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 catalog4Lists 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 card3Describes 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 index2Lists 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.txt52A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt96The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap96A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt30The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages20The 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 negotiation7Pages come back as clean Markdown when a bot asks for it: just the content, without menus, styling and scripts.
AI crawler rules30The site says which AI bots may visit, for training, search or answering questions. Blocking some is fine; what counts is making a choice.
Content Signals5The 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-LD71Structured 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 HTML57The 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 navigation83Observed homepage navigation exposes usable page addresses and section targets in HTML. Destinations are not fetched by this check.
Named links and buttons98Links and buttons in the collected homepage HTML have names recoverable from text, labels or native alternatives, including icon controls.
Named form fields43Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states79Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links4The 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 URL92Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links64Links 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 · 1 active

Signals

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

Agent capabilities

API catalog4Lists 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 card3Describes 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 index2Lists 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.txt52A short guide to the site written for AI models: what it is and which pages matter most.
robots.txt96The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
Sitemap96A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
Descriptive llms.txt30The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
llms-full.txt or .md pages20The 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 negotiation7Pages come back as clean Markdown when a bot asks for it: just the content, without menus, styling and scripts.
AI crawler rules30The site says which AI bots may visit, for training, search or answering questions. Blocking some is fine; what counts is making a choice.
Content Signals5The 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-LD71Structured 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 HTML57The 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 navigation83Observed homepage navigation exposes usable page addresses and section targets in HTML. Destinations are not fetched by this check.
Named links and buttons98Links and buttons in the collected homepage HTML have names recoverable from text, labels or native alternatives, including icon controls.
Named form fields43Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
Control roles and states79Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
Typed links4The 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 URL92Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
Working section links64Links 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

98 sites

Named links and buttons

Websites in the directory, with their Good for Bots score. Column headers sort the list.
Site	Category	Score
TinyOps Studio LLC tinyopsstudio.com Fixed-price automation and agent-operations services for engineering and operations teams	Companies & Agencies	View report for TinyOps Studio LLC:
tracerHQ tracerhq.co SEO-to-revenue attribution platform connecting search data to signups and MRR for SaaS teams	SaaS & Web Apps	View report for tracerHQ:
Intertakt intertakt.com Interval timer app with voice cues and background audio for workouts	SaaS & Web Apps	View report for Intertakt:
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:
Time a Job timeajob.com Flat-price time tracking and invoicing software for freelancers and small agencies	SaaS & Web Apps	View report for Time a Job:
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:
Broker Relay brokerrelaycrm.com AI mortgage CRM with email marketing and lead follow-up tools for brokers	SaaS & Web Apps	View report for Broker Relay:
WA - Download Group Phone Numbers contacts.wawebplus.com Chrome extension to export WhatsApp Web group contacts and phone numbers to Excel or CSV	Developer Tools & APIs	View report for WA - Download Group Phone Numbers:
Emailyy emailyy.online Free browser-based email tools for signatures, subject lines, HTML previews, and header analysis	Developer Tools & APIs	View report for Emailyy:
Embroidery Pricing Calculator embroiderypricingcalculator.com Free browser-based calculator for embroidery shop costs and retail quotes	SaaS & Web Apps	View report for Embroidery Pricing Calculator:
GitHub Highlights highlightsx.github.io Profiles and technical breakdowns of new open-source projects	Blogs & Newsletters	View report for GitHub Highlights:
Cosolution IM Protector im.cosolution.cc Self-hosted enterprise messaging platform for Telegram and WhatsApp	SaaS & Web Apps	View report for Cosolution IM Protector:
Image to Crochet Pattern imagetocrochetpattern.com Browser-based tool that converts photos into printable and editable crochet color charts	SaaS & Web Apps	View report for Image to Crochet Pattern:
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:
OGList oglist.org Directory of nonprofits and government bodies working on human rights, transparency and the environment	Directories & Aggregators	View report for OGList:
PostOnce postonce.app Schedule and publish content to multiple social networks from a single workspace	SaaS & Web Apps	View report for PostOnce:
Pressure Washer Fix pressurewasherfix.com Free browser-based diagnostic tool for consumer pressure washer troubleshooting	SaaS & Web Apps	View report for Pressure Washer Fix:
SkipBait skipbait.app AI YouTube video summarizer and chat extension for Chromium browsers	AI Products & Agents	View report for SkipBait:
Top Proxy top-proxy.com Catalog and comparison platform for mobile, residential, and server proxies	Directories & Aggregators	View report for Top Proxy:
WorkroomCalc Roman Blind Calculator workroomcalc.co.uk Free browser-based calculator for planning standard and cascade roman blinds	Developer Tools & APIs	View report for WorkroomCalc Roman Blind Calculator:
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:
Timestamp Rocks timestamp.rocks Free tool to generate localized Discord timestamp codes and manage timezones	Developer Tools & APIs	View report for Timestamp Rocks:
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:

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