# Phidata ## Docs - [Agent UI](https://docs.phidata.com/agent-ui.md): Phidata provides a beautiful Agent UI for interacting with your agents. - [Introduction](https://docs.phidata.com/agents/introduction.md): **Agents are autonomous programs that achieve tasks using language models.** - [Knowledge](https://docs.phidata.com/agents/knowledge.md) - [Memory](https://docs.phidata.com/agents/memory.md) - [Prompts](https://docs.phidata.com/agents/prompts.md) - [Reasoning](https://docs.phidata.com/agents/reasoning.md) - [Storage](https://docs.phidata.com/agents/storage.md) - [Structured Output](https://docs.phidata.com/agents/structured-output.md) - [Teams](https://docs.phidata.com/agents/teams.md) - [Tools](https://docs.phidata.com/agents/tools.md) - [Product updates](https://docs.phidata.com/changelog/overview.md) - [Agentic Chunking](https://docs.phidata.com/chunking/agentic-chunking.md) - [Document Chunking](https://docs.phidata.com/chunking/document-chunking.md) - [Fixed Size Chunking](https://docs.phidata.com/chunking/fixed-size-chunking.md) - [Recursive Chunking](https://docs.phidata.com/chunking/recursive-chunking.md) - [Semantic Chunking](https://docs.phidata.com/chunking/semantic-chunking.md) - [Azure OpenAI Embedder](https://docs.phidata.com/embedder/azure_openai.md) - [Fireworks Embedder](https://docs.phidata.com/embedder/fireworks.md) - [Gemini Embedder](https://docs.phidata.com/embedder/gemini.md) - [HuggingFace Embedder](https://docs.phidata.com/embedder/huggingface.md) - [Introduction](https://docs.phidata.com/embedder/introduction.md) - [Mistral Embedder](https://docs.phidata.com/embedder/mistral.md) - [Ollama Embedder](https://docs.phidata.com/embedder/ollama.md) - [OpenAI Embedder](https://docs.phidata.com/embedder/openai.md) - [Qdrant FastEmbed Embedder](https://docs.phidata.com/embedder/qdrant_fastembed.md) - [SentenceTransformers Embedder](https://docs.phidata.com/embedder/sentencetransformers.md) - [Together Embedder](https://docs.phidata.com/embedder/together.md) - [Voyage AI Embedder](https://docs.phidata.com/embedder/voyageai.md) - [Agent Team](https://docs.phidata.com/examples/agents/agent-team.md) - [Baidu Search Agent](https://docs.phidata.com/examples/agents/baidu-search-agent.md) - [Books Recommendation Agent](https://docs.phidata.com/examples/agents/books-recommendation-agent.md) - [Cal.com Agent](https://docs.phidata.com/examples/agents/calcom-agent.md) - [Data Analyst](https://docs.phidata.com/examples/agents/data-analyst.md) - [Discord Agent](https://docs.phidata.com/examples/agents/discord-agent.md) - [Firecrawl Agent](https://docs.phidata.com/examples/agents/firecrawl-agent.md) - [Generate Image Agent](https://docs.phidata.com/examples/agents/generate-image-agent.md) - [Github Agent](https://docs.phidata.com/examples/agents/github-agent.md) - [Globe Hopper Agent](https://docs.phidata.com/examples/agents/globe-hopper-agent.md) - [Image Agent](https://docs.phidata.com/examples/agents/image-agent.md) - [Image to Text Agent](https://docs.phidata.com/examples/agents/image-to-text.md) - [ModelsLabs Agent](https://docs.phidata.com/examples/agents/models-labs-agent.md) - [Popcorn Pal](https://docs.phidata.com/examples/agents/popcorn-pal-agent.md) - [Python Agent](https://docs.phidata.com/examples/agents/python-agent.md) - [Python Function Agent](https://docs.phidata.com/examples/agents/python-function-agent.md) - [RAG Agent](https://docs.phidata.com/examples/agents/rag-agent.md) - [Reasoning Agent](https://docs.phidata.com/examples/agents/reasoning-agent.md) - [AI Recipe Creator Agent](https://docs.phidata.com/examples/agents/recipe-creator-agent.md) - [Research Agent](https://docs.phidata.com/examples/agents/research-agent.md) - [Shopping Agent](https://docs.phidata.com/examples/agents/shopping-partner-agent.md) - [Slack Agent](https://docs.phidata.com/examples/agents/slack-agent.md) - [Structured Output](https://docs.phidata.com/examples/agents/structured-output.md) - [Study Scout Agent](https://docs.phidata.com/examples/agents/study-scout-agent.md) - [Weekend Planner Agent](https://docs.phidata.com/examples/agents/timeout-agent.md) - [Web Search Agent](https://docs.phidata.com/examples/agents/web-search.md) - [Youtube Timestamp Agent](https://docs.phidata.com/examples/agents/youtube-timestamp-agent.md) - [Clone Cookbook](https://docs.phidata.com/examples/how-to/use-cookbook.md) - [ChromaDB Integration](https://docs.phidata.com/examples/integrations/chroma.md) - [Composio](https://docs.phidata.com/examples/integrations/composio.md) - [LanceDB Integration](https://docs.phidata.com/examples/integrations/lancedb.md) - [PgVector](https://docs.phidata.com/examples/integrations/pgvector.md) - [Pinecone Integration](https://docs.phidata.com/examples/integrations/pinecone.md) - [Portkey](https://docs.phidata.com/examples/integrations/portkey.md): Enhance your Phidata agents with Portkey for reliability, efficiency, and advanced features - [Qdrant Integration](https://docs.phidata.com/examples/integrations/qdrant.md) - [SingleStore](https://docs.phidata.com/examples/integrations/singlestore.md): This guide is in the works - [Introduction](https://docs.phidata.com/examples/introduction.md) - [AWS Bedrock](https://docs.phidata.com/examples/provider/aws_bedrock.md) - [Azure](https://docs.phidata.com/examples/provider/azure.md) - [Claude](https://docs.phidata.com/examples/provider/claude.md) - [Cohere](https://docs.phidata.com/examples/provider/cohere.md) - [DeepSeek](https://docs.phidata.com/examples/provider/deepseek.md) - [Fireworks](https://docs.phidata.com/examples/provider/fireworks.md) - [Gemini](https://docs.phidata.com/examples/provider/gemini.md) - [Groq](https://docs.phidata.com/examples/provider/groq.md) - [HuggingFace](https://docs.phidata.com/examples/provider/huggingface.md) - [Mistral](https://docs.phidata.com/examples/provider/mistral.md) - [Nvidia](https://docs.phidata.com/examples/provider/nvidia.md) - [Ollama](https://docs.phidata.com/examples/provider/ollama.md) - [OpenAI](https://docs.phidata.com/examples/provider/openai.md) - [OpenRouter](https://docs.phidata.com/examples/provider/openrouter.md) - [Sambanova](https://docs.phidata.com/examples/provider/sambanova.md) - [Together](https://docs.phidata.com/examples/provider/together.md) - [xAI](https://docs.phidata.com/examples/provider/xai.md) - [Hackernews Team](https://docs.phidata.com/examples/teams/hackernews.md): This guide is in the works - [Investment Team](https://docs.phidata.com/examples/teams/investment.md): This guide is in the works - [Journalist Team](https://docs.phidata.com/examples/teams/journalist.md): This guide is in the works - [Research Team](https://docs.phidata.com/examples/teams/research.md): This guide is in the works - [ArXiv Research Agent](https://docs.phidata.com/examples/use-case/arxiv-research.md): This guide is in the works - [Sql Agent](https://docs.phidata.com/examples/use-case/sql.md): This guide is in the works - [World Building](https://docs.phidata.com/examples/use-case/worldbuilding.md): This guide is in the works - [Connecting to Tableplus](https://docs.phidata.com/faq/connecting-to-tableplus.md) - [Could Not Connect To Docker](https://docs.phidata.com/faq/could-not-connect-to-docker.md) - [Setting Environment Variables](https://docs.phidata.com/faq/environment_variables.md) - [Command line authentication](https://docs.phidata.com/faq/phi-auth.md) - [Getting Help](https://docs.phidata.com/getting-help.md) - [Install & Upgrade](https://docs.phidata.com/how-to/install.md) - [Introduction](https://docs.phidata.com/introduction.md): **Build agents and workflows to automate intelligent work.** - [ArXiv Knowledge Base](https://docs.phidata.com/knowledge/arxiv.md) - [Combined KnowledgeBase](https://docs.phidata.com/knowledge/combined.md) - [CSV Knowledge Base](https://docs.phidata.com/knowledge/csv.md) - [CSV URL Knowledge Base](https://docs.phidata.com/knowledge/csv-url.md) - [Document Knowledge Base](https://docs.phidata.com/knowledge/document.md) - [Docx Knowledge Base](https://docs.phidata.com/knowledge/docx.md) - [Introduction](https://docs.phidata.com/knowledge/introduction.md) - [JSON Knowledge Base](https://docs.phidata.com/knowledge/json.md) - [LangChain Knowledge Base](https://docs.phidata.com/knowledge/langchain.md) - [LlamaIndex Knowledge Base](https://docs.phidata.com/knowledge/llamaindex.md) - [PDF Knowledge Base](https://docs.phidata.com/knowledge/pdf.md) - [PDF URL Knowledge Base](https://docs.phidata.com/knowledge/pdf-url.md) - [S3 PDF Knowledge Base](https://docs.phidata.com/knowledge/s3_pdf.md) - [S3 Text Knowledge Base](https://docs.phidata.com/knowledge/s3_text.md) - [Text Knowledge Base](https://docs.phidata.com/knowledge/text.md) - [Website Knowledge Base](https://docs.phidata.com/knowledge/website.md) - [Wikipedia KnowledgeBase](https://docs.phidata.com/knowledge/wikipedia.md) - [Upgrade to v2.5.0](https://docs.phidata.com/migration/2-5-0.md) - [Anthropic Claude](https://docs.phidata.com/models/anthropic.md) - [AWS Bedrock Claude](https://docs.phidata.com/models/aws-bedrock.md) - [Azure](https://docs.phidata.com/models/azure.md) - [Cohere](https://docs.phidata.com/models/cohere.md) - [DeepSeek](https://docs.phidata.com/models/deepseek.md) - [Fireworks](https://docs.phidata.com/models/fireworks.md) - [Gemini - AI Studio](https://docs.phidata.com/models/google.md) - [Groq](https://docs.phidata.com/models/groq.md) - [HuggingFace](https://docs.phidata.com/models/huggingface.md) - [Introduction](https://docs.phidata.com/models/introduction.md) - [Mistral](https://docs.phidata.com/models/mistral.md) - [Nvidia](https://docs.phidata.com/models/nvidia.md) - [Ollama](https://docs.phidata.com/models/ollama.md) - [OpenAI](https://docs.phidata.com/models/openai.md) - [OpenAI Like](https://docs.phidata.com/models/openai-like.md) - [OpenRouter](https://docs.phidata.com/models/openrouter.md) - [Sambanova](https://docs.phidata.com/models/sambanova.md) - [Together](https://docs.phidata.com/models/together.md) - [Gemini - VertexAI](https://docs.phidata.com/models/vertexai.md) - [xAI](https://docs.phidata.com/models/xai.md) - [Monitoring](https://docs.phidata.com/monitoring.md): Phidata comes with built-in monitoring and debugging. - [Examples](https://docs.phidata.com/more-examples.md) - [Agent](https://docs.phidata.com/reference/agent.md) - [DuckDb Agent](https://docs.phidata.com/reference/agents/duckdb.md) - [PythonAgent](https://docs.phidata.com/reference/agents/python.md) - [phi auth](https://docs.phidata.com/reference/cli/phi/auth.md) - [phi config](https://docs.phidata.com/reference/cli/phi/config.md) - [phi init](https://docs.phidata.com/reference/cli/phi/init.md) - [phi patch](https://docs.phidata.com/reference/cli/phi/patch.md) - [phi reset](https://docs.phidata.com/reference/cli/phi/reset.md) - [phi restart](https://docs.phidata.com/reference/cli/phi/restart.md) - [phi set](https://docs.phidata.com/reference/cli/phi/set.md) - [phi start](https://docs.phidata.com/reference/cli/phi/start.md) - [phi stop](https://docs.phidata.com/reference/cli/phi/stop.md) - [phi ws config](https://docs.phidata.com/reference/cli/ws/config.md) - [phi ws create](https://docs.phidata.com/reference/cli/ws/create.md) - [phi ws delete](https://docs.phidata.com/reference/cli/ws/delete.md) - [phi ws down](https://docs.phidata.com/reference/cli/ws/down.md) - [phi ws patch](https://docs.phidata.com/reference/cli/ws/patch.md) - [phi ws restart](https://docs.phidata.com/reference/cli/ws/restart.md) - [phi ws setup](https://docs.phidata.com/reference/cli/ws/setup.md) - [phi ws up](https://docs.phidata.com/reference/cli/ws/up.md) - [Arxiv KnowledgeBase](https://docs.phidata.com/reference/kb/arxiv.md) - [AgentKnowledge](https://docs.phidata.com/reference/kb/base.md) - [Combined KnowledgeBase](https://docs.phidata.com/reference/kb/combined.md) - [CSV KnowledgeBase](https://docs.phidata.com/reference/kb/csv.md) - [Document KnowledgeBase](https://docs.phidata.com/reference/kb/document.md) - [Docx KnowledgeBase](https://docs.phidata.com/reference/kb/docx.md) - [JSON KnowledgeBase](https://docs.phidata.com/reference/kb/json.md) - [LangChain KnowledgeBase](https://docs.phidata.com/reference/kb/langchain.md) - [LlamaIndex KnowledgeBase](https://docs.phidata.com/reference/kb/llamaindex.md) - [PDF KnowledgeBase](https://docs.phidata.com/reference/kb/pdf.md) - [PDF Url KnowledgeBase](https://docs.phidata.com/reference/kb/pdf-url.md) - [Text KnowledgeBase](https://docs.phidata.com/reference/kb/text.md) - [Website KnowledgeBase](https://docs.phidata.com/reference/kb/website.md) - [Wikipedia KnowledgeBase](https://docs.phidata.com/reference/kb/wikipedia.md) - [Aws Bedrock](https://docs.phidata.com/reference/model/aws.md) - [Azure](https://docs.phidata.com/reference/model/azure.md) - [Model Base](https://docs.phidata.com/reference/model/base.md) - [Anthropic Claude](https://docs.phidata.com/reference/model/claude.md) - [Cohere](https://docs.phidata.com/reference/model/cohere.md) - [DeepSeek](https://docs.phidata.com/reference/model/deepseek.md) - [Fireworks](https://docs.phidata.com/reference/model/fireworks.md) - [Gemini - Google AI Studio](https://docs.phidata.com/reference/model/gemini.md) - [Groq](https://docs.phidata.com/reference/model/groq.md) - [HuggingFace](https://docs.phidata.com/reference/model/huggingface.md) - [Mistral](https://docs.phidata.com/reference/model/mistral.md) - [Nvidia](https://docs.phidata.com/reference/model/nvidia.md) - [Ollama](https://docs.phidata.com/reference/model/ollama.md) - [OpenAI](https://docs.phidata.com/reference/model/openai.md) - [OpenAILike](https://docs.phidata.com/reference/model/openai-like.md) - [OpenRouter](https://docs.phidata.com/reference/model/openrouter.md) - [Sambanova](https://docs.phidata.com/reference/model/sambanova.md) - [Together](https://docs.phidata.com/reference/model/together.md) - [Gemini - VertexAI](https://docs.phidata.com/reference/model/vertexai.md) - [xAI](https://docs.phidata.com/reference/model/xai.md) - [DynamoDB Agent Storage](https://docs.phidata.com/reference/storage/dynamodb.md) - [PostgreSQL Agent Storage](https://docs.phidata.com/reference/storage/postgres.md) - [Single Store Agent Storage](https://docs.phidata.com/reference/storage/singlestore.md) - [Sqlite Agent Storage](https://docs.phidata.com/reference/storage/sqlite.md) - [ChromaDb](https://docs.phidata.com/reference/vectordb/chromadb.md) - [LanceDb](https://docs.phidata.com/reference/vectordb/lancedb.md) - [PgVector](https://docs.phidata.com/reference/vectordb/pgvector.md) - [PgVector](https://docs.phidata.com/reference/vectordb/pgvector2.md) - [PineconeDB](https://docs.phidata.com/reference/vectordb/pineconedb.md) - [Qdrant](https://docs.phidata.com/reference/vectordb/qdrant.md) - [Single Store](https://docs.phidata.com/reference/vectordb/singlestore.md) - [DynamoDB Agent Storage](https://docs.phidata.com/storage/dynamodb.md) - [Introduction](https://docs.phidata.com/storage/introduction.md) - [JSON Agent Storage](https://docs.phidata.com/storage/json.md) - [Postgres Agent Storage](https://docs.phidata.com/storage/postgres.md) - [Singlestore Agent Storage](https://docs.phidata.com/storage/singlestore.md) - [Sqlite Agent Storage](https://docs.phidata.com/storage/sqlite.md) - [YAML Agent Storage](https://docs.phidata.com/storage/yaml.md) - [Run on AWS](https://docs.phidata.com/templates/agent-api/run-aws.md) - [Building an Agent API](https://docs.phidata.com/templates/agent-api/run-local.md) - [Run on AWS](https://docs.phidata.com/templates/agent-app/run-aws.md) - [Building an Agent App](https://docs.phidata.com/templates/agent-app/run-local.md) - [Examples](https://docs.phidata.com/templates/apps/examples.md) - [Features](https://docs.phidata.com/templates/apps/features.md) - [Introduction](https://docs.phidata.com/templates/apps/introduction.md) - [CI/CD](https://docs.phidata.com/templates/how-to/ci-cd.md) - [Database Tables](https://docs.phidata.com/templates/how-to/database-tables.md) - [Development Application](https://docs.phidata.com/templates/how-to/development-app.md) - [Use Custom Domain and HTTPS](https://docs.phidata.com/templates/how-to/domain-https.md) - [Environment variables](https://docs.phidata.com/templates/how-to/env-vars.md) - [Format & Validate](https://docs.phidata.com/templates/how-to/format-and-validate.md) - [Create Git Repo](https://docs.phidata.com/templates/how-to/git-repo.md) - [Install & Setup](https://docs.phidata.com/templates/how-to/install.md) - [Setup workspace for new users](https://docs.phidata.com/templates/how-to/new-users.md) - [Production Application](https://docs.phidata.com/templates/how-to/production-app.md) - [Add Secrets](https://docs.phidata.com/templates/how-to/secrets.md) - [SSH Access](https://docs.phidata.com/templates/how-to/ssh-access.md) - [Workspace Settings](https://docs.phidata.com/templates/how-to/workspace-settings.md) - [Introduction](https://docs.phidata.com/templates/introduction.md) - [ECS](https://docs.phidata.com/templates/resources/aws/ecs.md): This guide is in the works - [AWS Resources](https://docs.phidata.com/templates/resources/aws/introduction.md) - [RDS](https://docs.phidata.com/templates/resources/aws/rds.md): This guide is in the works - [Container](https://docs.phidata.com/templates/resources/docker/container.md): This guide is in the works - [Docker](https://docs.phidata.com/templates/resources/docker/introduction.md) - [Introduction](https://docs.phidata.com/templates/resources/introduction.md) - [Introduction](https://docs.phidata.com/templates/workspace/introduction.md) - [Workspace Resources](https://docs.phidata.com/templates/workspace/resources.md) - [Workspace Settings](https://docs.phidata.com/templates/workspace/settings.md) - [Airflow](https://docs.phidata.com/tools/airflow.md) - [Apify](https://docs.phidata.com/tools/apify.md) - [Arxiv](https://docs.phidata.com/tools/arxiv.md) - [AWS Lambda](https://docs.phidata.com/tools/aws_lambda.md) - [BaiduSearch](https://docs.phidata.com/tools/baidusearch.md) - [Cal.com](https://docs.phidata.com/tools/calcom.md) - [Calculator](https://docs.phidata.com/tools/calculator.md) - [Composio](https://docs.phidata.com/tools/composio.md) - [Crawl4AI](https://docs.phidata.com/tools/crawl4ai.md) - [CSV](https://docs.phidata.com/tools/csv.md) - [Writing your own Toolkit](https://docs.phidata.com/tools/custom-toolkits.md) - [Dalle](https://docs.phidata.com/tools/dalle.md) - [DuckDb](https://docs.phidata.com/tools/duckdb.md) - [DuckDuckGo](https://docs.phidata.com/tools/duckduckgo.md) - [Email](https://docs.phidata.com/tools/email.md) - [Exa](https://docs.phidata.com/tools/exa.md) - [Fal](https://docs.phidata.com/tools/fal.md) - [File](https://docs.phidata.com/tools/file.md) - [Firecrawl](https://docs.phidata.com/tools/firecrawl.md) - [Functions](https://docs.phidata.com/tools/functions.md) - [Giphy](https://docs.phidata.com/tools/giphy.md) - [Github](https://docs.phidata.com/tools/github.md) - [Google Calendar](https://docs.phidata.com/tools/googlecalendar.md) - [Google Search](https://docs.phidata.com/tools/googlesearch.md) - [Hacker News](https://docs.phidata.com/tools/hackernews.md) - [Introduction](https://docs.phidata.com/tools/introduction.md) - [Jina Reader](https://docs.phidata.com/tools/jina_reader.md) - [Jira](https://docs.phidata.com/tools/jira.md) - [Linear](https://docs.phidata.com/tools/linear.md) - [Lumalabs](https://docs.phidata.com/tools/lumalabs.md) - [MLX Transcribe](https://docs.phidata.com/tools/mlx_transcribe.md) - [ModelsLabs](https://docs.phidata.com/tools/models_labs.md) - [Newspaper](https://docs.phidata.com/tools/newspaper.md) - [Newspaper4k](https://docs.phidata.com/tools/newspaper4k.md) - [OpenBB](https://docs.phidata.com/tools/openbb.md) - [Pandas](https://docs.phidata.com/tools/pandas.md) - [Phi](https://docs.phidata.com/tools/phi.md) - [Postgres](https://docs.phidata.com/tools/postgres.md) - [Pubmed](https://docs.phidata.com/tools/pubmed.md) - [Python](https://docs.phidata.com/tools/python.md) - [Replicate](https://docs.phidata.com/tools/replicate.md) - [Resend](https://docs.phidata.com/tools/resend.md) - [Searxng](https://docs.phidata.com/tools/searxng.md) - [Serpapi](https://docs.phidata.com/tools/serpapi.md) - [Shell](https://docs.phidata.com/tools/shell.md) - [Slack](https://docs.phidata.com/tools/slack.md) - [Sleep](https://docs.phidata.com/tools/sleep.md) - [Spider](https://docs.phidata.com/tools/spider.md) - [SQL](https://docs.phidata.com/tools/sql.md) - [Tavily](https://docs.phidata.com/tools/tavily.md) - [Toolkits](https://docs.phidata.com/tools/toolkits.md) - [Twitter](https://docs.phidata.com/tools/twitter.md) - [Website](https://docs.phidata.com/tools/website.md) - [Wikipedia](https://docs.phidata.com/tools/wikipedia.md) - [Youtube](https://docs.phidata.com/tools/youtube.md) - [Zendesk](https://docs.phidata.com/tools/zendesk.md) - [Zoom](https://docs.phidata.com/tools/zoom.md) - [ChromaDB Agent Knowledge](https://docs.phidata.com/vectordb/chroma.md) - [Introduction](https://docs.phidata.com/vectordb/introduction.md) - [LanceDB Agent Knowledge](https://docs.phidata.com/vectordb/lancedb.md) - [PgVector Agent Knowledge](https://docs.phidata.com/vectordb/pgvector.md) - [Pinecone Agent Knowledge](https://docs.phidata.com/vectordb/pinecone.md) - [Qdrant Agent Knowledge](https://docs.phidata.com/vectordb/qdrant.md) - [SingleStore Agent Knowledge](https://docs.phidata.com/vectordb/singlestore.md) - [Workflows](https://docs.phidata.com/workflows.md) - [Introduction](https://docs.phidata.com/workflows/introduction.md) - [Advanced Example - News Report Generator](https://docs.phidata.com/workflows/news-report-generator.md) - [Session State](https://docs.phidata.com/workflows/session-state.md): **Use the `session_state` to cache intermediate results in a database.** - [Streaming](https://docs.phidata.com/workflows/streaming.md) ## OpenAPI Specs - [openapi](https://docs.phidata.com/old/api-reference/openapi.json)