Skip to main content

HTTP server for deploying and serving LlamaIndex workflows as web services

Project description

LlamaAgents Server

HTTP server for deploying LlamaIndex Workflows as web services. Built on Starlette and Uvicorn.

Installation

pip install llama-agents-server

Quick Start

Create a server file (e.g., my_server.py):

import asyncio
from workflows import Workflow, step
from workflows.context import Context
from workflows.events import Event, StartEvent, StopEvent
from llama_agents.server import WorkflowServer

class StreamEvent(Event):
    sequence: int

class GreetingWorkflow(Workflow):
    @step
    async def greet(self, ctx: Context, ev: StartEvent) -> StopEvent:
        for i in range(3):
            ctx.write_event_to_stream(StreamEvent(sequence=i))
        name = ev.get("name", "World")
        return StopEvent(result=f"Hello, {name}!")

server = WorkflowServer()
server.add_workflow("greet", GreetingWorkflow())

if __name__ == "__main__":
    asyncio.run(server.serve("0.0.0.0", 8080))

Or run it with the CLI:

llama-agents-server my_server.py

Features

  • REST API for running, streaming, and managing workflows
  • Debugger UI automatically mounted at / for visualizing and debugging workflows
  • Event streaming via newline-delimited JSON or Server-Sent Events
  • Human-in-the-loop support for interactive workflows
  • Persistence with built-in SQLite store (or bring your own via AbstractWorkflowStore)

Client

Use llama-agents-client to interact with deployed servers programmatically.

Documentation

See the full deployment guide for API details, persistence configuration, and more.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

llama_agents_server-0.2.3.tar.gz (45.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

llama_agents_server-0.2.3-py3-none-any.whl (65.3 kB view details)

Uploaded Python 3

File details

Details for the file llama_agents_server-0.2.3.tar.gz.

File metadata

  • Download URL: llama_agents_server-0.2.3.tar.gz
  • Upload date:
  • Size: 45.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.10.9 {"installer":{"name":"uv","version":"0.10.9","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for llama_agents_server-0.2.3.tar.gz
Algorithm Hash digest
SHA256 e52d1e42a62980510292aa87f2348647e19c540eb3c772cb513c558bab352be0
MD5 1a33d15d6bffbddf860d89391acbd7a2
BLAKE2b-256 4bee4556bdda64851edab0cb1ee32a4cb7062366ba191f830ec9b9ecb8a8151b

See more details on using hashes here.

File details

Details for the file llama_agents_server-0.2.3-py3-none-any.whl.

File metadata

  • Download URL: llama_agents_server-0.2.3-py3-none-any.whl
  • Upload date:
  • Size: 65.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.10.9 {"installer":{"name":"uv","version":"0.10.9","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for llama_agents_server-0.2.3-py3-none-any.whl
Algorithm Hash digest
SHA256 a5fe94772d75412a3245874c6e6f9008e874c261ae927d9f9063a40e8c5016a2
MD5 f128c29edc3b75d078b850eb4da0e247
BLAKE2b-256 c555a46f67de0e52917e31f8eaf44af6df79e60f667319564bf561a8576dc8b9

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page