HumanLayer VS Clusy
HumanLayer VS Clusy对比，HumanLayer 和 Clusy 有什么区别？
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总结
HumanLayer 总结
HumanLayer is an API and SDK that enables tool-calling AI Agents to contact humans for help, feedback, and approvals.
HumanLayer 着陆页
Clusy 总结
Clusy is an agent-native notebook platform for researchers and data teams to build, branch, run, and evaluate ML and data science workflows in the cloud. Describe a goal in natural language, and Clusy plans the workflow, sources datasets, preprocesses data, runs parallel experiments in replicated kernels, compares model architectures, and helps produce optimal models through a human-in-the-loop notebook experience.
Clusy 着陆页
比较详细信息
HumanLayer 详细信息
| 类别 | AI智能体, 人工智能接口, AI开发者工具, AI工作流, 大语言模型 LLMs |
| HumanLayer 网站 | https://humanlayer.dev?utm_source=toolify |
| 添加时间 | 2024年12月7日 |
| HumanLayer 定价 | -- |
Clusy 详细信息
| 类别 | AI智能体, AI助手, AI数据分析, AI代码助手 |
| Clusy 网站 | https://www.clusy.io?utm_source=toolify |
| 添加时间 | 2026年7月7日 |
| Clusy 定价 | -- |
使用情况比较
如何使用 HumanLayer？
Integrate the HumanLayer SDK into your AI agent workflow. Use the @hl.require_approval() decorator to block function calls requiring human oversight. Contact humans through various channels and route approvals to specific teams or individuals.
如何使用 Clusy？
Start by describing your goal in plain language, then attach a dataset or connect your data source. Clusy turns the request into a workflow plan, writes and runs notebook cells on cloud CPU or GPU sandboxes, and lets you inspect, edit, branch, and re-run the results. You can also queue follow-up tasks while experiments are running and compare model versions side by side.
比较 HumanLayer 和 Clusy 的优势
HumanLayer的核心功能
- Require Human Approval for Function Calls
- OmniChannel Contact (Slack, Email, Discord)
- Advanced Approval Workflows with Escalations and Timeouts
- Human as Tool (hl.human_as_tool())
- Granular Routing of Approvals
- LLM and Framework Agnostic
Clusy的核心功能
- Natural-language workflow planning for ML and data science
- Dataset sourcing, inspection, preprocessing, and feature engineering
- Parallel experiments in replicated notebook kernels
- Branching notebooks to compare model architectures side by side
- Cloud CPU and GPU execution with managed sandboxes
- Human-in-the-loop notebook editing, inspection, and re-running
- Support for fine-tuning and model evaluation
比较使用案例
HumanLayer的使用案例
- AI agents requiring human approval for critical decisions.
- Workflows needing human feedback to improve agent performance.
- Agentic AI workflows that need human oversight for production-grade reliability.
- Automated lead generation with human feedback on lead quality.
Clusy的使用案例
- Fine-tune a model on an attached dataset and compare results across multiple experiments
- Build and run an end-to-end data preprocessing and feature engineering workflow from a single prompt
- Connect to Databricks or Snowflake tables and work directly on live data in a notebook
- Test different model architectures in parallel and choose the best performing one
HumanLayer和Clusy的不同计划
HumanLayer
$0/month
Free forever for Hackers and Tinkerers. Works with all popular frameworks. 100 operations/month. Pay as you go ($20/200 addt'l). Send to Slack, Email, Discord. Up to 10 active users. Limited Data Retention.
$500/month
Collaborate and scale. Remove HumanLayer Branding (BYO app/keys). Includes 2000 operations/month ($18/200 add'l). Advanced Approval Workflows w/ Escalations and Timeouts. Learning and Auto Approvals. Channels for MSTeams, SMS, RCS. Priority Support. 180-day retention on feedback datasets export.
Custom
Deploy into your Private VPC or on-prem. RBAC and SSO support. Volume discounts. Custom notification channels. Expert Advice on custom-built agents for sales, marketing, hiring, and more.
Clusy
$0/month
Auto model on a CPU sandbox with 8 vCPU and 8 GB RAM; no credit card required.
$30/month
Open models and a GPU sandbox for heavier work; includes a monthly usage allowance and optional pay-as-you-go. Entry GPUs include T4, L4, and A10 up to 24 GB VRAM; up to 32 GB sandbox RAM.
$90/month
Every model, including Claude and GPT, plus mid-tier GPUs such as L40S and A100 up to 80 GB VRAM; up to 64 GB sandbox RAM; at least 4× the Plus monthly usage allowance.
$200/month
All models and every GPU at the highest limits; top-end GPUs including H100 and H200 up to 141 GB VRAM; up to 128 GB sandbox RAM; at least 12× the Plus monthly usage allowance.
Contact for pricing
Higher limits, dedicated capacity, SSO, and custom billing for teams.
HumanLayer的流量
HumanLayer 是月访问量为 139.2K 且平均访问时长为 00:00:30 的工具。 HumanLayer 的每次访问页数为 1.62，跳出率为 46.40%。
最新流量情况
| 月访问量 | 139.2K |
| 平均·访问时长 | 00:00:30 |
| 每次访问页数 | 1.62 |
| 跳出率 | 46.40% |
Clusy的流量
Clusy 是月访问量为 0 且平均访问时长为 00:00:00 的工具。 Clusy 的每次访问页数为 0.00，跳出率为 0.00%。
最新流量情况
| 月访问量 | 0 |
| 平均·访问时长 | 00:00:00 |
| 每次访问页数 | 0.00 |
| 跳出率 | 0.00% |
地理位置
HumanLayer 的前 5 个国家/地区是：United States 21.29%, Vietnam 12.86%, India 3.96%, Germany 3.78%, South Korea 3.72%
Top 5 国家/地区
 | 21.29% |
 | 12.86% |
 | 3.96% |
 | 3.78% |
 | 3.72% |
地理位置
对不起，没有数据
流量来源
HumanLayer 的 6 个主要流量来源是：vs_sourcesSearchOrganic 38.03%, 直接访问 32.60%, 外链引荐 14.67%, vs_sourcesSocialOrganic 9.43%, vs_sourcesGenAi 4.53%, 邮件 0.74%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%
vs_sourcesSearchOrganic | 38.03% |
直接访问 | 32.60% |
外链引荐 | 14.67% |
vs_sourcesSocialOrganic | 9.43% |
vs_sourcesGenAi | 4.53% |
邮件 | 0.74% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
vs_sourcesSocialPaid | 0.00% |
流量来源
Clusy 的 6 个主要流量来源是：邮件 0, vs_sourcesGenAi 0, 直接访问 0, vs_sourcesAffiliate 0, 外链引荐 0, vs_sourcesDisplayAds 0, vs_sourcesSearchPaid 0, vs_sourcesSocialPaid 0, vs_sourcesSearchOrganic 0, vs_sourcesSocialOrganic 0
邮件 | 0 |
vs_sourcesGenAi | 0 |
直接访问 | 0 |
vs_sourcesAffiliate | 0 |
外链引荐 | 0 |
vs_sourcesDisplayAds | 0 |
vs_sourcesSearchPaid | 0 |
vs_sourcesSocialPaid | 0 |
vs_sourcesSearchOrganic | 0 |
vs_sourcesSocialOrganic | 0 |
HumanLayer 或 Clusy哪个更好？
HumanLayer 可能比 Clusy 更受欢迎。如您所见，HumanLayer 每月有 139.2K 次访问，而 Clusy 每月有 0 次访问。 所以更多的人选择了HumanLayer。 因此，人们很可能会在社交平台上更多地推荐 HumanLayer。
HumanLayer 的平均访问持续时间为 00:00:30，而 Clusy 的平均访问持续时间为 00:00:00。 此外，HumanLayer 的每次访问页面为 1.62，跳出率为 46.40%。 Clusy 的每次访问页面为 0.00，跳出率为 0.00%。
HumanLayer 的主要用户是United States, Vietnam, India, Germany, South Korea，分布如下：21.29%, 12.86%, 3.96%, 3.78%, 3.72%。
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