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AgentScope Python SDK

Project description

AgentScope Python SDK

Python SDK for AgentScope telemetry, tracing, and instrumentation.

Install

pip install agentscope-sdk

Quick Start

from agentscope import observe_run, observe_span, trace

with observe_run("coding_agent", agent_name="demo"):
    with observe_span("llm_call", provider="openai", model="gpt-4o"):
        trace.log("sending prompt", level="info")

Set AGENTSCOPE_API_BASE=http://localhost:8080 and AGENTSCOPE_API_KEY=... as needed.

Auto Instrumentation

from agentscope import auto_instrument

auto_instrument(["openai", "anthropic"])

This enables automatic provider tracing and request-level orchestration detection (FastAPI/Starlette). Each incoming HTTP request is wrapped in a root run so agent runs inside the same request share one trace_id automatically.

Disable orchestration auto-detection if needed:

auto_instrument(["openai"], orchestration=False)

Coding-Agent Helpers

from agentscope import coding_agent_run, read_file, run_command, write_file

with coding_agent_run(agent_name="codebot"):
    content = read_file("README.md")
    write_file("notes.txt", content)
    result = run_command("echo done")

API

  • observe_run(...)
    • Cross-run linkage params: trace_id=..., parent_run_id=..., root_run_id=...
  • observe_span(...)
  • trace.auto(providers=None)
  • trace.log(message, level="info", span_id=None, metadata=None, timestamp=None)
  • trace.update_span(span_id, data)
  • auto_trace(providers=None)
  • auto_instrument(providers=None, orchestration="auto", orchestration_workflow_name="orchestration_auto_trace", orchestration_agent_name="orchestrator")
  • coding_agent_run(agent_name="coding_agent")
  • instrument_coding_agent(fn)
  • read_file(path, encoding="utf-8")
  • write_file(path, content, encoding="utf-8")
  • run_command(command, cwd=None, env=None, check=False, shell=None)

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