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

# Embedders

> Embedders convert text into vector representations for semantic search and knowledge retrieval. Agno supports multiple embedding providers to fit different deployment needs.

| Example                                                                                      | Description                                                                                  |
| -------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- |
| [AWS Bedrock Embedder](/examples/knowledge/embedders/aws-bedrock-embedder)                   | Demonstrates Cohere v3 embeddings through AWS Bedrock and knowledge insertion.               |
| [Azure OpenAI Embedder](/examples/knowledge/embedders/azure-embedder)                        | Demonstrates Azure OpenAI embeddings and knowledge insertion, including a batching variant.  |
| [Cohere Embedder](/examples/knowledge/embedders/cohere-embedder)                             | Demonstrates Cohere embeddings and knowledge insertion, including a batching variant.        |
| [Fireworks Embedder](/examples/knowledge/embedders/fireworks-embedder)                       | Demonstrates Fireworks embeddings and knowledge insertion, including a batching variant.     |
| [Gemini Embedder](/examples/knowledge/embedders/gemini-embedder)                             | Demonstrates Gemini embeddings and knowledge insertion, including a batching variant.        |
| [Hugging Face Embedder](/examples/knowledge/embedders/huggingface-embedder)                  | Demonstrates Hugging Face custom embeddings and knowledge insertion.                         |
| [Jina Embedder](/examples/knowledge/embedders/jina-embedder)                                 | Demonstrates Jina embeddings, usage metadata retrieval, and a batching variant.              |
| [LangDB Embedder](/examples/knowledge/embedders/langdb-embedder)                             | Demonstrates LangDB embeddings and knowledge insertion.                                      |
| [Mistral Embedder](/examples/knowledge/embedders/mistral-embedder)                           | Demonstrates Mistral embeddings and knowledge insertion, including a batching variant.       |
| [Nebius Embedder](/examples/knowledge/embedders/nebius-embedder)                             | Demonstrates Nebius embeddings and knowledge insertion.                                      |
| [Ollama Embedder](/examples/knowledge/embedders/ollama-embedder)                             | Demonstrates Ollama embeddings and knowledge insertion.                                      |
| [OpenAI Embedder](/examples/knowledge/embedders/openai-embedder)                             | Demonstrates OpenAI embeddings and knowledge insertion, including a batching variant.        |
| [FastEmbed Embedder](/examples/knowledge/embedders/qdrant-fastembed)                         | Demonstrates FastEmbed embeddings and knowledge insertion.                                   |
| [Sentence Transformer Embedder](/examples/knowledge/embedders/sentence-transformer-embedder) | Demonstrates sentence-transformer embeddings and knowledge insertion.                        |
| [Together Embedder](/examples/knowledge/embedders/together-embedder)                         | Demonstrates Together embeddings and knowledge insertion.                                    |
| [VoyageAI Embedder](/examples/knowledge/embedders/voyageai-embedder)                         | Demonstrates VoyageAI embeddings and knowledge insertion, including a batching variant.      |
| [AWS Bedrock Embedder v4](/examples/knowledge/embedders/aws-bedrock-embedder-v4)             | Demonstrates Cohere v4 embeddings on AWS Bedrock with configurable dimensions.               |
| [vLLM Local Embedder](/examples/knowledge/embedders/vllm-embedder-local)                     | Demonstrates local vLLM embeddings and knowledge insertion with standard and batching modes. |
| [vLLM Remote Embedder](/examples/knowledge/embedders/vllm-embedder-remote)                   | Demonstrates remote vLLM embeddings and knowledge insertion with optional batching.          |