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 catalog2Lists 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 card2Describes 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 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.txt18A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt30The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap30A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt11The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages8The 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 negotiation2Pages 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 Signals2The 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-LD20Structured 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 HTML30The 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 navigation29Observed 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 fields17Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states20Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links2The 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 URL27Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links20Links 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 catalog2Lists 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 card2Describes 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 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.txt18A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt30The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap30A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt11The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages8The 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 negotiation2Pages 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 Signals2The 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-LD20Structured 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 HTML30The 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 navigation29Observed 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 fields17Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states20Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links2The 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 URL27Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links20Links 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

30 sites

Next.js Semantic HTML

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:
BulkShare bulkshare.cloud Branded file delivery on custom domains for agencies and freelancers	SaaS & Web Apps	View report for BulkShare:
Can I 3D Print It? cani3dprintit.com Decision engine providing printability verdicts, material guides, and cost estimates for objects	Research & Reference	View report for Can I 3D Print It?:
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:
RNGdle Tool rngdletool.com Independent calculator and sandbox for analyzing number patterns and probabilities	Developer Tools & APIs	View report for RNGdle Tool:
Mantis Ai mantisai.in Local lead intelligence and website gap detection for agencies and sales teams	SaaS & Web Apps	View report for Mantis Ai:
Pic2VideoAI pic2videoai.com Browser-based image-to-video tool to turn still photos into animated clips	AI Products & Agents	View report for Pic2VideoAI:
Baiivo baiivo.com Client work and payment software for freelancers and small studios	SaaS & Web Apps	View report for Baiivo:
Mydentify mydentify.com Weekly product leaderboard and directory for discovering indie software by job	Directories & Aggregators	View report for Mydentify:
RankCert rankcert.com Product launch board ranking items on verified domain control rather than upvotes	Directories & Aggregators	View report for RankCert:
Relanco relanco.ca Automated bilingual SMS and email payment reminders for Canadian contractors	SaaS & Web Apps	View report for Relanco:
ScriptureSide scriptureside.app AI Bible study and prayer companion for daily quiet time and reflection	AI Products & Agents	View report for ScriptureSide:
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:
Match Factory Walkthrough matchfactoryguide.com Free level guides, walkthroughs, and strategies for the Match Factory puzzle game	Education & Learning	View report for Match Factory Walkthrough:
Traecta traecta.com Personalized learning roadmaps for adults switching into technology and digital careers	Education & Learning	View report for Traecta:
bunny.directory bunny.directory Startup launch directory with permanent pages and daily rankings	Directories & Aggregators	View report for bunny.directory:
Krillion Field Guide krillion.quest Independent practice games, hints and strategy guides for the Krillion trivia game	Research & Reference	View report for Krillion Field Guide:
SkipBait skipbait.app AI YouTube video summarizer and chat extension for Chromium browsers	AI Products & Agents	View report for SkipBait:
Chord Progression Generator & Maker chordgen.app Free tool to generate, preview, and export musical chord progressions and MIDI	SaaS & Web Apps	View report for Chord Progression Generator & Maker:
Sky COTL Tools skycotl.tools Fan-made clock, shard tracker, candle calculator and music tools for Sky	Other	View report for Sky COTL Tools:
CodexTheme Tools Theme Builder codextheme.tools Free browser-local theme builder and exporter for the Codex Desktop app	Developer Tools & APIs	View report for CodexTheme Tools Theme Builder:
ConnectionsHint connectionshintsapp.com Daily hints and answers for the New York Times Connections puzzle	Education & Learning	View report for ConnectionsHint:
CloutStack cloutstack.net Directory of tools that creators use to make, grow and monetize their work	Directories & Aggregators	View report for CloutStack:

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