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 catalog3Lists 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.md1A 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 card1Describes 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 index1Lists 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 Auth1Publishes 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 commerce1Publishes how agents can connect to its Agentic Commerce Protocol integration. The badge confirms discovery metadata; purchases are not tested.

Standards

llms.txt24A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt33The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap33A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt16The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages12The 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 negotiation3Pages come back as clean Markdown when a bot asks for it: just the content, without menus, styling and scripts.
AI crawler rules13The site says which AI bots may visit, for training, search or answering questions. Blocking some is fine; what counts is making a choice.
Content Signals3The 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-LD23Structured 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 HTML14The 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 navigation24Observed homepage navigation exposes usable page addresses and section targets in HTML. Destinations are not fetched by this check.
Named links and buttons29Links and buttons in the collected homepage HTML have names recoverable from text, labels or native alternatives, including icon controls.
Named form fields10Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states25Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links3The 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 URL30Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links13Links 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.

Clear signals

Filters · 2 active

Signals

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

Agent capabilities

API catalog3Lists 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.md1A 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 card1Describes 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 index1Lists 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 Auth1Publishes 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 commerce1Publishes how agents can connect to its Agentic Commerce Protocol integration. The badge confirms discovery metadata; purchases are not tested.

Standards

llms.txt24A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt33The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap33A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt16The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages12The 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 negotiation3Pages come back as clean Markdown when a bot asks for it: just the content, without menus, styling and scripts.
AI crawler rules13The site says which AI bots may visit, for training, search or answering questions. Blocking some is fine; what counts is making a choice.
Content Signals3The 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-LD23Structured 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 HTML14The 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 navigation24Observed homepage navigation exposes usable page addresses and section targets in HTML. Destinations are not fetched by this check.
Named links and buttons29Links and buttons in the collected homepage HTML have names recoverable from text, labels or native alternatives, including icon controls.
Named form fields10Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states25Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links3The 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 URL30Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links13Links 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.

Clear signals

33 sites

AI & Machine Learning Sitemap

Websites in the directory, with their Good for Bots score. Column headers sort the list.
Site	Category	Score
BuiltToWinWeb built2winweb.com Custom PHP websites built for a flat fee alongside AI agent readiness software	Companies & Agencies	View report for BuiltToWinWeb:
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:
Picturesque AI aipicturesque.com Freemium AI creative studio combining image, video, audio, and motion models in one workspace	AI Products & Agents	View report for Picturesque AI:
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:
ConnectMachine connectmachine.ai AI agent for digital business cards, contact management, and network queries	SaaS & Web Apps	View report for ConnectMachine:
ScriptureSide scriptureside.app AI Bible study and prayer companion for daily quiet time and reflection	AI Products & Agents	View report for ScriptureSide:
VibeCodingList vibecodinglist.com Builder network and feedback platform for AI-assisted and vibe-coded projects	Communities & Forums	View report for VibeCodingList:
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:
StackLedge stackledge.com Curated directory of automation, AI and SaaS tools	Directories & Aggregators	View report for StackLedge:
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:
Botmonster Tech botmonster.com Hands-on guides and articles on artificial intelligence, self-hosting, Linux, and developer tools	Blogs & Newsletters	View report for Botmonster Tech:
Agent Skills agentskills.codes Open registry of installable skills and instruction files for AI coding assistants	Developer Tools & APIs	View report for Agent Skills:
Raindance AI raindanceai.pro Two-photo AI video workflow for generating cinematic seaside sunset scenes	AI Products & Agents	View report for Raindance AI:
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:
IdeaHunter ideahunter.today Evidence-led app and micro-SaaS ideas for solo founders	SaaS & Web Apps	View report for IdeaHunter:
Pitchroom mypitchroom.com AI sales practice app with voice simulations and real-time objection handling	AI Products & Agents	View report for Pitchroom:
Offer Bull offerbull.net AI interview assistant for real-time answer suggestions and mock practice across platforms	AI Products & Agents	View report for Offer Bull:
Hotel Lobby AI hotellobbyai.top Browser-based video generator for creating two-person stage performance clips from two photos	AI Products & Agents	View report for Hotel Lobby AI:
Cosolution AegisWise ai.cosolution.cc AI customer service operations platform with unified multi-channel inbox and KPI tracking	AI Products & Agents	View report for Cosolution AegisWise:

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