# CAMEL vs smolagents

| Attribute | CAMEL | smolagents |
|---|---|---|
| **vioscaleAI score** | 55.8 (50% (medium)) | 52.3 (34% (low)) |
| activity.commits_last_30d | 14 | 5 |
| adoption.dependent_repos | 0 | 0 |
| adoption.github_stars | 17,891 | 29,849 |
| content.faq | `[{"answer":"A community-driven research platform for developing multi-agent systems using large language models, with a focus on understanding how these systems scale, behave, and can be applied to real-world automation tasks. It is indexed under Multi Agent Orchestration.","source":"https://www.camel-ai.org/","question":"What is CAMEL?","confidence":0.6},{"answer":"CAMEL offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://www.camel-ai.org/","question":"Is CAMEL free?","confidence":0.6},{"answer":"We have confirmed browser-based access to CAMEL. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.camel-ai.org/","question":"What platforms does CAMEL support?","confidence":0.6},{"answer":"Yes. CAMEL can be deployed self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://www.camel-ai.org/","question":"Can CAMEL be self-hosted?","confidence":0.6},{"answer":"We have confirmed 10 integrations for CAMEL, including Google Scholar, arXiv, Slack, Cloudflare, Claude, GPT-3.5 Turbo, JIRA and PowerPoint, plus 2 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.camel-ai.org/","question":"What does CAMEL integrate with?","confidence":0.6},{"answer":"Yes. CAMEL is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/camel-ai/camel","question":"Is CAMEL open source?","confidence":0.95},{"answer":"CAMEL is available worldwide. The vendor is headquartered in Saudi Arabia.","source":"https://www.camel-ai.org/","question":"Where is CAMEL available?","confidence":0.75}]` | `[{"answer":"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. It is indexed under AI Agent Frameworks.","source":"https://huggingface.co/pricing","question":"What is smolagents?","confidence":0.6},{"answer":"smolagents is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Pricing changes often, so verify at source before relying on it.","source":"https://huggingface.co/pricing","question":"Is smolagents free to use?","confidence":0.6},{"answer":"smolagents supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://huggingface.co/pricing","question":"What platforms does smolagents support?","confidence":0.6},{"answer":"Yes. smolagents can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://huggingface.co/pricing","question":"Can smolagents be self-hosted?","confidence":0.6},{"answer":"We have confirmed 10 integrations for smolagents, including OpenAI, Anthropic, LiteLLM, Ollama, Transformers, DuckDuckGoSearchTool, Hugging Face Inference API and Together AI, plus 2 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://huggingface.co/pricing","question":"What does smolagents integrate with?","confidence":0.6},{"answer":"Yes. smolagents is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/huggingface/smolagents","question":"Is smolagents open source?","confidence":0.95}]` |
| deployment.options | `{"self_hosted":true}` | `{"cloud":true}` |
| description.long | A multi-agent framework designed to explore and implement the principles that govern how agent systems scale, enabling the simulation and coordination of numerous specialized agents for diverse applications—from knowledge access and synthetic data generation to real-world task automation. | A hub for discovering, sharing, and collaborating on machine learning models and datasets with integrated tools for inference deployment and interactive demonstrations. |
| features.capabilities | `{"mcp_support":true,"open_source":true,"pricing_model":"free_open_source","deployment_model":"library-self-hosted","human_in_the_loop":true,"multi_language_sdk":true,"memory_architecture":"persistent","orchestration_model":"multi-agent-hierarchical","architecture_paradigm":"conversational_hierarchy","tool_function_calling":true,"model_provider_agnostic":true,"mit_or_apache_permissive_oss_license":true,"native_observability_and_trace_logging":true,"fault_tolerance_and_llm_retry_mechanisms":true,"native_memory_and_state_persistence_layer":true,"tool_calling_and_function_schema_validation":true,"managed_cloud_runtime_infrastructure_offered":false,"synchronous_and_asynchronous_execution_modes":true,"dynamic_agent_generation_and_spawning_at_runtime":true}` | `{"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 | 2 | 1 |
| integrations.list | `[{"name":"Google Scholar"},{"name":"arXiv"},{"name":"Slack"},{"name":"Cloudflare"},{"name":"Claude"},{"name":"GPT-3.5 Turbo"},{"name":"JIRA"},{"name":"PowerPoint"},{"name":"HumanLayer"},{"name":"MCP servers"}]` | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"LiteLLM"},{"name":"Ollama"},{"name":"Transformers"},{"name":"DuckDuckGoSearchTool"},{"name":"Hugging Face Inference API"},{"name":"Together AI"},{"name":"Groq"},{"name":"PyCharm"},{"name":"Kaggle","native":true,"direction":"bidirectional"}]` |
| language.primary | Python | Python |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | `{"hqCountry":"SA","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://www.camel-ai.org/","retrievedAt":"2026-09-13T20:07:22.126Z"}` | `{"type":"hybrid","plans":[{"free":false,"name":"Pro","summary":"$9/month","features":["Private storage","2x public storage capacity","Monthly inference credits","Spaces hosting","Enhanced ZeroGPU quota","Dev Mode access","Personal blog publishing","PRO Badge"],"components":[{"kind":"fixed","amount":9,"period":"month","currency":"USD"}],"description":"Enhanced personal account features","contactSales":false},{"free":false,"name":"Team","summary":"$20/user/month","components":[{"kind":"per_unit","unit":"user","amount":20,"period":"month","currency":"USD"}],"description":"Team collaboration workspace","contactSales":false},{"free":false,"name":"Enterprise","summary":"Custom pricing","description":"Custom enterprise deployment and onboarding","contactSales":true}],"summary":"From $9/month. Free tier available. Usage-based storage and compute.","currency":"USD","freeTier":true,"sourceUrl":"https://huggingface.co/pricing","retrievedAt":"2026-10-14T22:30:33.761Z","startingPrice":{"amount":9,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.starting_price | - | `{"amount":9,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 4 | 14 |
| release.history | 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| `[{"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.scorecard | 6.8 | - |
| security.trust_center | - | https://huggingface.co/blog/security-incident-july-2026 |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fcamel-ai%2FCAMEL&per_page=100","last_12m":0,"max_severity":null}` | `{"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 | CAMEL | smolagents |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Orchestration model | Multi agent hierarchical | Multi agent hierarchical |
| Model provider agnostic | ✓ | ✓ |
| Tool function calling | ✓ | ✓ |
| Code execution sandbox | - | ✓ |
| Memory architecture | Persistent | Session |
| Mcp support | ✓ | - |
| A2a support | - | - |
| Human in the loop | ✓ | - |
| Streaming output | - | - |
| Structured output | - | - |
| Multi language SDK | ✓ | - |
| Deployment model | Library self hosted | Library self hosted |
| Open source | ✓ | ✓ |
| Pricing model | free_open_source | Open source self host |

*Source: vioscaleAI. Generated 2026-10-16T20:59:05.334Z. "-" = undocumented, not absent.*