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Prompt Decorators

by synaptiai

Prompt Decorators is a comprehensive framework that standardizes how prompts for Large Language Models (LLMs) are enhanced, structured, and transformed. It provides a systematic approach to modifying AI behavior through simple, composable annotations.

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What is Prompt Decorators?

Prompt Decorators introduces a standardized annotation system that allows users to modify LLM behavior through simple, composable decorators. It provides a formal standard that defines decorator syntax, behavior, and extension mechanisms, along with a production-ready Python reference implementation.

How to use Prompt Decorators?

Install the package using pip install prompt-decorators. Load decorator definitions using pd.load_decorator_definitions(). Create a decorator instance using pd.create_decorator_instance(). Apply the decorator to a prompt using decorator.apply(prompt). Refer to the official documentation for detailed examples.

Key features of Prompt Decorators

  • Registry-based decorator management

  • Parameter validation and type checking

  • Decorator versioning

  • Compatibility checking

  • Documentation generation

  • Dynamic loading

  • Runtime decorator discovery

Use cases of Prompt Decorators

  • Crafting prompts for specific reasoning patterns

  • Structuring outputs in particular formats

  • Ensuring consistent responses across different models

  • Integrating with Model Context Protocol (MCP) for desktop AI applications

FAQ from Prompt Decorators

What problem does Prompt Decorators solve?

It addresses the inconsistency, verbosity, cognitive overhead, lack of composability, and undocumented behavior in current prompt engineering approaches.

What is the Prompt Decorators Specification?

It is a formal standard that defines decorator syntax, behavior, and extension mechanisms.

How do I install Prompt Decorators?

You can install it using pip install prompt-decorators.

What is the MCP Server integration?

It enables prompt decorator functionality in tools like Claude Desktop.

Where can I find more detailed documentation?

You can find it at https://synaptiai.github.io/prompt-decorators/