> ## Documentation Index
> Fetch the complete documentation index at: https://praison.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# adapters • AI Agents Framework

> PraisonAI Adapters - Implementations for core protocols.

# adapters

<Badge color="purple">AI Agents Framework</Badge>

PraisonAI Adapters - Implementations for core protocols.

This module provides concrete implementations of:

* Reader adapters (AutoReader, LlamaIndexReaderAdapter, MarkItDownReaderAdapter)
* Vector store adapters (ChromaAdapter, PineconeAdapter, etc.)
* Retriever implementations
* Reranker implementations

## Import

```python theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
from praisonai import adapters
```

### Constants

| Name            | Value                                                                                                                                                                                                         |
| --------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `_LAZY_IMPORTS` | `{'AutoReader': ('praisonai.adapters.readers', 'AutoReader'), 'MarkItDownReader': ('praisonai.adapters.readers', 'MarkItDownReader'), 'TextReader': ('praisonai.adapters.readers', 'TextReader'), 'Direct...` |