or otherwise
              designated in writing by the copyright owner as "Not a Contribution."
        
              "Contributor" shall mean Licensor and any individual or Legal Entity
              on behalf of whom a Contribution has been received by Licensor and
              subsequently incorporated within the Work.
        
           2. Grant of Copyright License. Subject to the terms and conditions of
              this License, each Contributor hereby grants to You a perpetual,
              worldwide, non-exclusive, no-charge, royalty-free, irrevocable
              copyright license to reproduce, prepare Derivative Works of,
              publicly display, publicly perform, sublicense, and distribute the
              Work and such Derivative Works in Source or Object form.
        
           3. Grant of Patent License. Subject to the terms and conditions of
              this License, each Contributor hereby grants to You a perpetual,
              worldwide, non-exclusive, no-charge, royalty-free, irrevocable
              (except as stated in this section) patent license to make, have made,
              use, offer to sell, sell, import, and otherwise transfer the Work,
              where such license applies only to those patent claims licensable
              by such Contributor that are necessarily infringed by their
              Contribution(s) alone or by combination of their Contribution(s)
              with the Work to which such Contribution(s) was submitted. If You
              institute patent litigation against any entity (including a
              cross-claim or counterclaim in a lawsuit) alleging that the Work
              or a Contribution incorporated within the Work constitutes direct
              or contributory patent infringement, then any patent licenses
              granted to You under this License for that Work shall terminate
              as of the date such litigation is filed.
        
           4. Redistribution. You may reproduce and distribute copies of the
              Work or Derivative Works thereof in any medium, with or without
              modifications, and in Source or Object form, provided that You
              meet the following conditions:
        
              (a) You must give any other recipients of the Work or
                  Derivative Works a copy of this License; and
        
              (b) You must cause any modified files to carry prominent notices
                  stating that You changed the files; and
        
              (c) You must retain, in the Source form of any Derivative Works
                  that You distribute, all copyright, patent, trademark, and
                  attribution notices from the Source form of the Work,
                  excluding those notices that do not pertain to any part of
                  the Derivative Works; and
        
              (d) If the Work includes a "NOTICE" text file as part of its
                  distribution, then any Derivative Works that You distribute must
                  include a readable copy of the attribution notices contained
                  within such NOTICE file, excluding those notices that do not
                  pertain to any part of the Derivative Works, in at least one
                  of the following places: within a NOTICE text file distributed
                  as part of the Derivative Works; within the Source form or
                  documentation, if provided along with the Derivative Works; or,
                  within a display generated by the Derivative Works, if and
                  wherever such third-party notices normally appear. The contents
                  of the NOTICE file are for informational purposes only and
                  do not modify the License. You may add Your own attribution
                  notices within Derivative Works that You distribute, alongside
                  or as an addendum to the NOTICE text from the Work, provided
                  that such additional attribution notices cannot be construed
                  as modifying the License.
        
              You may add Your own copyright statement to Your modifications and
              may provide additional or different license terms and conditions
              for use, reproduction, or distribution of Your modifications, or
              for any such Derivative Works as a whole, provided Your use,
              reproduction, and distribution of the Work otherwise complies with
              the conditions stated in this License.
        
           5. Submission of Contributions. Unless You explicitly state otherwise,
              any Contribution intentionally submitted for inclusion in the Work
              by You to the Licensor shall be under the terms and conditions of
              this License, without any additional terms or conditions.
              Notwithstanding the above, nothing herein shall supersede or modify
              the terms of any separate license agreement you may have executed
              with Licensor regarding such Contributions.
        
           6. Trademarks. This License does not grant permission to use the trade
              names, trademarks, service marks, or product names of the Licensor,
              except as required for describing the origin of the Work and
              reproducing the content of the NOTICE file.
        
           7. Disclaimer of Warranty. Unless required by applicable law or
              agreed to in writing, Licensor provides the Work (and each
              Contributor provides its Contributions) on an "AS IS" BASIS,
              WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
              implied, including, without limitation, any warranties or conditions
              of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
              PARTICULAR PURPOSE. You are solely responsible for determining the
              appropriateness of using or redistributing the Work and assume any
              risks associated with Your exercise of permissions under this License.
        
           8. Limitation of Liability. In no event and under no legal theory,
              whether in tort (including negligence), contract, or otherwise,
              unless required by applicable law (such as deliberate and grossly
              negligent acts) or agreed to in writing, shall any Contributor be
              liable to You for damages, including any direct, indirect, special,
              incidental, or consequential damages of any character arising as a
              result of this License or out of the use or inability to use the
              Work (including but not limited to damages for loss of goodwill,
              work stoppage, computer failure or malfunction, or any and all
              other commercial damages or losses), even if such Contributor
              has been advised of the possibility of such damages.
        
           9. Accepting Warranty or Additional Liability. While redistributing
              the Work or Derivative Works thereof, You may choose to offer,
              and charge a fee for, acceptance of support, warranty, indemnity,
              or other liability obligations and/or rights consistent with this
              License. However, in accepting such obligations, You may act only
              on Your own behalf and on Your sole responsibility, not on behalf
              of any other Contributor, and only if You agree to indemnify,
              defend, and hold each Contributor harmless for any liability
              incurred by, or claims asserted against, such Contributor by reason
              of your accepting any such warranty or additional liability.
        
           END OF TERMS AND CONDITIONS
        
           APPENDIX: How to apply the Apache License to your work.
        
              To apply the Apache License to your work, attach the following
              boilerplate notice, with the fields enclosed by brackets "[]"
              replaced with your own identifying information. (Don't include
              the brackets!)  The text should be enclosed in the appropriate
              comment syntax for the file format. We also recommend that a
              file or class name and description of purpose be included on the
              same "printed page" as the copyright notice for easier
              identification within third-party archives.
        
           Copyright [2024] [AgenticFleet Contributors]
        
           Licensed under the Apache License, Version 2.0 (the "License");
           you may not use this file except in compliance with the License.
           You may obtain a copy of the License at
        
               http://www.apache.org/licenses/LICENSE-2.0
        
           Unless required by applicable law or agreed to in writing, software
           distributed under the License is distributed on an "AS IS" BASIS,
           WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
           See the License for the specific language governing permissions and
           limitations under the License.
License-File: LICENSE
Keywords: agentic,agentic-ai,ai-agents,artificial-intelligence,autogen,machine-learning,multi-agent
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Science/Research
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Requires-Python: >=3.10
Requires-Dist: agentops>=0.3.21
Requires-Dist: aiofiles<24.0.0,>=23.1.0
Requires-Dist: aiohttp>=3.9.1
Requires-Dist: asyncio>=3.4.3
Requires-Dist: autogen-agentchat
Requires-Dist: autogen-core
Requires-Dist: autogen-ext[azure,docker,magentic-one,openai]
Requires-Dist: azure-core>=1.32.0
Requires-Dist: azure-cosmos>=4.9.0
Requires-Dist: azure-identity>=1.19.0
Requires-Dist: azure-keyvault-secrets>=4.9.0
Requires-Dist: azure-search-documents<=11.6.0b8
Requires-Dist: azure-storage-blob>=12.24.0
Requires-Dist: beautifulsoup4>=4.12.0
Requires-Dist: bing>=0.31
Requires-Dist: chainlit==2.0.1
Requires-Dist: composio-core>=0.6.11.post1
Requires-Dist: docker>=7.1.0
Requires-Dist: fastapi>=0.109.0
Requires-Dist: httpx>=0.25.0
Requires-Dist: jsonlines>=4.0.0
Requires-Dist: markitdown>=0.0.1a3
Requires-Dist: matplotlib>=3.10.0
Requires-Dist: numpy<2.0,>=1.26
Requires-Dist: opentelemetry-instrumentation-fastapi>=0.44b0
Requires-Dist: pandas>=2.2.3
Requires-Dist: playwright>=1.49.1
Requires-Dist: pydantic-settings>=2.2.1
Requires-Dist: pydantic>=2.5.2
Requires-Dist: python-dotenv>=1.0.1
Requires-Dist: python-multipart>=0.0.6
Requires-Dist: pytz>=2024.2
Requires-Dist: requests>=2.32.3
Requires-Dist: tenacity>=9.0.0
Requires-Dist: typing-extensions>=4.8.0
Requires-Dist: uvicorn>=0.24.0
Requires-Dist: yfinance>=0.2.51
Provides-Extra: dev
Requires-Dist: black>=23.9.1; extra == 'dev'
Requires-Dist: flake8>=6.1.0; extra == 'dev'
Requires-Dist: isort>=5.12.0; extra == 'dev'
Requires-Dist: mypy>=1.5.1; extra == 'dev'
Requires-Dist: pre-commit>=3.4.0; extra == 'dev'
Provides-Extra: docs
Requires-Dist: sphinx-autodoc-typehints>=1.24.0; extra == 'docs'
Requires-Dist: sphinx-rtd-theme>=1.3.0; extra == 'docs'
Requires-Dist: sphinx>=7.2.6; extra == 'docs'
Provides-Extra: test
Requires-Dist: coverage>=7.3.2; extra == 'test'
Requires-Dist: pytest-asyncio>=0.21.1; extra == 'test'
Requires-Dist: pytest-cov>=4.1.0; extra == 'test'
Requires-Dist: pytest-mock>=3.11.1; extra == 'test'
Requires-Dist: pytest-timeout>=2.1.0; extra == 'test'
Requires-Dist: pytest>=7.4.0; extra == 'test'
Description-Content-Type: text/markdown

# AgenticFleet

<div align="left">
<a href="https://pypi.org/project/agentic-fleet/">
   <img alt="Pepy Total Downlods" src="https://img.shields.io/pepy/dt/agentic-fleet">
</a>
<img alt="GitHub License" src="https://img.shields.io/github/license/qredence/agenticfleet">
<img alt="GitHub forks" src="https://img.shields.io/github/forks/qredence/agenticfleet">
<img alt="GitHub Repo stars" src="https://img.shields.io/github/stars/qredence/agenticfleet">
</div>

[![Codacy Badge](https://app.codacy.com/project/badge/Grade/cf5bcfbdbf50493b9b5de381c24dc147)](https://app.codacy.com/gh/Qredence/AgenticFleet/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade)

AgenticFleet is an Adaptative Agentic System that leverages Chainlit for the frontend interface and FastAPI for the backend, built on the foundation of Autogen & Magentic-One.

> [!CAUTION]
> This project is in early beta. Expect frequent updates (3-4 git pushes/week minimum) and breaking changes as we continue to enhance and stabilize the system.

## Quick Links
- [Join our Discord Community](https://discord.gg/ebgy7gtZHK)
- [Follow us on Twitter](https://x.com/agenticfleet)
- [Join Early Access Waitlist](https://www.qredence.ai/)

## Features

- Interactive Chainlit 2.0 chat interface 
- FastAPI backend with structured logging and WebSocket support
- General Multi-tasking Agentic System based on Magentic-One
- Advanced prompt engineering with PromptFleet templates
- Dataset and prompt fabric tools for AI training
- Comprehensive error handling and connection management
- Environment-based configuration
- Extensible architecture for future enhancements

## Roadmap

- [ ] Add Composio Agent
- [x] Add Multi-modal Surfer agent
- [ ] Improve backend main Agentic AI (based on Autogen and Magentic-One)
- [ ] Add a pool of LLM model auto-select for each agent
- [ ] Improve the generalist multi-tasking agentic fleet
- [ ] Add a Cloud service with OAuth + Freetier
- [ ] Add pre-release of AgenticFabric
- [ ] Release of the GraphFleet refactor
- [ ] Fix interoperability between AgenticFleet and GraphFleet
- [ ] Add message persistence
- [ ] Implement user authentication
- [ ] Add file sharing capabilities
- [ ] Enhance UI/UX with more interactive features

## Prerequisites

- Python 3.10 or later
- uv package manager

## Installation

### From PyPI

The simplest way to install AgenticFleet is via pip:

```bash
pip install agentic-fleet
```

Or with optional dependencies:
```bash
# For development tools
pip install "agentic-fleet[dev,test]"

# For documentation tools
pip install "agentic-fleet[docs]"
```

### From Source

1. Clone the repository:
```bash
git clone https://github.com/qredence/agenticfleet.git
cd agenticfleet
```

2. Create and activate a virtual environment using uv:
```bash
uv venv
. .venv/bin/activate  # On Unix/macOS
# or
.venv\Scripts\activate  # On Windows
```

3. Install dependencies:

For basic installation:
```bash
uv pip install -e .
sudo playwright install-deps
sudo apt install -y nodejs npm
npx playwright install-deps
```

For development (includes testing, linting, and formatting tools):
```bash
uv pip install -e ".[dev,test]"
```

For documentation:
```bash
uv pip install -e ".[docs]"
```

4. Configure environment variables:

Copy the example environment file and update it with your settings:
```bash
cp .env.example .env
```

The `.env` file contains all necessary configuration for both backend and frontend:
- Azure Services configuration (OpenAI, Key Vault, etc.)
- External AI Services API keys
- Backend server settings
- Frontend (Chainlit) configuration

## Development

To start the application in development mode, you'll need to run both the backend and frontend servers:

1. Start the backend server:
```bash
cd src/backend
. .venv/bin/activate  # Ensure you're in the virtual environment
uvicorn app:app --reload --host 0.0.0.0 --port 8000
```

2. In a new terminal, start the frontend:
```bash
cd src/frontend
. .venv/bin/activate  # Ensure you're in the virtual environment
chainlit run app.py
```

This will:
- Start the backend server at http://localhost:8000
- Launch the Chainlit frontend interface at http://localhost:8001
- Enable real-time communication between frontend and backend
- Provide colored logging output
- Handle graceful shutdown

You can access:
- Backend API documentation at http://localhost:8000/docs
- Frontend Chainlit interface at http://localhost:8001

## Project Structure

```
fleet/
├── src/
│   ├── frontend/              # Chainlit Frontend
│   │   ├── .chainlit/        # Chainlit configuration
│   │   ├── __init__.py
│   │   ├── app.py            # Frontend application
│   │   └── chainlit.md       # Chainlit documentation
│   └── backend/              # FastAPI Backend
│       ├── agents/
│       │   ├── composio_agent.py    # Composio agent implementation
│       │   └── multi-modal-surfer.py # Multi-modal surfing agent
│       ├── models/
│       │   ├── config.py        # Configuration management
│       │   ├── logging.py       # Structured logging
│       │   ├── messages.py      # Message type definitions
│       │   └── azure_client.py  # Azure services integration
│       ├── labs/
│       │   ├── dataset_fabric/  # Dataset generation tools
│       │   ├── prompt_fabric/   # Prompt engineering tools
│       │   └── promptfleet/     # Prompt templates
│       └── app.py              # FastAPI application
├── docs/                      # Documentation
│   └── agentic-fleet.mdx     # Detailed technical documentation
└── README.md
```

## Development

### Code Style and Quality

The project uses several tools to maintain code quality:

- **Black**: Code formatting
  ```bash
  black src/
  ```

- **isort**: Import sorting
  ```bash
  isort src/
  ```

- **flake8**: Code linting
  ```bash
  flake8 src/
  ```

- **mypy**: Static type checking
  ```bash
  mypy src/
  ```

### Testing

Run tests with pytest:
```bash
pytest
```

Run tests with coverage report:
```bash
pytest --cov
```

## Error Handling

The application implements comprehensive error handling:
- Connection errors with automatic retry
- Input validation errors
- Server-side errors with proper status codes
- User-friendly error messages in the UI
- Agent-specific error handling and recovery

## Logging

Structured logging is implemented with:
- Different log levels (DEBUG, INFO, WARNING, ERROR)
- JSON-formatted log output
- Timestamp and context information
- Error tracking with stack traces
- Agent activity monitoring
- Performance metrics

## Contributing

1. Fork the repository
2. Create your feature branch (`git checkout -b feature/amazing-feature`)
3. Commit your changes (`git commit -m 'Add some amazing feature'`)
4. Push to the branch (`git push origin feature/amazing-feature`)
5. Open a Pull Request

Please ensure your PR:
- Includes appropriate tests
- Updates documentation as needed
- Follows the existing code style
- Includes proper error handling
- Has meaningful commit messages

## Citation

```bibtex
@misc{fourney2024magenticonegeneralistmultiagentsolving,
    title={Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks},
    author={Adam Fourney and Gagan Bansal and Hussein Mozannar and Cheng Tan and Eduardo Salinas 
            and Erkang and Zhu and Friederike Niedtner and Grace Proebsting and Griffin Bassman 
            and Jack Gerrits and Jacob Alber and Peter Chang and Ricky Loynd and Robert West 
            and Victor Dibia and Ahmed Awadallah and Ece Kamar and Rafah Hosn and Saleema Amershi},
    year={2024},
    eprint={2411.04468},
    archivePrefix={arXiv},
    primaryClass={cs.AI},
    url={https://arxiv.org/abs/2411.04468}
}
```

For more information about Autogen, visit their [documentation](https://microsoft.github.io/autogen/0.4.0.dev13/index.html).

## License

This project is licensed under the [Apache 2.0 License](LICENSE).
