# Amazon Bedrock Agents vs smolagents

| Attribute | Amazon Bedrock Agents | smolagents |
|---|---|---|
| **Vioscale score** | 62.5 (34% (low)) | 54.8 (35% (low)) |
| activity.commits_last_30d | - | 2 |
| adoption.dependent_repos | - | 0 |
| adoption.github_stars | - | 29,002 |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"hybrid":true,"self_hosted":true}` |
| description.long | A managed platform for building and deploying AI agents that break down multi-step requests, retrieve information from knowledge bases and data sources, and execute tasks autonomously. Agents use foundation model reasoning to understand intent, gather relevant context, and coordinate actions across company systems. | An open-source framework that enables you to create AI agents in just a few lines of code. It provides two agent types: CodeAgents that write actions as Python code, and ToolCallingAgents for JSON/text-based tool invocation. Supports any LLM provider and sandboxed code execution. |
| features.capabilities | - | `{"open_source":true,"pricing_model":"open-source-self-host","deployment_model":"library-self-hosted","memory_architecture":"session","orchestration_model":"multi-agent-hierarchical","tool_function_calling":true,"code_execution_sandbox":true,"model_provider_agnostic":true}` |
| integrations.count | - | 33 |
| integrations.list | - | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"LiteLLM"},{"name":"Ollama"},{"name":"Transformers"},{"name":"DuckDuckGoSearchTool"},{"name":"Hugging Face Inference API"},{"name":"Together AI"},{"name":"Groq"},{"name":"PyCharm"}]` |
| language.primary | - | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":["US"],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","summary":"Usage-based pricing varies by foundation model provider and modality (text input/output tokens, embeddings, etc.); specific rates depend on selected model. Free tier available.","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/bedrock/pricing/","retrievedAt":"2026-08-17T21:30:47.041Z"}` | `{"type":"open_source","summary":"Open source and free. Optional paid services (Hugging Face Spaces, Inference Endpoints) for hosting agents start from $0.","freeTier":true,"sourceUrl":"https://huggingface.co/pricing","retrievedAt":"2026-08-21T11:02:04.504Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | commercial |
| pricing.price_level | low | free |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 14 |
| release.history | - | `[{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.26.0","date":"2026-05-29T05:09:47Z","type":"stable","version":"v1.26.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.25.0","date":"2026-05-14T11:38:12Z","type":"stable","version":"v1.25.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.24.0","date":"2026-01-16T05:38:28Z","type":"stable","version":"v1.24.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.23.0","date":"2025-11-17T14:35:02Z","type":"stable","version":"v1.23.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.22.0","date":"2025-09-25T08:47:27Z","type":"stable","version":"v1.22.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.3","date":"2025-09-01T14:35:16Z","type":"stable","version":"v1.21.3"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.2","date":"2025-08-20T05:15:23Z","type":"stable","version":"v1.21.2"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.1","date":"2025-08-11T10:52:43Z","type":"stable","version":"v1.21.1"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.0","date":"2025-08-07T10:48:49Z","type":"stable","version":"v1.21.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.20.0","date":"2025-07-10T16:22:39Z","type":"stable","version":"v1.20.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.19.0","date":"2025-06-24T08:43:14Z","type":"stable","version":"v1.19.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.18.0","date":"2025-06-10T14:15:08Z","type":"stable","version":"v1.18.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.17.0","date":"2025-05-27T11:26:12Z","type":"stable","version":"v1.17.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.16.1","date":"2025-05-16T15:06:21Z","type":"stable","version":"v1.16.1"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.16.0","date":"2025-05-16T05:59:44Z","type":"stable","version":"v1.16.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.15.0","date":"2025-05-07T15:25:24Z","type":"stable","version":"v1.15.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.14.0","date":"2025-04-18T09:59:12Z","type":"stable","version":"v1.14.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.13.0","date":"2025-04-02T15:10:31Z","type":"stable","version":"v1.13.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.12.0","date":"2025-03-20T09:37:38Z","type":"stable","version":"v1.12.0"},{"url":"https://github.com/huggingface/smolagents/releases/tag/v1.11.0","date":"2025-03-14T19:55:16Z","type":"stable","version":"v1.11.0"}]` |
| security.disclosure_policy | - | yes |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.pci | yes | - |
| security.vulnerabilities | - | `{"count":5,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100","last_12m":4,"max_severity":"CRITICAL"}` |

## Capabilities (AI Agent Frameworks)

| Capability | Amazon Bedrock Agents | smolagents |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Orchestration model | - | Multi agent hierarchical |
| Model provider agnostic | - | ✓ |
| Tool function calling | - | ✓ |
| Code execution sandbox | - | ✓ |
| Memory architecture | - | Session |
| Mcp support | - | - |
| A2a support | - | - |
| Human in the loop | - | - |
| Streaming output | - | - |
| Structured output | - | - |
| Multi language SDK | - | - |
| Deployment model | - | Library self hosted |
| Open source | - | ✓ |
| Pricing model | - | Open source self host |

*Source: Vioscale. Generated 2026-09-01T14:31:51.059Z. "-" = undocumented, not absent.*