AgentScopevssmolagents
Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.
AgentScope
Alibaba (Tongyi Lab) · Agent framework
OSSMCP
Panel
6.72 spec wins
- Reliability
- 6.5
- Usefulness
- 6.3
- Cost
- 7.3
- Longevity
- 6.7
“Deploys as a service with Discord, Slack, Feishu and DingTalk channels, so your agent can be ignored in four workplaces at once.”
smolagents
Hugging Face · Agent framework
OSSMCP
Panel
6.73 spec wins
- Reliability
- 6.2
- Usefulness
- 6.3
- Cost
- 8.0
- Longevity
- 6.3
“Ships a command-line tool called webagent, so the thousand lines also browse.”
Spec by spec
| Spec | AgentScope | smolagents |
|---|---|---|
| Architecture | ||
| Category | Agent framework | Agent framework |
| Runs | local, sandbox | local, sandbox |
| Platforms | macos, linux, windows | macos, linux, windows |
| Context window | not documented | not documented |
| Protocols | ||
| MCP client | Yes | Yes |
| MCP server | No | No |
| Capabilities | ||
| Runs terminal commands | Yes | No |
| Multi-file edits | No | No |
| Git operations | No | No |
| Browser control | No | Yes |
| Sandboxed execution | Yes | Yes |
| Multi-agent orchestration | Yes | Yes |
| Headless / CI mode | No | Yes |
| Models | ||
| Backbone | any | Hugging Face Inference providers, OpenAI, Anthropic, any LiteLLM model, Transformers, Ollama |
| Bring your own model | Yes | Yes |
| Local models | No | Yes |
| Cost | ||
| Pricing model | free | byok |
| Starts at | n/a | $0/mo |
| Free tier | Yes | Yes |
| Bring your own key | Yes | Yes |
| Openness | ||
| Open source | Yes | Yes |
| License | Apache-2.0 | Apache-2.0 |
| GitHub stars | 32,652 | 29,638 |
Which one would each critic pick
| Critic | AgentScope | smolagents | Pick |
|---|---|---|---|
| El Juez | — | — | not enough reviews |
| El Amigo | 7.3 | 7.0 | AgentScope — Pick AgentScope if you would rather write tools than orchestration prompts; pick LangGraph if you need the control flow pinned down and resumable. |
| El Crítico | 6.3 | 6.3 | no preference |
| El Profesor | 7.0 | 6.3 | AgentScope — Execution is delegated to isolated environments including Docker, E2B, Kubernetes and a Daytona workspace, which is a real answer to the question most frameworks skip. |
| La Inversora | 7.0 | 6.5 | AgentScope — Alibaba's Tongyi Lab publishes this, which means the funding question is answered and the priority question is not; 30,000 stars is strategy, not revenue. |
| La Jefa | 6.0 | 6.3 | smolagents — As a dependency it costs nothing, has no support contract, and ships Hub integration that lets an engineer publish an agent as a public Space, which is the governance conversation to have first. |
| El Hacker | 6.8 | 8.0 | smolagents — Apache-2.0, TransformersModel loads weights on my own GPU, Ollama works, ToolCollection.from_mcp pulls any MCP server, and Tool.from_langchain steals from the other ecosystem. |
Picks are derived from each critic's own scores. Humans vote on matchups on the duels page.