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

Agents

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

Agent UI

Phidata comes with built-in monitoring and debugging.

Monitoring

Workflows

Videos

Getting Help

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

Introduction

Prompts

Tools

Knowledge

Memory

Storage

Structured Output

Reasoning

Teams

OpenAI

Anthropic

Cohere

Ollama

Groq

OpenAI Like

DeepSeek

Sambanova

AWS Bedrock Claude

Together

Fireworks

Mistral

Gemini - AI Studio

Azure

HuggingFace

OpenRouter

Nvidia

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

PDF Knowledge Base

PDF Urls

PDF URL Knowledge Base

Text

Text Knowledge Base

Docx

Docx Knowledge Base

JSON

JSON Knowledge Base

Website Knowledge Base

Wikipedia KnowledgeBase

ArXiv

ArXiv Knowledge Base

Combined

Combined KnowledgeBase

LangChain

LangChain Knowledge Base

LlamaIndex

LlamaIndex Knowledge Base

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

Ollama Embedder

Voyage AI

Voyage AI Embedder

Azure OpenAI

Azure OpenAI Embedder

Mistral Embedder

Fireworks Embedder

Together 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

Vision Agent

Claude

Gemini

AWS Bedrock

LanceDB Integration

Pinecone Integration

Qdrant Integration

ChromaDB Integration

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

Portkey

Research Team

Journalist Team

Investment Team

Hackernews Team

Sql Agent

World Building

ArXiv Research Agent

Clone Cookbook

Install & Upgrade

Upgrade to v2.5.0

Run locally

Building an Agent App

Run on AWS

Building an Agent API

Development Application

Production Application

Install & Setup

Add Secrets

Environment variables

Database Tables

CI/CD

Custom Domain & HTTPS

Use Custom Domain and HTTPS

SSH Access

Workspace Settings

Create Git Repo

Add New Users

Setup workspace for new users

Format & Validate

Settings

Resources

Workspace Resources

Features

Docker

Container

AWS Resources

Agent

PythonAgent

DuckDb Agent

Base

Model Base

Aws Bedrock

PostgreSQL

PostgreSQL Agent Storage

Templates

How to

Workspace

Apps

Resources

ECS