MS-Agentvssmolagents
Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.
MS-Agent
ModelScope · Agent framework
OSSMCP
Panel
6.50 spec wins
- Reliability
- 5.8
- Usefulness
- 6.5
- Cost
- 8.0
- Longevity
- 5.8
“It ships a video generation template beside the code generation one, so engineering and marketing now share a dependency.”
smolagents
Hugging Face · Agent framework
OSSMCP
Panel
6.74 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 | MS-Agent | 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 | No | No |
| Multi-file edits | No | No |
| Git operations | No | No |
| Browser control | No | Yes |
| Sandboxed execution | YesIsolated execution is provided by the separate ms-enclave sandbox framework. | Yes |
| Multi-agent orchestration | Yes | Yes |
| Headless / CI mode | No | Yes |
| Models | ||
| Backbone | Qwen, OpenAI, any OpenAI-compatible endpoint | Hugging Face Inference providers, OpenAI, Anthropic, any LiteLLM model, Transformers, Ollama |
| Bring your own model | Yes | Yes |
| Local models | No | Yes |
| Cost | ||
| Pricing model | byok | byok |
| Starts at | $0/mo | $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 | 4,406 | 29,638 |
Which one would each critic pick
| Critic | MS-Agent | smolagents | Pick |
|---|---|---|---|
| El Juez | — | — | not enough reviews |
| El Amigo | 6.8 | 7.0 | smolagents — Pick smolagents if you want to read every line of your agent framework in an hour and run it on a local model; pick LangGraph when the job needs persistence and resumption. |
| El Crítico | 6.3 | 6.3 | no preference |
| El Profesor | 6.5 | 6.3 | MS-Agent — The reported 55.31 on DeepResearch Bench is a submission from one scaffold paired with Qwen3.5-Plus and GPT 5.2, so it measures that combination and not the toolkit. |
| La Inversora | 7.0 | 6.5 | MS-Agent — The agent hub command syncs workspace files to the sponsor's own model repository, which is the tell: this is a funnel into a platform, given away as a library. |
| La Jefa | 5.8 | 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 | 7.0 | 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.