OpenClaw
Marchward.ai
Aditya Protocol
Entire
Claude Code
Tines
CodeMaker AI
Human-in-the-Loop infra for AI Agents

OpenClaw
ChatGPT
Claude by Anthropic
Bardeen
Claude AI
Manus AI
Browser Use
AI agent bridges thoughts and actions, excelling in work and life tasks like personalized travel, stock analysis, insurance comparisons, and supplier sourcing, autonomously completing tasks and providing insights while users rest.

Which is more popular?
Manus might be a bit more popular than HumanLayer. We know about 2 links to it since March 2021 and only 2 links to HumanLayer.
Website, pricing, platforms and company facts side by side.
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HL
HumanLayer
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| Website | humanlayer.dev | manus.im |
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What each product offers, as listed by its team.

Possible disadvantages
Possible disadvantages
An editorial look at what each product does well and who it suits.

Overall verdict
Why this product is good
Recommended for
Overall verdict
Why this product is good
Recommended for
Walkthroughs and reviews on video.
HumanLayer (CodeLayer): The MOST PRODUCTIVE AI Coder YET!
More videos
Manus AI Agent Review | The Ultimate AI Intelligent Tool?
More videos
How often each product is chosen within a category, 0–100% relative to the other.

Share your experience with using HumanLayer and Manus. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.

We have no reviews of HumanLayer yet. Be the first one to post
Recommendations tracked on public social media and blogs since March 2021.

Dex Horthy, CEO of HumanLayer, put a name to the pattern in his AI Engineer conference talk "No Vibes Allowed" (AI Engineer World's Fair, 2024). The Research → Plan → Implement (RPI) framework is a structured workflow for AI-assisted... - Source: dev.to / 7 months ago
I realized I needed to change my approach. While I love the iterative learning process, I needed a way to give the agent a better foundation so our pair programming sessions actually made progress. I decided to try the RPI method... - Source: dev.to / 8 months ago
Manus Team — Four framework rebuilds for context engineering. manus.im. - Source: dev.to / 8 months ago
2025 has been dubbed the "Year of the Agent" by investors and tech media. Companies like Manus, Lovart, Fellou, and many others have captured headlines with their AI agent applications, which are software systems that can autonomously... - Source: dev.to / 10 months ago
When comparing HumanLayer and Manus, you can also consider the following products.

The AI that actually does things. Your personal assistant on any platform.
Compare OpenClaw to HumanLayer or Manus:

Marchward is runtime authority for AI agents. Route every tool call through one key, then allow, gate, or block it at runtime with a hard cost cap, human approval on irreversible actions, and a tamper-evident audit log.
Compare Marchward.ai to HumanLayer or Manus:


Route important AI agent, CI/CD, script, and operator actions through named human approval before execution.
Compare Aditya Protocol to HumanLayer or Manus:
A family of foundational AI models
Compare Claude by Anthropic to HumanLayer or Manus:

We are going beyond repositories, building a developer platform where agents and humans can collaborate, interact, and grow. The birth of a new galaxy in this universe draws near.
Compare Entire to HumanLayer or Manus: