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Copy file name to clipboardexpand all lines: README.md
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@@ -36,15 +36,15 @@ LLMling Agent is a framework for creating and managing LLM-powered agents. It in
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## ✨ Unique Features
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- 🔄 Modern python written from ground up with Python 3.12
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- ⚡ True async framework. Easy set-up of complex async agent flows. Faster initializations of "heavy" agents (and first experimentations with async UI supervision f Agents in real-time)
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- 📝 Easy consistent APIs
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- 💻 Pyodide-"compatible"
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- 🛡️ Complete agent defintion via YAML files including extensive JSON schema to help with creating configurations.
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- 🔒 Leveraging the complete pydantic-based type-safe stack and bringing it to the multi-agent world
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- 🎮 Complete integrated command sytem to control agents from prompt-based interfaces
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- 🔌 Agent MCP server support, initialized when entering the async context.
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- 👁️ Multi-modal support for both LiteLLM and Pydantic-AI (currently Images and PDFs if model support is given)
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- 💾 Storage providers to allow writing to local files, databases, etc. with many customizable backends. Log to SQL databases and pretty-print to a file according to your own wishes.
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- 🧩 Support for creating "description prompts" for many common python type(s / instances). Your agent understands common datatypes.
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- 🎮 Complete integrated command sytem to control agents from prompt-based interfaces
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- 🔗 Unique powerful connection-based messaging approach for object-oriented routing and observation.
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- 🎯 Integration of Meta-Model system based on [LLMling-models](https://github.com/phil65/llmling-models), also configurable via YAML.
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- 🔐 Deep integration of structured responses into workflows and (generic) typing system.
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