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-0.6.2.tar.gz (52.8 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-0.6.2-py3-none-any.whl (73.8 kB view details)

Uploaded Python 3

File details

Details for the file llama_agents_server-0.6.2.tar.gz.

File metadata

  • Download URL: llama_agents_server-0.6.2.tar.gz
  • Upload date:
  • Size: 52.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.11.23 {"installer":{"name":"uv","version":"0.11.23","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-0.6.2.tar.gz
Algorithm Hash digest
SHA256 f4c3cdcd118272ddd92a0351da4d4670c9b5d7be7480f075186d09b21f0012df
MD5 c1e148538c86ce62986d94a24c452a5b
BLAKE2b-256 681ccb40d087f450e095726de1c686bed01865008d74c5a96f84231f1c741603

See more details on using hashes here.

File details

Details for the file llama_agents_server-0.6.2-py3-none-any.whl.

File metadata

  • Download URL: llama_agents_server-0.6.2-py3-none-any.whl
  • Upload date:
  • Size: 73.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.11.23 {"installer":{"name":"uv","version":"0.11.23","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-0.6.2-py3-none-any.whl
Algorithm Hash digest
SHA256 34cd56690f85dfa5531946919cf9a2319cd28ceeb9efe290340fb4d287bb256e
MD5 9d44607e51b0ddb1d0ed9277f84f2bb2
BLAKE2b-256 c3f2af5554bb806327aea7c219318300b1c08a4f5378369bd6672610e1516612

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