Websites, through a bot’s eyes.

Every published report from our scanner, ranked by how well language models and agents can read each site.

How websites are scored

Signals

Each one you pick narrows the list: a site must have them all.

Agent capabilities

API catalog1Lists the site's public APIs in one standard place, so an agent can find and use them without reading the docs. A bonus: it earns a badge and never costs points.
auth.md0A simple file that tells AI agents how to sign in and get access. A bonus: it earns a badge and never costs points.
A2A agent card0Describes the site's own AI agent in the A2A format, so other agents can find it and hand it work. A bonus: it earns a badge and never costs points.
Agent Skills index0Lists reusable instructions the site publishes for AI agents, with descriptions and download locations. The index earns a badge; the skill downloads themselves are not verified.
Web Bot Auth0Publishes the keys the site's own bots sign their requests with, so other websites can verify them. The badge checks the keys; the bots' requests are not observed.
ACP commerce0Publishes how agents can connect to its Agentic Commerce Protocol integration. The badge confirms discovery metadata; purchases are not tested.

Standards

llms.txt12A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt16The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap16A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt8The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages7The content is also available as plain Markdown, in one llms-full.txt file or as separate .md pages. Models can read it without the HTML.
Markdown negotiation1Pages come back as clean Markdown when a bot asks for it: just the content, without menus, styling and scripts.
AI crawler rules8The site says which AI bots may visit, for training, search or answering questions. Blocking some is fine; what counts is making a choice.
Content Signals1The site says how its content may be used: for search, in AI answers or to train AI. Any mix of yes and no counts.
schema.org JSON-LD12Structured data on the homepage says what the site is, such as a company, a product or an article, so machines don't have to guess.
Semantic HTML9The page has a clear structure: a main content area, headings in order, a header and a footer. A bot can tell the content from the rest.
Crawlable navigation16Observed homepage navigation exposes usable page addresses and section targets in HTML. Destinations are not fetched by this check.
Named links and buttons15Links and buttons in the collected homepage HTML have names recoverable from text, labels or native alternatives, including icon controls.
Named form fields8Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states9Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links1The page links to versions made for machines, such as a Markdown copy or an API description, so an agent can go straight to them.
Canonical URL15Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links6Links to part of a page, such as a table of contents or a skip link, lead to that section instead of the top of the page.

Filters · 2 active

Signals

Each one you pick narrows the list: a site must have them all.

Agent capabilities

API catalog1Lists the site's public APIs in one standard place, so an agent can find and use them without reading the docs. A bonus: it earns a badge and never costs points.
auth.md0A simple file that tells AI agents how to sign in and get access. A bonus: it earns a badge and never costs points.
A2A agent card0Describes the site's own AI agent in the A2A format, so other agents can find it and hand it work. A bonus: it earns a badge and never costs points.
Agent Skills index0Lists reusable instructions the site publishes for AI agents, with descriptions and download locations. The index earns a badge; the skill downloads themselves are not verified.
Web Bot Auth0Publishes the keys the site's own bots sign their requests with, so other websites can verify them. The badge checks the keys; the bots' requests are not observed.
ACP commerce0Publishes how agents can connect to its Agentic Commerce Protocol integration. The badge confirms discovery metadata; purchases are not tested.

Standards

llms.txt12A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt16The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap16A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt8The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages7The content is also available as plain Markdown, in one llms-full.txt file or as separate .md pages. Models can read it without the HTML.
Markdown negotiation1Pages come back as clean Markdown when a bot asks for it: just the content, without menus, styling and scripts.
AI crawler rules8The site says which AI bots may visit, for training, search or answering questions. Blocking some is fine; what counts is making a choice.
Content Signals1The site says how its content may be used: for search, in AI answers or to train AI. Any mix of yes and no counts.
schema.org JSON-LD12Structured data on the homepage says what the site is, such as a company, a product or an article, so machines don't have to guess.
Semantic HTML9The page has a clear structure: a main content area, headings in order, a header and a footer. A bot can tell the content from the rest.
Crawlable navigation16Observed homepage navigation exposes usable page addresses and section targets in HTML. Destinations are not fetched by this check.
Named links and buttons15Links and buttons in the collected homepage HTML have names recoverable from text, labels or native alternatives, including icon controls.
Named form fields8Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states9Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links1The page links to versions made for machines, such as a Markdown copy or an API description, so an agent can go straight to them.
Canonical URL15Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links6Links to part of a page, such as a table of contents or a skip link, lead to that section instead of the top of the page.

16 sites

AI & Machine Learning Next.js

Websites in the directory, with their Good for Bots score. Column headers sort the list.
Site	Category	Score
Good for Bots goodforbots.com Evaluates website readability for AI crawlers and language models with a scoring rubric	Developer Tools & APIs	View report for Good for Bots:
Pathnovo pathnovo.com AI agents that parse engineering documents into structured data for enterprise systems	AI Products & Agents	View report for Pathnovo:
Modeinspect modeinspect.com AI design tool that runs in your codebase for canvas and code workflows	Developer Tools & APIs	View report for Modeinspect:
SnapPChart snappchart.app AI chart analysis tool that grades trade setups from uploaded screenshots	AI Products & Agents	View report for SnapPChart:
Pic2VideoAI pic2videoai.com Browser-based image-to-video tool to turn still photos into animated clips	AI Products & Agents	View report for Pic2VideoAI:
ScriptureSide scriptureside.app AI Bible study and prayer companion for daily quiet time and reflection	AI Products & Agents	View report for ScriptureSide:
Peak Answer peakanswer.com Tracks AI search visibility, finds competitor gaps, and closes them with automated content and outreach	AI Products & Agents	View report for Peak Answer:
TrendingDevTools trendingdevtools.online Curated directory of software, libraries, AI tools, and developer frameworks	Directories & Aggregators	View report for TrendingDevTools:
H3 Max Stream h3maxstream.com Data, cost tools and directory for real-time generative video	Research & Reference	View report for H3 Max Stream:
Pallix app.pallix.in AI visibility and answer engine optimization platform for marketing teams	AI Products & Agents	View report for Pallix:
Agent Skills agentskills.codes Open registry of installable skills and instruction files for AI coding assistants	Developer Tools & APIs	View report for Agent Skills:
ekstrakt ekstrakt.app AI-powered YouTube video summarizer with multiple summary depths and browser extension	AI Products & Agents	View report for ekstrakt:
Cat Names AI catnamesai.com AI cat name generator and matching tools for finding feline names by style and color	AI Products & Agents	View report for Cat Names AI:
SkipBait skipbait.app AI YouTube video summarizer and chat extension for Chromium browsers	AI Products & Agents	View report for SkipBait:
StartupIdeasDB startupideasdb.com AI-powered startup research platform with validated market opportunities and business blueprints	AI Products & Agents	View report for StartupIdeasDB:
RemoveMate removemate.com Automated AI background removal for product photos, portraits and pets	AI Products & Agents	View report for RemoveMate:

Promarks a Pro listing, in gold. Pro never changes a score or a place in the order.What Pro includes