HonestBot

Name: HonestBot
Author: Hudson Liao

Under review

Find the best products for you and your agents

Helps site owners and developers see whether agents can find, parse, and act on their pages, with check-level results showing what to fix next.

Built by Hudson Liao · Artificial Intelligence · Freemium

Coming soon on Launch Llama Tools

Community listing

Listing status

0upvotes

Community score

Hudson Liao (Joined Nov 2026)

Founder

Compared against 5 alternatives

Market comparison

Helps site owners and developers see whether agents can find, parse, and act on their pages, with check-level results showing what to fix next.

About

HonestBot helps you and your agents find the best products.

More and more buying starts with an agent. People ask an agent to research tools, compare options and pick the right one. Agents can read more, compare faster and check claims in ways people never could. They can't be won over by clever ads, and they shouldn't have to be. In that world, the best product should win, not the company with the biggest marketing, SEO or ad budget.

HonestBot is built to make that happen. It filters out the marketing and sales noise so you can find the best solutions for you and your agents. It measures how well agents can find, understand and use a company's products, and it measures every site under the same rules. Public reviews are part of the evidence.

For companies, HonestBot shows what agents see when they visit your site and what to fix so agents can understand and use your products better. The way to rank well is to build a better product and make it easy for agents to understand, not to market harder.

HonestBot never sells score, placement or reviews. Vendors can't pay to be listed or to change how they are judged. That promise is the point of the whole product: agents need a source they can trust, and so do the people they work for.

Find the best products for you and your agents at honestbot.com.

Key Features

Free public scan with a 0 to 100 Agent Readiness Score
Check-level results showing what is missing and what to fix next
Find, Understand, Use measurement of a site's public surface
Agent Comprehension: what an agent appears to understand from a site
Deep Scan with a private report and prioritized plan
Publish scores with public evidence rather than selling placement

Use Cases

Checking whether AI agents can discover, parse, and act on a website's pages before launch
Finding which robots.txt, sitemap, or security.txt gaps block agent access and what to fix next
Comparing a site's agent readiness against published methodology and check-level results over time

From the founder

Who it's for

“Companies that want to know what AI agents see on their website and what to fix, and people who use agents to research and compare products.”

Why I built it

“I build communities, and the operations that let them grow without breaking. I founded Asians Are Strong in San Francisco as a volunteer-led nonprofit. I am building HonestBot, an AI company, and I run it AI-native, with an AI-assisted team across engineering, content, growth and QA. I have also led growth at startups including Genomelink and Ravenna.”

— Hudson Liao, founder of HonestBot

Who it is for

Site owners who want to see how well agents can read their website
Developers responsible for making web content machine-readable for agents
Teams publishing AI crawler, training, or indexing preferences who need to verify them