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href=\"https://quantmind.github.io/quantflow\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/quantmind/quantflow/main/docs/assets/logos/quantflow-lockup.svg\" width=300 /\u003e\u003c/a\u003e\n\n[![PyPI version](https://badge.fury.io/py/quantflow.svg)](https://badge.fury.io/py/quantflow)\n[![Python versions](https://img.shields.io/pypi/pyversions/quantflow.svg)](https://pypi.org/project/quantflow)\n[![Python downloads](https://img.shields.io/pypi/dd/quantflow.svg)](https://pypi.org/project/quantflow)\n[![build](https://github.com/quantmind/quantflow/actions/workflows/build.yml/badge.svg)](https://github.com/quantmind/quantflow/actions/workflows/build.yml)\n[![codecov](https://codecov.io/gh/quantmind/quantflow/branch/main/graph/badge.svg?token=wkH9lYKOWP)](https://codecov.io/gh/quantmind/quantflow)\n\nQuantitative analysis and pricing tools.\n\n![btcvol](https://github.com/quantmind/quantflow/assets/144320/88ed85d1-c3c5-489c-ac07-21b036593214)\n\n## Installation\n\n```bash\npip install quantflow\n```\n\n## Modules\n\n* [quantflow.ai](https://github.com/quantmind/quantflow/tree/main/quantflow/ai) MCP server for AI clients (requires `quantflow[ai,data]`)\n* [quantflow.data](https://github.com/quantmind/quantflow/tree/main/quantflow/data) data APIs (requires `quantflow[data]`)\n* [quantflow.options](https://github.com/quantmind/quantflow/tree/main/quantflow/options) option pricing and calibration\n* [quantflow.sp](https://github.com/quantmind/quantflow/tree/main/quantflow/sp) stochastic process primitives\n* [quantflow.ta](https://github.com/quantmind/quantflow/tree/main/quantflow/ta) timeseries analysis tools\n* [quantflow.utils](https://github.com/quantmind/quantflow/tree/main/quantflow/utils) utilities and helpers\n\n## Optional dependencies\n\n* `data` — data retrieval: `pip install quantflow[data]`\n* `ai` — MCP server for AI clients: `pip install quantflow[ai,data]`\n* `ml` — training the Deep Implied Volatility model: `pip install quantflow[ml]`\n\n## MCP Server\n\nQuantflow exposes its data tools as an [MCP](https://modelcontextprotocol.io) server for AI clients.\nSee [MCP Server](https://quantflow.quantmind.com/mcp/) for setup and available tools.\n\n## License\n\nReleased under the [BSD 3-Clause License](https://github.com/quantmind/quantflow/blob/main/LICENSE).\n\n## Citation\n\nIf you use Quantflow in your research, please cite it using the metadata in [CITATION.cff](https://github.com/quantmind/quantflow/blob/main/CITATION.cff).\n\n## License\n\nReleased under the [BSD 3-Clause License](https://github.com/quantmind/quantflow/blob/main/LICENSE).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fquantmind%2Fquantflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fquantmind%2Fquantflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fquantmind%2Fquantflow/lists"}