{"id":37080313,"url":"https://github.com/oracle/wayflow","last_synced_at":"2026-01-14T09:45:04.287Z","repository":{"id":318510941,"uuid":"1068439598","full_name":"oracle/wayflow","owner":"oracle","description":"WayFlow is a powerful, intuitive Python library for building sophisticated AI-powered assistants. 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It includes a standard library of plan steps to streamline the creation of AI-powered assistants, supports re-usability and is ideal for rapid development.\n\n\n## Get started\n\n\nTo get started, set up your Python environment (Python 3.10 or newer required), and then install the WayFlow Core package.\n\n### venv\n\n```bash\npython -m venv .venv\nsource .venv/bin/activate  # On Windows: .venv\\Scripts\\activate\npip install wayflowcore\n```\n\n### uv\n\nYou can also use [uv](https://docs.astral.sh/uv/) for faster install times:\n\n```bash\npip install uv\nuv pip install wayflowcore\n```\n\n## Hello world example\n\nInitialize a Large Language Model (LLM) of your choice:\n\n| OCI Gen AI                                                                                                                                                                                                                                                   | Open AI                                                                                                         | Ollama                                                                                                          |\n|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------|\n| \u003cpre\u003efrom wayflowcore.models import OCIGenAIModel\u003cbr\u003e\u003cbr\u003ellm = OCIGenAIModel(\u003cbr\u003e   model_id=\"provider.model-id\",\u003cbr\u003e   service_endpoint=\"https://url-to-service-endpoint.com\",\u003cbr\u003e   compartment_id=\"compartment-id\",\u003cbr\u003e   auth_type=\"API_KEY\",\u003cbr\u003e)\u003c/pre\u003e | \u003cpre\u003efrom wayflowcore.models import OpenAIModel\u003cbr\u003e\u003cbr\u003ellm = OpenAIModel(\u003cbr\u003e   model_id=\"model-id\",\u003cbr\u003e)\u003c/pre\u003e | \u003cpre\u003efrom wayflowcore.models import OllamaModel\u003cbr\u003e\u003cbr\u003ellm = OllamaModel(\u003cbr\u003e   model_id=\"model-id\",\u003cbr\u003e)\u003c/pre\u003e |\n\n\n\u003e See the list of supported LLMs in the [WayFlow documentation](https://oracle.github.io/wayflow/development/core/howtoguides/llm_from_different_providers.html).\n\n\nThen, create an agent using a [WayFlow Agent](https://oracle.github.io/wayflow/development/core/api/agent.html#wayflowcore.agent.Agent):\n\n```python\nfrom wayflowcore.agent import Agent\n\nassistant = Agent(llm=llm)\n\nconversation = assistant.start_conversation()\nconversation.append_user_message(\"I need help regarding my sql query\")\nconversation.execute()\n\n# get the assistant's response to your query\nassistant_answer = conversation.get_last_message()\nassistant_answer.content\n# I'd be happy to help with your SQL query...\n```\n\nFor more information on how to build flexible Agents, structured Flows and multi-agent patterns, read the [WayFlow Tutorials](https://oracle.github.io/wayflow/development/core/tutorials/index.html)\n\n\n## Why WayFlow?\n\n* **Flexibility** : WayFlow supports multiple approaches to building AI Assistants, including Agents and Flows.\n* **Interoperability** : WayFlow works with LLMs from many different vendors and supports an open approach to integration.\n* **Reusability** : WayFlow enables you to build reusable and composable components for rapid development of AI assistants.\n* **Extensibility** : WayFlow has powerful abstractions to handle all types of LLM applications and provides a standard library of steps.\n* **Openness** : WayFlow is an open-source project, welcoming contributions from diverse teams looking to take AI agents to the next step.\n\n## Positioning in the Agentic Ecosystem\n\n\nWayFlow is the reference runtime implementation for [Open Agent Spec][website-agentspec].\n\n[![Positioning](docs/wayflowcore/source/_static/agentspec_spec_img/agentspec_positioning.svg)][website-ecosystem]\n\n\n\n## Examples\n\nExplore practical examples for working with WayFlow.\n\nName         | Description\n------------ | -------------\n[Build a Simple Conversational Assistant with Agents](https://oracle.github.io/wayflow/development/core/tutorials/basic_agent.html) | A demo using dummy HR data to answer employee-related questions with an agent.\n[Build a Simple Fixed-Flow Assistant with Flows](https://oracle.github.io/wayflow/development/core/tutorials/basic_flow.html) | A basic HR chatbot built as a fixed-flow assistant to answer employee questions.\n[Build a Simple Code Review Assistant](https://oracle.github.io/wayflow/development/core/tutorials/usecase_prbot.html) | An advanced assistant using Flows to automate Python pull request reviews.\n\n## Get Support\n\n* Open a [GitHub issue][issues] for bug reports, questions, or requests for enhancements.\n* Report a security vulnerability according to the [Reporting Vulnerabilities guide][reporting-vulnerabilities].\n\n\n## Contributing\n\nThis project welcomes contributions from the community. Before submitting a pull request, please review the [contributor guide](./CONTRIBUTING.md).\n\n## Security\n\nPlease refer to the [security guide](./SECURITY.md) for information on responsibly disclosing security vulnerabilities.\n\n## License\nCopyright (c) 2025 Oracle and/or its affiliates.\n\nThis software is under the Apache License 2.0 (LICENSE-APACHE or [http://www.apache.org/licenses/LICENSE-2.0](http://www.apache.org/licenses/LICENSE-2.0)) or Universal Permissive License (UPL) 1.0 (LICENSE-UPL or [https://oss.oracle.com/licenses/upl](https://oss.oracle.com/licenses/upl)), at your option.\n\n\n\n[badge-dl]: https://img.shields.io/pepy/dt/wayflowcore\n[badge-docs]: https://img.shields.io/badge/documentation-WayFlow-orange\n[badge-license]: https://img.shields.io/badge/license-apache_2.0+UPL_1.0-green\n[badge-reference-sheet]: https://img.shields.io/badge/reference%20sheet-read-red\n[contributors]: https://oracle.github.io/wayflow/development/core/contributing.html\n[docs]: https://oracle.github.io/wayflow/index.html\n[downloads]: https://oracle.github.io/wayflow/development/core/installation.html\n[getting-started]: https://oracle.github.io/wayflow/development/core/index.html\n[issues]: https://github.com/oracle/wayflow/issues\n[reference-sheet]: https://oracle.github.io/wayflow/development/core/misc/reference_sheet.html\n[reporting-vulnerabilities]: https://www.oracle.com/corporate/security-practices/assurance/vulnerability/reporting.html\n[website-wayflow]: https://oracle.github.io/wayflow/\n[website-agentspec]: https://oracle.github.io/agent-spec/\n[website-ecosystem]: https://oracle.github.io/agent-spec/agentspec/positioning.html\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foracle%2Fwayflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Foracle%2Fwayflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foracle%2Fwayflow/lists"}