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-0.2.2.tar.gz (45.8 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-0.2.2-py3-none-any.whl (65.3 kB view details)

Uploaded Python 3

File details

Details for the file llama_agents_server-0.2.2.tar.gz.

File metadata

  • Download URL: llama_agents_server-0.2.2.tar.gz
  • Upload date:
  • Size: 45.8 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-0.2.2.tar.gz
Algorithm Hash digest
SHA256 f99c5509362a84f7e963ae2a8fc7d19ec10f63d326893c75f0041e8643feb666
MD5 1de03fb3a602baf92d6e19ff9924c655
BLAKE2b-256 955ece28708c5b81e35e767ca3de303e158d815098aab85afe0fd0fcf230cc6e

See more details on using hashes here.

File details

Details for the file llama_agents_server-0.2.2-py3-none-any.whl.

File metadata

  • Download URL: llama_agents_server-0.2.2-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-0.2.2-py3-none-any.whl
Algorithm Hash digest
SHA256 b7933541d92805dd076e5d89a5297b23d4b5d93fe29786e79fcaf95fc545fe7d
MD5 e4bad48dd522a6deca90a82495e002eb
BLAKE2b-256 2d6a6ddef73a404d85807ab19e98cd3e522ec52a967cf0964878af8b38019552

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