{"data":{"entities":[{"slug":"botsify","name":"Botsify","tagline":"White-label AI agent platform for agencies to build and resell automation solutions","homepage":"https://botsify.com/","category":{"slug":"ai-agent-frameworks","name":"AI Agent Frameworks"},"vendor":{"name":"Botsify","primaryDomain":"botsify.com"},"score":{"composite":56.5,"confidence":0.25,"confidenceBand":"low","breakdown":{"price_level":{"value":25,"weight":0.041,"present":true,"contribution":1},"reliability":{"value":0,"weight":0.068,"present":false,"contribution":0},"capabilities":{"value":45.8,"weight":0.038,"present":true,"contribution":1.7},"integrations":{"value":100,"weight":0.044,"present":true,"contribution":4.4},"security_posture":{"value":5,"weight":0.122,"present":false,"contribution":0},"pricing_transparency":{"value":75,"weight":0.054,"present":true,"contribution":4.1}},"computedAt":"2026-09-11T11:46:12.463Z","stale":false},"uri":"https://www.vioscale.ai/software/botsify","aliases":[],"status":"published","crawlStatus":"ok","indexStatus":"below_floor","nextCrawlAt":null,"categories":[{"slug":"ai-agent-frameworks","name":"AI Agent Frameworks","isPrimary":true}],"facts":{"deployment":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}}],"features":[{"attribute":"features.capabilities","value":{"mcp_support":true,"pricing_model":"usage-based-saas","deployment_model":"managed-platform","tool_function_calling":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}}],"integrations":[{"attribute":"integrations.count","value":5000,"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Gmail"},{"name":"HubSpot"},{"name":"Slack"},{"name":"Zapier"},{"name":"Salesforce"},{"name":"Shopify"},{"name":"Stripe"},{"name":"Facebook Messenger"},{"name":"Instagram"},{"name":"WhatsApp"},{"name":"SMS"},{"name":"Telegram"}],"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}}],"market":[{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.5}}],"platform":[{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}}],"description":[{"attribute":"description.long","value":"Botsify is a white-label AI agent and chatbot platform that helps agencies and businesses build, deploy, and resell AI automation across websites, WhatsApp, Instagram, Slack, SMS, and more.","provenance":{"source":null,"sourceType":"vendor","retrievedAt":"2026-09-10T22:18:27.355Z","confidence":0.75}}],"pricing":[{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":false,"name":"Done-for-You Agent Pricing","summary":"$149/month or $1,490/year","features":["Unlimited AI Agents","30,000 Credits per month (1 credit = 1 message)","60 minutes of voice calls per month","Unlimited Credits via BYOK","Model Context Protocol (MCP) integration","Document and Web Search integration","Schedule Agents","Dedicated personal success manager","Multi-channel deployment (Messenger, SMS, Website, WhatsApp, Instagram, Telegram, Slack)","1-Agent development free ($100/month value)","Access to all Botsify Resources","Personal Onboarding Session","3 Months Chat History","Automation Strategy Call booking"],"components":[{"kind":"fixed","amount":149,"period":"month","currency":"USD"},{"kind":"fixed","amount":1490,"period":"year","currency":"USD"}],"contactSales":false,"includedLimits":{"credits_per_month":"30,000","voice_calls_per_month":"60 minutes"}}],"summary":"$149/month or $1,490/year","currency":"USD","sourceUrl":"https://botsify.com/pricing","retrievedAt":"2026-09-10T22:15:43.773Z","startingPrice":{"amount":149,"period":"month","currency":"USD"},"billingPeriods":["month","year"]},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"high","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.starting_price","value":{"amount":149,"currency":"USD"},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}}],"security":[{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://botsify.com/privacy-policy","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.75}},{"attribute":"security.trust_center","value":"https://botsify.com/privacy-policy","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}}]},"factList":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"features.capabilities","value":{"mcp_support":true,"pricing_model":"usage-based-saas","deployment_model":"managed-platform","tool_function_calling":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"integrations.count","value":5000,"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Gmail"},{"name":"HubSpot"},{"name":"Slack"},{"name":"Zapier"},{"name":"Salesforce"},{"name":"Shopify"},{"name":"Stripe"},{"name":"Facebook Messenger"},{"name":"Instagram"},{"name":"WhatsApp"},{"name":"SMS"},{"name":"Telegram"}],"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.5}},{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"description.long","value":"Botsify is a white-label AI agent and chatbot platform that helps agencies and businesses build, deploy, and resell AI automation across websites, WhatsApp, Instagram, Slack, SMS, and more.","provenance":{"source":null,"sourceType":"vendor","retrievedAt":"2026-09-10T22:18:27.355Z","confidence":0.75}},{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":false,"name":"Done-for-You Agent Pricing","summary":"$149/month or $1,490/year","features":["Unlimited AI Agents","30,000 Credits per month (1 credit = 1 message)","60 minutes of voice calls per month","Unlimited Credits via BYOK","Model Context Protocol (MCP) integration","Document and Web Search integration","Schedule Agents","Dedicated personal success manager","Multi-channel deployment (Messenger, SMS, Website, WhatsApp, Instagram, Telegram, Slack)","1-Agent development free ($100/month value)","Access to all Botsify Resources","Personal Onboarding Session","3 Months Chat History","Automation Strategy Call booking"],"components":[{"kind":"fixed","amount":149,"period":"month","currency":"USD"},{"kind":"fixed","amount":1490,"period":"year","currency":"USD"}],"contactSales":false,"includedLimits":{"credits_per_month":"30,000","voice_calls_per_month":"60 minutes"}}],"summary":"$149/month or $1,490/year","currency":"USD","sourceUrl":"https://botsify.com/pricing","retrievedAt":"2026-09-10T22:15:43.773Z","startingPrice":{"amount":149,"period":"month","currency":"USD"},"billingPeriods":["month","year"]},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"high","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.starting_price","value":{"amount":149,"currency":"USD"},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://botsify.com/privacy-policy","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.75}},{"attribute":"security.trust_center","value":"https://botsify.com/privacy-policy","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}}],"market":{"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[],"primaryMarkets":["US"]},"integrations":[{"name":"Gmail"},{"name":"HubSpot"},{"name":"Slack"},{"name":"Zapier"},{"name":"Salesforce"},{"name":"Shopify"},{"name":"Stripe"},{"name":"Facebook Messenger"},{"name":"Instagram"},{"name":"WhatsApp"},{"name":"SMS"},{"name":"Telegram"}],"claimed":false,"updatedAt":"2026-09-11T11:46:12.426Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/botsify","markdown":"https://www.vioscale.ai/software/botsify.md","html":"https://www.vioscale.ai/software/botsify"}},{"slug":"smolagents","name":"smolagents","tagline":"","homepage":"https://huggingface.co/docs/smolagents","category":{"slug":"ai-agent-frameworks","name":"AI Agent Frameworks"},"vendor":null,"score":{"composite":48.3,"confidence":0.33,"confidenceBand":"low","breakdown":{"capabilities":{"value":67.1,"weight":0.08,"present":true,"contribution":5.4},"repo_stars":{"value":84.2,"weight":0.047,"present":true,"contribution":4},"integrations":{"value":44,"weight":0.054,"present":true,"contribution":2.4},"dependent_projects":{"value":0,"weight":0.054,"present":true,"contribution":0},"dev_activity":{"value":15,"weight":0.135,"present":true,"contribution":2},"release_cadence":{"value":92.2,"weight":0.081,"present":true,"contribution":7.5},"security_posture":{"value":5,"weight":0.122,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.041,"present":false,"contribution":0},"security_score":{"value":0,"weight":0.054,"present":false,"contribution":0},"community_qa_activity":{"value":0,"weight":0.135,"present":false,"contribution":0}},"computedAt":"2026-09-01T22:32:13.122Z","stale":false},"uri":"https://www.vioscale.ai/software/smolagents","aliases":["smolagents"],"status":"published","crawlStatus":"ok","indexStatus":"indexed","nextCrawlAt":"2026-09-24T10:21:56.659Z","categories":[{"slug":"ai-agent-frameworks","name":"AI Agent Frameworks","isPrimary":true}],"facts":{"pricing":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://huggingface.co/docs/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.175Z","confidence":0.4}},{"attribute":"pricing","value":{"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"},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"free","provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}],"deployment":[{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"self_hosted":true},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}],"description":[{"attribute":"description.long","value":"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.","provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}],"features":[{"attribute":"features.capabilities","value":{"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},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}],"integrations":[{"attribute":"integrations.count","value":33,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"LiteLLM"},{"name":"Ollama"},{"name":"Transformers"},{"name":"DuckDuckGoSearchTool"},{"name":"Hugging Face Inference API"},{"name":"Together AI"},{"name":"Groq"},{"name":"PyCharm"}],"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}],"platform":[{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}],"security":[{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"security.vulnerabilities","value":{"count":5,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100","last_12m":4,"max_severity":"CRITICAL"},"provenance":{"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.182Z","confidence":0.9}}],"activity":[{"attribute":"activity.commits_last_30d","value":2,"provenance":{"source":"https://github.com/huggingface/smolagents/pulse","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.65}}],"adoption":[{"attribute":"adoption.github_stars","value":29002,"provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.9}},{"attribute":"adoption.dependent_repos","value":0,"provenance":{"source":"https://packages.ecosyste.ms/api/v1/packages/lookup?repository_url=https%3A%2F%2Fgithub.com%2Fhuggingface%2Fsmolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.180Z","confidence":0.85}}],"language":[{"attribute":"language.primary","value":"Python","provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.9}}],"license":[{"attribute":"license.spdx","value":"Apache-2.0","provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.95}}],"release":[{"attribute":"release.cadence_days","value":14,"provenance":{"source":"https://github.com/huggingface/smolagents/releases","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.7}},{"attribute":"release.history","value":[{"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"}],"provenance":{"source":"https://github.com/huggingface/smolagents/releases","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.7}}],"content":[{"attribute":"content.faq","value":[{"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}],"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:56.809Z","confidence":0.65833336}}]},"factList":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://huggingface.co/docs/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.175Z","confidence":0.4}},{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"self_hosted":true},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"description.long","value":"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.","provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"features.capabilities","value":{"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},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"integrations.count","value":33,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"LiteLLM"},{"name":"Ollama"},{"name":"Transformers"},{"name":"DuckDuckGoSearchTool"},{"name":"Hugging Face Inference API"},{"name":"Together AI"},{"name":"Groq"},{"name":"PyCharm"}],"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"pricing","value":{"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"},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"free","provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}},{"attribute":"activity.commits_last_30d","value":2,"provenance":{"source":"https://github.com/huggingface/smolagents/pulse","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.65}},{"attribute":"adoption.github_stars","value":29002,"provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.9}},{"attribute":"language.primary","value":"Python","provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.9}},{"attribute":"license.spdx","value":"Apache-2.0","provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.95}},{"attribute":"release.cadence_days","value":14,"provenance":{"source":"https://github.com/huggingface/smolagents/releases","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.7}},{"attribute":"adoption.dependent_repos","value":0,"provenance":{"source":"https://packages.ecosyste.ms/api/v1/packages/lookup?repository_url=https%3A%2F%2Fgithub.com%2Fhuggingface%2Fsmolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.180Z","confidence":0.85}},{"attribute":"release.history","value":[{"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"}],"provenance":{"source":"https://github.com/huggingface/smolagents/releases","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.7}},{"attribute":"security.vulnerabilities","value":{"count":5,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100","last_12m":4,"max_severity":"CRITICAL"},"provenance":{"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.182Z","confidence":0.9}},{"attribute":"content.faq","value":[{"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}],"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:56.809Z","confidence":0.65833336}}],"faq":[{"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}],"faqSource":"generated","releaseHistory":[{"version":"v1.26.0","date":"2026-05-29T05:09:47Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.26.0","type":"stable"},{"version":"v1.25.0","date":"2026-05-14T11:38:12Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.25.0","type":"stable"},{"version":"v1.24.0","date":"2026-01-16T05:38:28Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.24.0","type":"stable"},{"version":"v1.23.0","date":"2025-11-17T14:35:02Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.23.0","type":"stable"},{"version":"v1.22.0","date":"2025-09-25T08:47:27Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.22.0","type":"stable"},{"version":"v1.21.3","date":"2025-09-01T14:35:16Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.3","type":"stable"},{"version":"v1.21.2","date":"2025-08-20T05:15:23Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.2","type":"stable"},{"version":"v1.21.1","date":"2025-08-11T10:52:43Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.1","type":"stable"},{"version":"v1.21.0","date":"2025-08-07T10:48:49Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.21.0","type":"stable"},{"version":"v1.20.0","date":"2025-07-10T16:22:39Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.20.0","type":"stable"},{"version":"v1.19.0","date":"2025-06-24T08:43:14Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.19.0","type":"stable"},{"version":"v1.18.0","date":"2025-06-10T14:15:08Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.18.0","type":"stable"},{"version":"v1.17.0","date":"2025-05-27T11:26:12Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.17.0","type":"stable"},{"version":"v1.16.1","date":"2025-05-16T15:06:21Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.16.1","type":"stable"},{"version":"v1.16.0","date":"2025-05-16T05:59:44Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.16.0","type":"stable"},{"version":"v1.15.0","date":"2025-05-07T15:25:24Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.15.0","type":"stable"},{"version":"v1.14.0","date":"2025-04-18T09:59:12Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.14.0","type":"stable"},{"version":"v1.13.0","date":"2025-04-02T15:10:31Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.13.0","type":"stable"},{"version":"v1.12.0","date":"2025-03-20T09:37:38Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.12.0","type":"stable"},{"version":"v1.11.0","date":"2025-03-14T19:55:16Z","url":"https://github.com/huggingface/smolagents/releases/tag/v1.11.0","type":"stable"}],"integrations":[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"LiteLLM"},{"name":"Ollama"},{"name":"Transformers"},{"name":"DuckDuckGoSearchTool"},{"name":"Hugging Face Inference API"},{"name":"Together AI"},{"name":"Groq"},{"name":"PyCharm"}],"vulnerabilities":{"count":5,"last12m":4,"maxSeverity":"CRITICAL","source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100"},"claimed":false,"updatedAt":"2026-09-10T10:23:00.512Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/smolagents","markdown":"https://www.vioscale.ai/software/smolagents.md","html":"https://www.vioscale.ai/software/smolagents"}}],"attributes":[{"attribute":"activity.commits_last_30d","values":{"botsify":null,"smolagents":{"attribute":"activity.commits_last_30d","value":2,"provenance":{"source":"https://github.com/huggingface/smolagents/pulse","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.65}}}},{"attribute":"adoption.dependent_repos","values":{"botsify":null,"smolagents":{"attribute":"adoption.dependent_repos","value":0,"provenance":{"source":"https://packages.ecosyste.ms/api/v1/packages/lookup?repository_url=https%3A%2F%2Fgithub.com%2Fhuggingface%2Fsmolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.180Z","confidence":0.85}}}},{"attribute":"adoption.github_stars","values":{"botsify":null,"smolagents":{"attribute":"adoption.github_stars","value":29002,"provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.9}}}},{"attribute":"content.faq","values":{"botsify":null,"smolagents":{"attribute":"content.faq","value":[{"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}],"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:56.809Z","confidence":0.65833336}}}},{"attribute":"deployment.options","values":{"botsify":{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"self_hosted":true},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"description.long","values":{"botsify":{"attribute":"description.long","value":"Botsify is a white-label AI agent and chatbot platform that helps agencies and businesses build, deploy, and resell AI automation across websites, WhatsApp, Instagram, Slack, SMS, and more.","provenance":{"source":null,"sourceType":"vendor","retrievedAt":"2026-09-10T22:18:27.355Z","confidence":0.75}},"smolagents":{"attribute":"description.long","value":"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.","provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"features.capabilities","values":{"botsify":{"attribute":"features.capabilities","value":{"mcp_support":true,"pricing_model":"usage-based-saas","deployment_model":"managed-platform","tool_function_calling":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"features.capabilities","value":{"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},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"integrations.count","values":{"botsify":{"attribute":"integrations.count","value":5000,"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"integrations.count","value":33,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"integrations.list","values":{"botsify":{"attribute":"integrations.list","value":[{"name":"Gmail"},{"name":"HubSpot"},{"name":"Slack"},{"name":"Zapier"},{"name":"Salesforce"},{"name":"Shopify"},{"name":"Stripe"},{"name":"Facebook Messenger"},{"name":"Instagram"},{"name":"WhatsApp"},{"name":"SMS"},{"name":"Telegram"}],"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"integrations.list","value":[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"LiteLLM"},{"name":"Ollama"},{"name":"Transformers"},{"name":"DuckDuckGoSearchTool"},{"name":"Hugging Face Inference API"},{"name":"Together AI"},{"name":"Groq"},{"name":"PyCharm"}],"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"language.primary","values":{"botsify":null,"smolagents":{"attribute":"language.primary","value":"Python","provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.9}}}},{"attribute":"license.spdx","values":{"botsify":null,"smolagents":{"attribute":"license.spdx","value":"Apache-2.0","provenance":{"source":"https://github.com/huggingface/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.95}}}},{"attribute":"market.availability","values":{"botsify":{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.5}},"smolagents":null}},{"attribute":"platform.support","values":{"botsify":{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"pricing","values":{"botsify":{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":false,"name":"Done-for-You Agent Pricing","summary":"$149/month or $1,490/year","features":["Unlimited AI Agents","30,000 Credits per month (1 credit = 1 message)","60 minutes of voice calls per month","Unlimited Credits via BYOK","Model Context Protocol (MCP) integration","Document and Web Search integration","Schedule Agents","Dedicated personal success manager","Multi-channel deployment (Messenger, SMS, Website, WhatsApp, Instagram, Telegram, Slack)","1-Agent development free ($100/month value)","Access to all Botsify Resources","Personal Onboarding Session","3 Months Chat History","Automation Strategy Call booking"],"components":[{"kind":"fixed","amount":149,"period":"month","currency":"USD"},{"kind":"fixed","amount":1490,"period":"year","currency":"USD"}],"contactSales":false,"includedLimits":{"credits_per_month":"30,000","voice_calls_per_month":"60 minutes"}}],"summary":"$149/month or $1,490/year","currency":"USD","sourceUrl":"https://botsify.com/pricing","retrievedAt":"2026-09-10T22:15:43.773Z","startingPrice":{"amount":149,"period":"month","currency":"USD"},"billingPeriods":["month","year"]},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"pricing","value":{"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"},"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"pricing.free_tier","values":{"botsify":null,"smolagents":{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"pricing.model","values":{"botsify":{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://huggingface.co/docs/smolagents","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.175Z","confidence":0.4}}}},{"attribute":"pricing.price_level","values":{"botsify":{"attribute":"pricing.price_level","value":"high","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"pricing.price_level","value":"free","provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"pricing.starting_price","values":{"botsify":{"attribute":"pricing.starting_price","value":{"amount":149,"currency":"USD"},"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":null}},{"attribute":"pricing.transparent","values":{"botsify":{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"release.cadence_days","values":{"botsify":null,"smolagents":{"attribute":"release.cadence_days","value":14,"provenance":{"source":"https://github.com/huggingface/smolagents/releases","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.7}}}},{"attribute":"release.history","values":{"botsify":null,"smolagents":{"attribute":"release.history","value":[{"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"}],"provenance":{"source":"https://github.com/huggingface/smolagents/releases","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.171Z","confidence":0.7}}}},{"attribute":"security.disclosure_policy","values":{"botsify":null,"smolagents":{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://huggingface.co/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T11:02:04.504Z","confidence":0.6}}}},{"attribute":"security.gdpr","values":{"botsify":{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://botsify.com/privacy-policy","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.75}},"smolagents":null}},{"attribute":"security.trust_center","values":{"botsify":{"attribute":"security.trust_center","value":"https://botsify.com/privacy-policy","provenance":{"source":"https://botsify.com/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T22:15:43.773Z","confidence":0.6}},"smolagents":null}},{"attribute":"security.vulnerabilities","values":{"botsify":null,"smolagents":{"attribute":"security.vulnerabilities","value":{"count":5,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100","last_12m":4,"max_severity":"CRITICAL"},"provenance":{"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=smolagents&per_page=100","sourceType":"vioscale-crawler","retrievedAt":"2026-08-26T19:30:13.182Z","confidence":0.9}}}}],"capabilities":{"category":{"slug":"ai-agent-frameworks","name":"AI Agent Frameworks"},"groups":[{"group":"Capabilities","rows":[{"axis":{"key":"orchestration_model","label":"Orchestration model","type":"enum","enumValues":[{"value":"single-agent","label":"Single agent"},{"value":"multi-agent-sequential","label":"Multi agent sequential"},{"value":"multi-agent-hierarchical","label":"Multi agent hierarchical"},{"value":"graph-state-machine","label":"Graph state machine"}]},"values":{"botsify":null,"smolagents":"multi-agent-hierarchical"}},{"axis":{"key":"model_provider_agnostic","label":"Model provider agnostic","type":"bool"},"values":{"botsify":null,"smolagents":true}},{"axis":{"key":"tool_function_calling","label":"Tool function calling","type":"bool"},"values":{"botsify":true,"smolagents":true}},{"axis":{"key":"code_execution_sandbox","label":"Code execution sandbox","type":"bool"},"values":{"botsify":null,"smolagents":true}},{"axis":{"key":"memory_architecture","label":"Memory architecture","type":"enum","enumValues":[{"value":"none","label":"None"},{"value":"session","label":"Session"},{"value":"persistent","label":"Persistent"},{"value":"vector-backed","label":"Vector backed"}]},"values":{"botsify":null,"smolagents":"session"}},{"axis":{"key":"mcp_support","label":"Mcp support","type":"bool"},"values":{"botsify":true,"smolagents":null}},{"axis":{"key":"a2a_support","label":"A2a support","type":"bool"},"values":{"botsify":null,"smolagents":null}},{"axis":{"key":"human_in_the_loop","label":"Human in the loop","type":"bool"},"values":{"botsify":null,"smolagents":null}},{"axis":{"key":"streaming_output","label":"Streaming output","type":"bool"},"values":{"botsify":null,"smolagents":null}},{"axis":{"key":"structured_output","label":"Structured output","type":"bool"},"values":{"botsify":null,"smolagents":null}},{"axis":{"key":"multi_language_sdk","label":"Multi language SDK","type":"bool"},"values":{"botsify":null,"smolagents":null}},{"axis":{"key":"deployment_model","label":"Deployment model","type":"enum","enumValues":[{"value":"library-self-hosted","label":"Library self hosted"},{"value":"managed-platform","label":"Managed platform"},{"value":"embedded-in-cloud","label":"Embedded in cloud"}]},"values":{"botsify":"managed-platform","smolagents":"library-self-hosted"}},{"axis":{"key":"open_source","label":"Open source","type":"bool"},"values":{"botsify":null,"smolagents":true}},{"axis":{"key":"pricing_model","label":"Pricing model","type":"enum","enumValues":[{"value":"open-source-self-host","label":"Open source self host"},{"value":"usage-based-saas","label":"Usage based saas"},{"value":"seat-enterprise-quote","label":"Seat enterprise quote"},{"value":"platform-compute-billed","label":"Platform compute billed"}]},"values":{"botsify":"usage-based-saas","smolagents":"open-source-self-host"}}]}]},"leader":null,"leaderReason":"No leader: the top candidate Botsify has only 0.25 confidence (low), below the 0.35 needed to declare a winner.","generatedAt":"2026-09-11T23:36:46.129Z"},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-09-11T23:36:46.129Z","disclaimer":"Independent, evidence-based. Every fact carries provenance."}}