fix(docs): SEO improvements for page titles, internal links, and URL structure (#7224)
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---
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title: Configurations
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seo:
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title: "Embedder Configuration Reference - Mem0"
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description: "Reference for embedder configuration options in Mem0, including provider selection and model settings."
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---
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@@ -1,5 +1,7 @@
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---
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title: AWS Bedrock
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seo:
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title: "AWS Bedrock as Embedding Provider - Mem0"
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description: "Configure AWS Bedrock as an embedding provider in Mem0 with IAM credentials and boto3 authentication."
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---
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---
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title: Azure OpenAI
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seo:
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title: "Azure OpenAI as Embedding Provider - Mem0"
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description: "Configure Azure OpenAI as an embedding provider in Mem0 with API key, deployment, and endpoint settings."
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---
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---
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title: Google AI
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seo:
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title: "Google AI as Embedding Provider - Mem0"
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description: "Configure Google AI as an embedding provider in Mem0 using Gemini models and the GOOGLE_API_KEY variable."
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---
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@@ -1,5 +1,7 @@
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---
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title: LangChain
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seo:
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title: "LangChain as Embedding Provider - Mem0"
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description: "Use LangChain as an embedding provider in Mem0 to access a wide range of models through a unified interface."
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---
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@@ -1,5 +1,7 @@
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---
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title: "LM Studio"
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seo:
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title: "LM Studio as Embedding Provider - Mem0"
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description: "Configure LM Studio as an embedding provider in Mem0 for local embedding generation with models like nomic-embed-text."
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---
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You can use embedding models from LM Studio to run Mem0 locally.
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@@ -1,5 +1,7 @@
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---
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title: "Ollama"
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seo:
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title: "Ollama as Embedding Provider - Mem0"
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description: "Configure Ollama as an embedding provider in Mem0 to generate embeddings locally using open-source models."
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---
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You can use embedding models from Ollama to run Mem0 locally.
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@@ -1,5 +1,7 @@
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---
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title: OpenAI
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seo:
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title: "OpenAI as Embedding Provider - Mem0"
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description: "Configure OpenAI as an embedding provider in Mem0 using models like text-embedding-3-large for vector generation."
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---
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@@ -1,5 +1,7 @@
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---
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title: Together
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seo:
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title: "Together AI as Embedding Provider - Mem0"
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description: "Configure Together AI as an embedding provider in Mem0 with support for 1024-dimensional embedding models."
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---
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@@ -1,5 +1,7 @@
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---
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title: Overview
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seo:
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title: "Embedding Providers Overview - Mem0"
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description: "Overview of all supported embedding model providers in Mem0, including OpenAI, Azure, Ollama, and more."
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---
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@@ -15,15 +17,15 @@ See the list of supported embedders below.
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<CardGroup cols={4}>
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<Card title="OpenAI" icon="/images/provider-icons/openai.svg" href="/components/embedders/models/openai"></Card>
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<Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/embedders/models/azure_openai"></Card>
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<Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/embedders/models/azure-openai"></Card>
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<Card title="Ollama" icon="/images/provider-icons/ollama.svg" href="/components/embedders/models/ollama"></Card>
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<Card title="Hugging Face" icon="/images/provider-icons/huggingface.svg" href="/components/embedders/models/huggingface"></Card>
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<Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/embedders/models/google_AI"></Card>
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<Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/embedders/models/google-ai"></Card>
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<Card title="Vertex AI" icon="/images/provider-icons/vertexai.svg" href="/components/embedders/models/vertexai"></Card>
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<Card title="Together" icon="/images/provider-icons/together-color.svg" href="/components/embedders/models/together"></Card>
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<Card title="LM Studio" icon="/images/provider-icons/lmstudio.svg" href="/components/embedders/models/lmstudio"></Card>
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<Card title="Langchain" icon="/images/provider-icons/langchain-color.svg" href="/components/embedders/models/langchain"></Card>
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<Card title="AWS Bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/embedders/models/aws_bedrock"></Card>
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<Card title="AWS Bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/embedders/models/aws-bedrock"></Card>
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<Card title="FastEmbed" icon="/images/provider-icons/qdrant.svg" href="/components/embedders/models/fastembed"></Card>
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</CardGroup>
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@@ -1,5 +1,7 @@
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---
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title: Configurations
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seo:
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title: "LLM Configuration Reference - Mem0"
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description: "Reference for LLM configuration options in Mem0 for Python and TypeScript, including value precedence rules."
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---
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+2
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---
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title: AWS Bedrock
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seo:
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title: "AWS Bedrock as LLM Provider - Mem0"
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description: "Configure AWS Bedrock as an LLM provider in Mem0 with IAM authentication and Claude model support."
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---
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+2
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---
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title: Azure OpenAI
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seo:
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title: "Azure OpenAI as LLM Provider - Mem0"
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description: "Configure Azure OpenAI as an LLM provider in Mem0 with Azure Identity authentication and deployment settings."
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---
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@@ -1,5 +1,7 @@
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---
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title: Google AI
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seo:
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title: "Google AI as LLM Provider - Mem0"
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description: "Configure Google Gemini as an LLM provider in Mem0 using the google.genai SDK and GOOGLE_API_KEY variable."
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---
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@@ -1,5 +1,7 @@
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---
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title: LangChain
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seo:
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title: "LangChain as LLM Provider - Mem0"
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description: "Use LangChain as an LLM provider in Mem0 to integrate with various chat models through a unified interface."
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---
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@@ -1,5 +1,7 @@
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---
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title: LM Studio
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seo:
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title: "LM Studio as LLM Provider - Mem0"
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description: "Configure LM Studio as an LLM provider in Mem0 for running local language models via an OpenAI-compatible API."
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---
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@@ -1,5 +1,7 @@
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---
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title: Ollama
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seo:
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title: "Ollama as LLM Provider - Mem0"
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description: "Configure Ollama as an LLM provider in Mem0 for running local language models with tool-calling support."
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---
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@@ -1,5 +1,7 @@
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---
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title: OpenAI
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seo:
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title: "OpenAI as LLM Provider - Mem0"
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description: "Configure OpenAI as an LLM provider in Mem0 with support for GPT models and Openrouter compatibility."
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---
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@@ -1,5 +1,7 @@
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---
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title: Together
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seo:
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title: "Together AI as LLM Provider - Mem0"
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description: "Configure Together AI as an LLM provider in Mem0 with API key setup and optional custom endpoint configuration."
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---
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@@ -1,5 +1,7 @@
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---
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title: xAI
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seo:
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title: "xAI Grok as LLM Provider - Mem0"
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description: "Configure xAI Grok models as an LLM provider in Mem0 with API key setup and usage examples."
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---
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@@ -1,5 +1,7 @@
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---
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title: Overview
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seo:
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title: "LLM Providers Overview - Mem0"
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description: "Overview of all supported LLM providers in Mem0, including OpenAI, Anthropic, Groq, Ollama, and more."
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---
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@@ -22,14 +24,14 @@ See the list of supported LLMs below.
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<CardGroup cols={4}>
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<Card title="OpenAI" icon="/images/provider-icons/openai.svg" href="/components/llms/models/openai" />
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<Card title="Ollama" icon="/images/provider-icons/ollama.svg" href="/components/llms/models/ollama" />
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<Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/llms/models/azure_openai" />
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<Card title="Azure OpenAI" icon="/images/provider-icons/azure-color.svg" href="/components/llms/models/azure-openai" />
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<Card title="Anthropic" icon="/images/provider-icons/anthropic.svg" href="/components/llms/models/anthropic" />
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<Card title="Together" icon="/images/provider-icons/together-color.svg" href="/components/llms/models/together" />
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<Card title="Groq" icon="/images/provider-icons/groq.svg" href="/components/llms/models/groq" />
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<Card title="Litellm" icon="shuffle" href="/components/llms/models/litellm" />
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<Card title="Mistral AI" icon="/images/provider-icons/mistral-color.svg" href="/components/llms/models/mistral_AI" />
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<Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/llms/models/google_AI" />
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<Card title="AWS bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/llms/models/aws_bedrock" />
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<Card title="Mistral AI" icon="/images/provider-icons/mistral-color.svg" href="/components/llms/models/mistral-ai" />
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<Card title="Google AI" icon="/images/provider-icons/google-color.svg" href="/components/llms/models/google-ai" />
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<Card title="AWS bedrock" icon="/images/provider-icons/bedrock-color.svg" href="/components/llms/models/aws-bedrock" />
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<Card title="DeepSeek" icon="/images/provider-icons/deepseek-color.svg" href="/components/llms/models/deepseek" />
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<Card title="MiniMax" icon="/images/provider-icons/minimax-color.svg" href="/components/llms/models/minimax" />
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<Card title="xAI" icon="/images/provider-icons/xai.svg" href="/components/llms/models/xAI" />
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@@ -1,5 +1,7 @@
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---
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title: Overview
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seo:
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title: "Reranker Providers Overview - Mem0"
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description: 'Pick the right reranker path to boost Mem0 search relevance.'
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---
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@@ -13,10 +15,10 @@ Reranking trades extra latency for better precision. Start once you have baselin
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<CardGroup cols={3}>
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<Card title="Cohere" icon="/images/provider-icons/cohere.svg" href="/components/rerankers/models/cohere" />
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<Card title="Sentence Transformers" icon="vector-square" href="/components/rerankers/models/sentence_transformer" />
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<Card title="Sentence Transformers" icon="vector-square" href="/components/rerankers/models/sentence-transformer" />
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<Card title="Hugging Face" icon="/images/provider-icons/huggingface.svg" href="/components/rerankers/models/huggingface" />
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<Card title="LLM Reranker" icon="wand-magic-sparkles" href="/components/rerankers/models/llm_reranker" />
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<Card title="Zero Entropy" icon="/images/provider-icons/zeroentropy.svg" href="/components/rerankers/models/zero_entropy" />
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<Card title="LLM Reranker" icon="wand-magic-sparkles" href="/components/rerankers/models/llm-reranker" />
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<Card title="Zero Entropy" icon="/images/provider-icons/zeroentropy.svg" href="/components/rerankers/models/zero-entropy" />
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</CardGroup>
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<Note>
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@@ -54,13 +56,13 @@ All five rerankers are available in both the Python and the [TypeScript](/open-s
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title="Zero Entropy Guide"
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description="Adopt the managed neural reranker for production workloads."
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icon="sparkles"
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href="/components/rerankers/models/zero_entropy"
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href="/components/rerankers/models/zero-entropy"
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/>
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<Card
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title="Sentence Transformers"
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description="Keep reranking on-device with cross-encoder models."
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icon="microchip"
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href="/components/rerankers/models/sentence_transformer"
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href="/components/rerankers/models/sentence-transformer"
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/>
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</CardGroup>
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@@ -1,5 +1,7 @@
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---
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title: Configurations
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seo:
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title: "Vector Store Configuration Reference - Mem0"
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description: "Reference for vector database configuration options in Mem0, including provider selection and connection settings."
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---
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@@ -1,5 +1,7 @@
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---
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title: LangChain
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seo:
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title: "LangChain as Vector Store Provider - Mem0"
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description: "Use LangChain as a unified vector store provider in Mem0 to access multiple vector databases through one interface."
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---
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@@ -1,5 +1,7 @@
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---
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title: Overview
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seo:
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title: "Vector Store Providers Overview - Mem0"
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description: "Overview of all supported vector databases in Mem0, including Qdrant, Chroma, PGVector, Pinecone, Oracle, and more."
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---
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@@ -28,12 +30,12 @@ See the list of supported vector databases below.
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<Card title="Elasticsearch" icon="/images/provider-icons/elasticsearch.svg" href="/components/vectordbs/dbs/elasticsearch"></Card>
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<Card title="OpenSearch" icon="/images/provider-icons/opensearch.svg" href="/components/vectordbs/dbs/opensearch"></Card>
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<Card title="Supabase" icon="/images/provider-icons/supabase.svg" href="/components/vectordbs/dbs/supabase"></Card>
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<Card title="Vertex AI" icon="/images/provider-icons/vertexai.svg" href="/components/vectordbs/dbs/vertex_ai"></Card>
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<Card title="Vertex AI" icon="/images/provider-icons/vertexai.svg" href="/components/vectordbs/dbs/vertex-ai"></Card>
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<Card title="Weaviate" icon="circle-nodes" href="/components/vectordbs/dbs/weaviate"></Card>
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<Card title="FAISS" icon="layer-group" href="/components/vectordbs/dbs/faiss"></Card>
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<Card title="LangChain" icon="/images/provider-icons/langchain-color.svg" href="/components/vectordbs/dbs/langchain"></Card>
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<Card title="Amazon S3 Vectors" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/s3_vectors"></Card>
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<Card title="Neptune Analytics" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/neptune_analytics"></Card>
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<Card title="Amazon S3 Vectors" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/s3-vectors"></Card>
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<Card title="Neptune Analytics" icon="/images/provider-icons/aws-color.svg" href="/components/vectordbs/dbs/neptune-analytics"></Card>
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<Card title="Databricks" icon="/images/provider-icons/databricks.svg" href="/components/vectordbs/dbs/databricks"></Card>
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<Card title="Turbopuffer" icon="/images/provider-icons/turbopuffer.svg" href="/components/vectordbs/dbs/turbopuffer"></Card>
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</CardGroup>
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