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AgentScope

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Overview

Open‑source multi‑agent framework with drag‑and‑drop UI, distributed execution, tool calls, and fault tolerance.

AgentScope is an open‑source, developer‑centric multi‑agent platform for building, orchestrating, and deploying LLM‑powered agent systems. It features explicit message passing, zero‑code drag‑and‑drop UI, built‑in tool and MCP support, distributed execution, monitoring, automatic prompt tuning, and fault tolerance.

AI Agent Store research

What the evidence says about AgentScope

AgentScope is an open-source Python framework for building and operating LLM-powered single-agent and multi-agent applications, not a standalone end-user agent. It provides agent abstractions, multi-agent workflow patterns, tool calling, memory and session management, tracing, evaluation, RAG, and a local visualization environment.

Last reviewed August 9, 2026

Verified capabilities

  • Agent and multi-agent workflows

    The framework supports ReAct agents, conversations, debates, concurrent agents, routing, handoffs, pipelines, planning, and A2A agents.[1]

  • Tools, memory, and context

    AgentScope includes synchronous and asynchronous tool execution, MCP support, session state, short- and long-term memory, RAG, and model adapters.[1], [3]

  • Tracing and evaluation

    OpenTelemetry-based tracing covers model, tool, agent, and formatter activity, with local Studio visualization and built-in sequential or distributed evaluation components.[1], [4]

Research coverageExact counts from this profile; bars are relative to the largest count shown.

Where it fits best

  • Python developers implementing custom ReAct agents, multi-agent conversations, routing, handoffs, concurrent work, or evaluation pipelines.[1], [3]

Buying and deployment notes

AgentScope is an open-source Python framework. Model APIs, hosting, and any connected observability services are separate costs selected by the implementer.[2], [3]

Platforms: Python package, Source code, AgentScope Studio[1], [2]

Deployment: Installed from PyPI, Installed from source, Self-operated application deployment[1], [2]

Important considerations
  • AgentScope is a framework rather than a finished business agent, so developers must choose and configure models, tools, prompts, permissions, and deployment infrastructure.[1], [3]
  • The current installation documentation requires Python 3.10 or newer, with optional dependency groups needed for broader model and tool functionality.[2]
Sources and research method (4)

We record only claims tied to public sources checked by our team or listing workflow. Counts above are derived directly from this profile, not a subjective rating.

  1. AgentScope DocumentationDocumentation · checked 2026-08-09
  2. Installation | AgentScopeDocumentation · checked 2026-08-09
  3. FAQ | AgentScopeDocumentation · checked 2026-08-09
  4. Tracing | AgentScopeDocumentation · checked 2026-08-09

Autonomy level

89%

Reasoning: AgentScope enables high autonomy through automatic prompt tuning and fault tolerance mechanisms that allow agents to self-correct errors and adapt responses without human intervention. The platform's syntactic sugar and actor-based distribution framework facilitate independent agent coordination, while multi-modal support and tool integrations expa...

Comparisons


Custom Comparisons

Some of the use cases of AgentScope:

  • Building multi‑agent workflows with explicit message passing.
  • Visual, drag‑and‑drop agent design for zero‑code prototyping.
  • Distributed deployment using actor‑based parallel execution.
  • Integrating tools, MCP servers, fault‑tolerance, monitoring.
  • Implementing multi‑modal agents with LLMs like Qwen, GPT‑4.

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Popularity level: 65%

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