Modelscope-AgentOpen-source agent framework linking ModelScope models with tools, APIs, and real-world tasks.

4.6 (5)

Reviewed by Daniel Nikulshyn·Updated July 2026

Open Source Agent Framework Developer Tools LLM API Integration Research Automation

Overview

ModelScope-Agent is an open-source framework that turns models hosted on Alibaba's ModelScope hub into capable agents able to plan, call tools, and complete multi-step tasks. It provides a customizable pipeline for connecting large language models with external APIs, code execution, and knowledge sources. Designed for developers and researchers, the framework supports tool use, memory, and role-playing configurations, and can work with both ModelScope-hosted and third-party LLMs. It is commonly used to prototype assistants, automation workflows, and domain-specific agents that combine reasoning with real actions.

Key features

LLM-powered agent orchestration
Tool and API calling support
Memory and multi-turn dialogue
Compatible with ModelScope and external models
Customizable roles and prompts
Code execution and retrieval integrations

Pricing

Model: Free
Category: AI Agents Frameworks
Rating: 4.6 / 5 (5)

Use cases

Prototype Tool-Using AI Assistants

Developers can build assistants that combine ModelScope LLMs with external APIs, code execution, and retrieval to complete multi-step user requests.

Automate Multi-Step Workflows

Configure agents with memory and tool calling to plan and execute automation pipelines that integrate reasoning with real actions across APIs.

Build Domain-Specific Role Agents

Use customizable roles and prompts to create specialized agents for verticals like customer support, research assistance, or internal knowledge tasks.

Research on Agent Architectures

Researchers can experiment with orchestration, tool use, and memory strategies using both ModelScope-hosted and third-party LLMs in an open framework.

Pros & Cons

Pros

Free and open source
Integrates broad ModelScope model ecosystem
Flexible tool and API plugin system
Supports custom agents and role configuration

Cons

Requires developer skills to set up
Documentation skews toward Chinese-speaking users
Smaller community than mainstream agent frameworks

Reviews

4.6

Average from 5 ratings.

Olga Ivanova

Apr 5, 2026

Use it every day

Honestly didn't expect to like it this much. Tool and API calling support is exactly what I needed, and free and open source. I do wish documentation skews toward Chinese-speaking users, but I reach for it almost every day now and it just clicks.

Gunnar Eriksson

Mar 23, 2026

Solid for our team

We rolled this out across the team last quarter and supports custom agents and role configuration. Code execution and retrieval integrations fits neatly into how we already work, and lLM-powered agent orchestration removed a step we used to do by hand. Smaller community than mainstream agent frameworks, which is the main caveat, but it has held up under daily use.

Fatima Zahra

Jan 9, 2026

Use it every day

Honestly didn't expect to like it this much. Memory and multi-turn dialogue is exactly what I needed, and supports custom agents and role configuration. but I reach for it almost every day now and it just clicks.

Omar Haddad

Nov 19, 2025

Use it every day

Honestly didn't expect to like it this much. Code execution and retrieval integrations is exactly what I needed, and flexible tool and API plugin system. I do wish smaller community than mainstream agent frameworks, but I reach for it almost every day now and it just clicks.

Esther Adeyemi

Oct 29, 2025

Years in this space

I've evaluated a lot of these over the years. What stands out here is memory and multi-turn dialogue — handled better than most — and integrates broad ModelScope model ecosystem. Worth the time if this is your use case.

Q&A

How steep is the learning curve and is non-Chinese documentation available?

Setup requires developer skills, as you'll configure pipelines, tools, and prompts in code. Documentation skews toward Chinese-speaking users and the community is smaller than mainstream agent frameworks, which can make onboarding harder for English-only developers.

Asked by Aisha Khan · Jan 1, 2026

Which LLMs and tools can I integrate with Modelscope-Agent?

It works with models hosted on Alibaba's ModelScope hub as well as third-party LLMs. The framework also supports tool and API calling, code execution, retrieval/knowledge sources, and a customizable plugin system for connecting external services.

Asked by Naomi Suzuki · Nov 3, 2025

How much does Modelscope-Agent cost and what's the licensing?

Modelscope-Agent is free and open source, so you can self-host and modify it without licensing fees. You'll still incur costs for any external LLM APIs, compute resources, or third-party tools you integrate.

Asked by Tariq Aziz · Oct 14, 2025