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

# Integrations

> Connect Upsonic with your favorite tools, models, databases, and platforms

Upsonic integrates with a wide ecosystem of LLM providers, vector databases, messaging platforms, observability tools, and more. Browse all available integrations below.

***

## LLM Providers

Connect to any major language model provider — cloud, local, or through a gateway.

### Native Providers

<CardGroup cols={3}>
  <Card icon={<img src="https://img.icons8.com/?size=100&id=V88Foj5UpuPh&format=png&color=000000" />} href="/concepts/llm-support/providers/openai-chat" title="OpenAI">
    GPT-4o, GPT-4, GPT-3.5 via Chat Completions API.
  </Card>

  <Card icon={<img src="https://img.icons8.com/?size=100&id=V88Foj5UpuPh&format=png&color=000000" />} href="/concepts/llm-support/providers/openai-responses" title="OpenAI Responses">
    OpenAI Responses API with built-in tools.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/anthropic/000000/ffffff" />} href="/concepts/llm-support/providers/anthropic" title="Anthropic">
    Claude 4, Claude 3.5 Sonnet, Haiku & more.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/google/4285F4" />} href="/concepts/llm-support/providers/google" title="Google Gemini">
    Gemini Pro, Gemini Flash & more.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/mistralai/000000/ffffff" />} href="/concepts/llm-support/providers/mistral" title="Mistral">
    Mistral Large, Medium, Small & Codestral.
  </Card>

  <Card icon={<img src="https://svgl.app/library/cohere.svg" />} href="/concepts/llm-support/providers/cohere" title="Cohere">
    Command R, Command R+ models.
  </Card>

  <Card icon={<img src="https://img.icons8.com/?size=100&id=Z1Bbq5wEAtZh&format=png&color=000000" />} href="/concepts/llm-support/providers/grok" title="Grok">
    xAI Grok models via LiteLLM.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/130314967?s=200&v=4" />} href="/concepts/llm-support/providers/xai" title="xAI">
    xAI native SDK for Grok models.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/129152888?s=200&v=4" />} href="/concepts/llm-support/providers/moonshotai" title="Moonshot AI">
    Moonshot AI (Kimi) models.
  </Card>
</CardGroup>

### Cloud Providers

<CardGroup cols={3}>
  <Card icon={<img src="https://svgl.app/library/azure.svg" />} href="/concepts/llm-support/providers/azure" title="Azure OpenAI">
    Azure-hosted OpenAI models.
  </Card>

  <Card icon={<img src="https://cdn.jsdelivr.net/gh/devicons/devicon/icons/amazonwebservices/amazonwebservices-plain-wordmark.svg" />} href="/concepts/llm-support/providers/bedrock" title="AWS Bedrock">
    Claude, Llama, Titan via AWS Bedrock.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/huggingface/FFD21E" />} href="/concepts/llm-support/providers/huggingface" title="HuggingFace">
    HuggingFace Inference Endpoints.
  </Card>

  <Card icon={<img src="https://svgl.app/library/heroku.svg" />} href="/concepts/llm-support/providers/heroku" title="Heroku">
    Heroku Inference API.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/1698434?s=200&v=4" />} href="/concepts/llm-support/providers/ovhcloud" title="OVHcloud">
    OVHcloud AI Endpoints.
  </Card>
</CardGroup>

### Local Providers

<CardGroup cols={3}>
  <Card icon={<img src="https://cdn.simpleicons.org/ollama/000000/ffffff" />} href="/concepts/llm-support/providers/ollama" title="Ollama">
    Run models locally with Ollama.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/136984999?s=200&v=4" />} href="/concepts/llm-support/providers/vllm" title="vLLM">
    High-throughput local LLM serving.
  </Card>

  <Card icon={<img src="https://cdn.brandfetch.io/idhQil7T1V/w/200/h/200/theme/dark/logo.png?c=1bxid64Mup7aczewSAYMX&t=1768060783969" />} href="/concepts/llm-support/providers/lmstudio" title="LM Studio">
    Local models via LM Studio GUI.
  </Card>
</CardGroup>

### Model Gateways

<CardGroup cols={3}>
  <Card icon={<img src="https://svgl.app/library/groq.svg" />} href="/concepts/llm-support/providers/groq" title="Groq">
    Ultra-fast LPU inference.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/139423088?s=200&v=4" />} href="/concepts/llm-support/providers/openrouter" title="OpenRouter">
    Unified access to 100+ models.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/121462774?s=200&v=4" />} href="/concepts/llm-support/providers/litellm" title="LiteLLM">
    Unified LLM proxy gateway.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/nvidia/76B900" />} href="/concepts/llm-support/providers/nvidia" title="NVIDIA NIM">
    NVIDIA cloud-based inference.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/109101822?s=200&v=4" />} href="/concepts/llm-support/providers/together" title="Together AI">
    Open and hosted models.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/80118584?s=200&v=4" />} href="/concepts/llm-support/providers/sambanova" title="SambaNova">
    SambaNova AI platform.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/19580083?s=200&v=4" />} href="/concepts/llm-support/providers/cerebras" title="Cerebras">
    Cerebras fast inference API.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/github/000000/ffffff" />} href="/concepts/llm-support/providers/github" title="GitHub Models">
    GitHub Models marketplace.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/vercel/000000/ffffff" />} href="/concepts/llm-support/providers/vercel" title="Vercel">
    Vercel AI Gateway.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/142257755?s=200&v=4" />} href="/concepts/llm-support/providers/outlines" title="Outlines">
    Structured generation for local models.
  </Card>
</CardGroup>

***

## Vector Stores

Store and retrieve embeddings with your preferred vector database for RAG.

<CardGroup cols={3}>
  <Card icon={<img src="https://avatars.githubusercontent.com/u/105881770?s=200&v=4" />} href="/concepts/knowledgebase/vector-stores/chroma" title="Chroma">
    Open-source embedding database.
  </Card>

  <Card icon={<img src="https://svgl.app/library/qdrant-icon-light.svg" />} href="/concepts/knowledgebase/vector-stores/qdrant" title="Qdrant">
    High-performance vector search.
  </Card>

  <Card icon={<img src="https://cdn.brandfetch.io/idCLuo1dQ8/w/178/h/178/theme/dark/icon.png?c=1bxid64Mup7aczewSAYMX&t=1718349235873" />} href="/concepts/knowledgebase/vector-stores/pinecone" title="Pinecone">
    Managed vector database.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/51735404?s=200&v=4" />} href="/concepts/knowledgebase/vector-stores/milvus" title="Milvus">
    Scalable vector database.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/postgresql/4169E1" />} href="/concepts/knowledgebase/vector-stores/pgvector" title="PGVector">
    Vector search in PostgreSQL.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/16943930?s=200&v=4" />} href="/concepts/knowledgebase/vector-stores/faiss" title="FAISS">
    Facebook AI Similarity Search.
  </Card>

  <Card icon={<img src="https://cdn.brandfetch.io/id8U-ebNOv/w/399/h/399/theme/dark/icon.jpeg?c=1bxid64Mup7aczewSAYMX&t=1768835835461" />} href="/concepts/knowledgebase/vector-stores/weaviate" title="Weaviate">
    AI-native vector database.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/171979587?s=200&v=4" />} href="/concepts/knowledgebase/vector-stores/supermemory" title="SuperMemory">
    SuperMemory vector store.
  </Card>
</CardGroup>

***

## Embedding Providers

Generate vector embeddings for your knowledge base documents.

<CardGroup cols={3}>
  <Card icon={<img src="https://img.icons8.com/?size=100&id=V88Foj5UpuPh&format=png&color=000000" />} href="/concepts/knowledgebase/embedding-providers/openai" title="OpenAI">
    text-embedding-3-small/large.
  </Card>

  <Card icon={<img src="https://svgl.app/library/azure.svg" />} href="/concepts/knowledgebase/embedding-providers/azure" title="Azure OpenAI">
    Azure-hosted embedding models.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/google/4285F4" />} href="/concepts/knowledgebase/embedding-providers/google" title="Google">
    Gemini embedding models.
  </Card>

  <Card icon={<img src="https://cdn.jsdelivr.net/gh/devicons/devicon/icons/amazonwebservices/amazonwebservices-plain-wordmark.svg" />} href="/concepts/knowledgebase/embedding-providers/bedrock" title="AWS Bedrock">
    Titan & Cohere embeddings.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/huggingface/FFD21E" />} href="/concepts/knowledgebase/embedding-providers/huggingface" title="HuggingFace">
    Open-source embedding models.
  </Card>

  <Card icon={<img src="https://svgl.app/library/qdrant-icon-light.svg" />} href="/concepts/knowledgebase/embedding-providers/fastembed" title="FastEmbed">
    Lightweight, fast embeddings.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/ollama/000000/ffffff" />} href="/concepts/knowledgebase/embedding-providers/ollama" title="Ollama">
    Local embedding models.
  </Card>
</CardGroup>

***

## Document Loaders

Load and parse documents from various file formats into your knowledge base.

<CardGroup cols={3}>
  <Card icon="file-pdf" href="/concepts/knowledgebase/document-loaders/pypdf" title="PyPDF">
    Standard PDF loader.
  </Card>

  <Card icon="file-pdf" href="/concepts/knowledgebase/document-loaders/pdfplumber" title="PdfPlumber">
    Advanced PDF table extraction.
  </Card>

  <Card icon="file-pdf" href="/concepts/knowledgebase/document-loaders/pymupdf" title="PyMuPDF">
    Fast PDF processing.
  </Card>

  <Card icon="file-pdf" href="/concepts/knowledgebase/document-loaders/docling" title="Docling">
    IBM's advanced document parser.
  </Card>

  <Card icon="file-word" href="/concepts/knowledgebase/document-loaders/docx" title="DOCX">
    Microsoft Word documents.
  </Card>

  <Card icon="file-csv" href="/concepts/knowledgebase/document-loaders/csv" title="CSV">
    Comma-separated values.
  </Card>

  <Card icon="file-code" href="/concepts/knowledgebase/document-loaders/json" title="JSON">
    JSON structured data.
  </Card>

  <Card icon="file-lines" href="/concepts/knowledgebase/document-loaders/markdown" title="Markdown">
    Markdown documents.
  </Card>

  <Card icon="file-code" href="/concepts/knowledgebase/document-loaders/html" title="HTML">
    HTML web pages.
  </Card>

  <Card icon="file-code" href="/concepts/knowledgebase/document-loaders/xml" title="XML">
    XML documents.
  </Card>

  <Card icon="file-code" href="/concepts/knowledgebase/document-loaders/yml" title="YAML">
    YAML configuration files.
  </Card>

  <Card icon="file-lines" href="/concepts/knowledgebase/document-loaders/text" title="Text">
    Plain text files.
  </Card>
</CardGroup>

***

## Text Splitters

Split documents into optimal chunks for embedding and retrieval.

<CardGroup cols={3}>
  <Card icon="arrows-split-up-and-left" href="/concepts/knowledgebase/text-splitters/recursive" title="Recursive">
    Smart recursive splitting.
  </Card>

  <Card icon="brain" href="/concepts/knowledgebase/text-splitters/semantic" title="Semantic">
    Meaning-based splitting.
  </Card>

  <Card icon="robot" href="/concepts/knowledgebase/text-splitters/agentic" title="Agentic">
    AI-powered splitting.
  </Card>

  <Card icon="text-width" href="/concepts/knowledgebase/text-splitters/character" title="Character">
    Character-based splitting.
  </Card>

  <Card icon="file-lines" href="/concepts/knowledgebase/text-splitters/markdown" title="Markdown">
    Markdown-aware splitting.
  </Card>

  <Card icon="code" href="/concepts/knowledgebase/text-splitters/html" title="HTML">
    HTML tag-aware splitting.
  </Card>

  <Card icon="brackets-curly" href="/concepts/knowledgebase/text-splitters/json" title="JSON">
    JSON structure-aware splitting.
  </Card>

  <Card icon="python" href="/concepts/knowledgebase/text-splitters/python" title="Python">
    Python code-aware splitting.
  </Card>
</CardGroup>

***

## Memory Storage

Persistent storage backends for agent memory and conversation history.

<CardGroup cols={3}>
  <Card icon="memory" href="/concepts/memory/storage/inmemory" title="In-Memory">
    Fast, ephemeral storage.
  </Card>

  <Card icon="file-code" href="/concepts/memory/storage/json" title="JSON">
    File-based JSON storage.
  </Card>

  <Card icon={<img src="https://cdn.brandfetch.io/idDJy9n29_/theme/dark/logo.svg?c=1bxid64Mup7aczewSAYMX&t=1766955358283" />} href="/concepts/memory/storage/sqlite" title="SQLite">
    Lightweight local database.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/postgresql/4169E1" />} href="/concepts/memory/storage/postgres" title="PostgreSQL">
    Production-grade relational DB.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/redis/DC382D" />} href="/concepts/memory/storage/redis" title="Redis">
    In-memory data store.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/mongodb/47A248" />} href="/concepts/memory/storage/mongo" title="MongoDB">
    Document-oriented database.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/137054526?s=200&v=4" />} href="/concepts/memory/storage/mem0" title="Mem0">
    AI-native memory layer.
  </Card>
</CardGroup>

### Async Storage

<CardGroup cols={3}>
  <Card icon={<img src="https://cdn.brandfetch.io/idDJy9n29_/theme/dark/logo.svg?c=1bxid64Mup7aczewSAYMX&t=1766955358283" />} href="/concepts/memory/storage/async-sqlite" title="Async SQLite">
    Async SQLite storage.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/postgresql/4169E1" />} href="/concepts/memory/storage/async-postgres" title="Async PostgreSQL">
    Async PostgreSQL storage.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/mongodb/47A248" />} href="/concepts/memory/storage/async-mongo" title="Async MongoDB">
    Async MongoDB storage.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/137054526?s=200&v=4" />} href="/concepts/memory/storage/async-mem0" title="Async Mem0">
    Async Mem0 storage.
  </Card>
</CardGroup>

<Card icon="table" horizontal href="/concepts/memory/storage/storage-tables" title="Storage Tables Reference">
  Detailed comparison of all storage backend features and capabilities
</Card>

***

## Interfaces

Deploy your agents on messaging platforms and communication channels.

<CardGroup cols={3}>
  <Card icon={<img src="https://svgl.app/library/slack.svg" />} href="/concepts/interfaces/slack" title="Slack">
    Deploy agents as Slack apps.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/whatsapp/25D366" />} href="/concepts/interfaces/whatsapp" title="WhatsApp">
    Serve agents via WhatsApp.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/telegram/26A5E4" />} href="/concepts/interfaces/telegram" title="Telegram">
    Host agents as Telegram bots.
  </Card>

  <Card icon={<img src="https://cdn.simpleicons.org/gmail/EA4335" />} href="/concepts/interfaces/gmail" title="Gmail">
    Automated email processing.
  </Card>
</CardGroup>

***

## Tracing & Observability

Monitor, trace, and debug your agent runs with observability platforms.

<CardGroup cols={3}>
  <Card icon={<img src="https://cdn.brandfetch.io/id8RhakJvF/w/1200/h/600/theme/dark/icon.jpeg?c=1bxid64Mup7aczewSAYMX&t=1767893614266" />} href="/concepts/tracing/integrations/langfuse/index" title="Langfuse">
    Open-source LLM observability.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/96498099?s=200&v=4" />} href="/concepts/tracing/integrations/promptlayer/index" title="PromptLayer">
    Prompt management & monitoring.
  </Card>
</CardGroup>

***

## Tools — Search

Web search tools your agents can use to find information.

<CardGroup cols={3}>
  <Card icon={<img src="https://svgl.app/library/duckduckgo.svg" />} href="/concepts/tools/search-tools/duckduckgo" title="DuckDuckGo">
    Privacy-focused web search.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/194655499?s=200&v=4" />} href="/concepts/tools/search-tools/bochasearch" title="BochaSearch">
    AI-optimized search API.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/170207473?s=200&v=4" />} href="/concepts/tools/search-tools/tavily" title="Tavily">
    Search API built for AI agents.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/77906174?s=200&v=4" />} href="/concepts/tools/scraping-tools/exa" title="Exa">
    Neural & keyword search, URL contents, answers with citations.
  </Card>
</CardGroup>

## Tools — Data

Data retrieval tools for financial and structured data.

<CardGroup cols={3}>
  <Card icon="chart-line" href="/concepts/tools/data-tools/yfinance" title="yFinance">
    Yahoo Finance market data.
  </Card>
</CardGroup>

## Tools — Scraping

Web scraping and data extraction toolkits.

<CardGroup cols={3}>
  <Card icon={<img src="https://avatars.githubusercontent.com/u/24586296?s=200&v=4" />} href="/concepts/tools/scraping-tools/apify" title="Apify">
    Web scraping & automation platform.
  </Card>

  <Card icon={<img src="https://svgl.app/library/firecrawl.svg" />} href="/concepts/tools/scraping-tools/firecrawl" title="Firecrawl">
    AI-ready web crawling.
  </Card>

  <Card icon={<img src="https://avatars.githubusercontent.com/u/77906174?s=200&v=4" />} href="/concepts/tools/scraping-tools/exa" title="Exa">
    Fetch page contents, similar pages, and search-backed extraction.
  </Card>
</CardGroup>

## Tools — Sandbox

Secure cloud sandboxes for code execution, shell commands, and git operations.

<CardGroup cols={3}>
  <Card icon="terminal" href="/concepts/tools/sandbox-tools/e2b" title="E2B">
    Cloud sandboxes for code and shells.
  </Card>

  <Card icon="terminal" href="/concepts/tools/sandbox-tools/daytona" title="Daytona">
    Isolated dev environments as tools.
  </Card>
</CardGroup>

## Tools — Model Provider

Native tools from model providers (OpenAI, Anthropic, etc.).

<CardGroup cols={3}>
  <Card icon="globe" href="/concepts/tools/model-provider-tools/web-search-tool" title="Web Search">
    Provider-native web search.
  </Card>

  <Card icon="download" href="/concepts/tools/model-provider-tools/web-fetch-tool" title="Web Fetch">
    Fetch content from URLs.
  </Card>

  <Card icon="file-magnifying-glass" href="/concepts/tools/model-provider-tools/file-search-tool" title="File Search">
    Search through uploaded files.
  </Card>

  <Card icon="terminal" href="/concepts/tools/model-provider-tools/code-execution-tool" title="Code Execution">
    Execute code in sandbox.
  </Card>

  <Card icon="image" href="/concepts/tools/model-provider-tools/image-generation-tool" title="Image Generation">
    Generate images with DALL·E.
  </Card>

  <Card icon="link" href="/concepts/tools/model-provider-tools/url-context-tool" title="URL Context">
    Extract context from URLs.
  </Card>

  <Card icon="plug" href="/concepts/tools/model-provider-tools/mcp-server-tool" title="MCP Server">
    Connect MCP servers as tools.
  </Card>
</CardGroup>

<Card icon="list-check" horizontal href="/concepts/tools/model-provider-tools/supported-providers" title="Supported Providers">
  See which model providers support which native tools
</Card>

***

## Browser & Computer Use

Enable agents to interact with websites and desktop applications.

<CardGroup cols={3}>
  <Card icon="globe" href="/concepts/browser-use" title="Browser Use">
    Navigate sites, extract data, fill forms.
  </Card>

  <Card icon="display" href="/concepts/computer-use" title="Computer Use">
    Mouse and keyboard control like a human.
  </Card>
</CardGroup>

***

## OCR Engines

Extract text from images and PDFs with multiple OCR engines.

<CardGroup cols={3}>
  <Card icon="eye" href="/concepts/ocr/engines/easyocr" title="EasyOCR">
    Multi-language OCR engine.
  </Card>

  <Card icon="bolt" href="/concepts/ocr/engines/rapidocr" title="RapidOCR">
    Fast CPU-based OCR.
  </Card>

  <Card icon="scanner-image" href="/concepts/ocr/engines/tesseract" title="Tesseract">
    Google's open-source OCR.
  </Card>

  <Card icon="scanner-image" href="/concepts/ocr/engines/paddleocr" title="PaddleOCR">
    Baidu's multi-language OCR.
  </Card>

  <Card icon="brain" href="/concepts/ocr/engines/deepseek-ocr" title="DeepSeek OCR">
    LLM-powered OCR via vLLM.
  </Card>

  <Card icon="brain" href="/concepts/ocr/engines/deepseek-ocr-ollama" title="DeepSeek OCR (Ollama)">
    LLM-powered OCR via Ollama.
  </Card>
</CardGroup>