Phidata

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Manual

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**Phidata is a framework for building multi-modal agents.**

Introduction

Phidata provides a beautiful Agent UI for interacting with your agents.

Agent UI

Phidata comes with built-in monitoring and debugging.

Monitoring

Workflows

Getting Help

**Agents are autonomous programs that achieve tasks using language models.**

Prompts

Tools

Knowledge

Memory

Storage

Structured Output

Reasoning

Teams

OpenAI

OpenAI Like

Anthropic Claude

AWS Bedrock Claude

Azure

Cohere

DeepSeek

Fireworks

Gemini - AI Studio

Gemini - VertexAI

Groq

HuggingFace

Mistral

Nvidia

Ollama

OpenRouter

Sambanova

Together

Functions

Toolkits

Writing your own Toolkit

Airflow

Apify

Arxiv

AWS Lambda

Calculator

Composio

Crawl4AI

Dalle

DuckDb

DuckDuckGo

Email

File

Firecrawl

Github

Google Search

Hacker News

Jina Reader

Jira

MLX Transcribe

ModelsLabs

Newspaper

Newspaper4k

OpenBB

Pandas

Postgres

Pubmed

Python

Resend

Searxng

Serpapi

Shell

Slack

Sleep

Spider

Tavily

Twitter

Website

Wikipedia

Yfinance

Youtube

Zendesk

Zoom

ArXiv

ArXiv Knowledge Base

Combined

Combined KnowledgeBase

CSV Knowledge Base

CSV URLs

CSV URL Knowledge Base

Docx

Docx Knowledge Base

Document

Document Knowledge Base

JSON

JSON Knowledge Base

LangChain

LangChain Knowledge Base

LlamaIndex

LlamaIndex Knowledge Base

PDF Knowledge Base

PDF URLs

PDF URL Knowledge Base

S3 PDF

S3 PDF Knowledge Base

S3 Text

S3 Text Knowledge Base

Text

Text Knowledge Base

Website Knowledge Base

Wikipedia KnowledgeBase

PgVector

PgVector Agent Knowledge

Qdrant

Qdrant Agent Knowledge

Pinecone

Pinecone Agent Knowledge

LanceDB

LanceDB Agent Knowledge

ChromaDB

ChromaDB Agent Knowledge

SingleStore

SingleStore Agent Knowledge

Postgres Agent Storage

Sqlite

Sqlite Agent Storage

Singlestore

Singlestore Agent Storage

DynamoDB

DynamoDB Agent Storage

OpenAI Embedder

Gemini

Gemini Embedder

Ollama Embedder

Voyage AI

Voyage AI Embedder

Azure OpenAI

Azure OpenAI Embedder

Mistral Embedder

Fireworks Embedder

Together Embedder

HuggingFace Embedder

Qdrant FastEmbed

Qdrant FastEmbed Embedder

SentenceTransformers

SentenceTransformers Embedder

**Use the `session_state` to cache intermediate results in a database.**

Session State

Streaming

Advanced Example - News Report Generator

Web Search Agent

Finance Agent

Agent Team

Reasoning Agent

Python Agent

Data Analyst

Python Function Agent

Image Agent

Generate Image Agent

Image to Text Agent

Research Agent

Claude

AWS Bedrock

LanceDB Integration

Pinecone Integration

Qdrant Integration

ChromaDB Integration

Enhance your Phidata agents with Portkey for reliability, efficiency, and advanced features

Getting Started

Documentation

How To

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