Skip to main content

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.

Anonymous SDK Telemetry (Optional)

Telemetry is sent only after explicit consent.

On first interactive SDK run, AgentScope prompts:

AgentScope Telemetry

We collect anonymous usage data to:
- improve debugging insights
- understand feature usage

We DO NOT collect:
- prompts
- outputs
- personal data

Enable telemetry? (y/N)

Consent is persisted in ~/.agentscope/config.json:

{
  "telemetry_enabled": true,
  "consent_timestamp": "2026-04-06T10:00:00Z"
}

Override options:

export AGENTSCOPE_TELEMETRY=on   # or off
import agentscope

agentscope.init(telemetry=True)   # or False

CLI consent management:

agentscope telemetry enable
agentscope telemetry disable

When enabled, the SDK sends only anonymous events (sdk_init, run_start, run_end) to POST /v1/telemetry using an anonymized project_id persisted at ~/.agentscope/config.json. Prompt/output content and user payloads are never sent by this channel.

Auto Instrumentation

from agentscope import auto_instrument

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

This enables automatic provider tracing, orchestration boundary detection, and context propagation.

Default orchestration detectors:

  • HTTP ASGI (FastAPI/Starlette) request boundary
  • gRPC server interceptors
  • Celery task execution boundary
  • kafka-python consumer poll boundary (best-effort)

Default propagation:

  • HTTP headers via requests
  • Kafka message headers via kafka-python producer

Each boundary creates/continues one root orchestration run so agent runs inside that boundary share one trace_id automatically.

Disable orchestration auto-detection if needed:

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

Choose specific transports:

auto_instrument(["openai"], orchestration=["http", "grpc"])

Disable propagation injection:

auto_instrument(["openai"], propagation=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", propagation=True, 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)

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

agentscope_sdk-0.1.15.tar.gz (25.5 kB view details)

Uploaded Source

Built Distribution

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

agentscope_sdk-0.1.15-py3-none-any.whl (35.3 kB view details)

Uploaded Python 3

File details

Details for the file agentscope_sdk-0.1.15.tar.gz.

File metadata

  • Download URL: agentscope_sdk-0.1.15.tar.gz
  • Upload date:
  • Size: 25.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.13.2

File hashes

Hashes for agentscope_sdk-0.1.15.tar.gz
Algorithm Hash digest
SHA256 7e6eb4716964a93fccc967d97380e90c52bff628f24b6934703ea3cc1dc522f6
MD5 f8080e2aba27f110f8281bf48ec91a65
BLAKE2b-256 bf7330f080c773fde06148e5a1e7cad6acdc1f0597715ef926750ad043815408

See more details on using hashes here.

File details

Details for the file agentscope_sdk-0.1.15-py3-none-any.whl.

File metadata

File hashes

Hashes for agentscope_sdk-0.1.15-py3-none-any.whl
Algorithm Hash digest
SHA256 c68397ff7d1fd4ca1a083ef2dd656d20b40afb49aa89270395bd8c6c1c2c92da
MD5 bd92ef77f6c6f0eba62f16f24a24dd8d
BLAKE2b-256 87bc8295104ae2c53f609a976421ef1e2e62238bd67f40cade9a2f911ed1e6a8

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