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getfreightbox.com

Strong technical baseline

What should the prompt cover?

6 findings · 5 selected

Failures (2)

Warnings (4)

Task

What does getfreightbox.com do and who is it for? Explain it back to me.

Waiting for the agent’s first step…

Agents can access the public site

These checks describe whether an ordinary agent can enter, read, and operate the public site.

  • Agents can reach the site

    Crawler access and bot defenses.

    2 / 2 passed
  • Core content is available

    Useful content remains accessible without a fragile browser-only path.

    2 / 2 passed
  • Navigation fails safely

    Redirects and missing pages give agents a recoverable path.

    2 / 2 passed
  • Controls are understandable

    Forms and interactive controls expose usable names and structure.

    3 / 3 passed

Evaluated surfaces have material gaps

The public website is always evaluated. Optional surfaces appear when the scan finds positive evidence that they apply.

Public website

Strong

89%

16 of 18 mature checks passed

API

Strong

90%

6 of 8 mature checks passed

Authentication

Strong

87%

2 of 3 mature checks passed

MCP

Blocked

33%

0 of 1 mature checks passed

Fix these gaps first

Critical access gaps come first, followed by other applicable readiness gaps.

  1. 01

    OAuth 2.0 support

    Implement OAuth 2.0 for API authentication. Publish your authorization server metadata at /.well-known/oauth-authorization-server.

    Other readiness checks
  2. 02

    Developer resource discoverability

    Make your developer resources (API docs, OpenAPI spec, auth docs, webhooks, MCP server) discoverable by name. Publish them at predictable URLs, list them in llms.txt, and include your product name in page titles and headings so search engines surface them for name-based queries.

    Other readiness checks
  3. 03

    Brand name discoverability

    Make sure a clean search for your brand name returns your own domain in the top results. If it does not, your brand may be too generic, conflict with a more established term, or not yet indexed. Strengthen brand-name search by claiming consistent NAP across listings, earning press mentions that link to the canonical domain, and avoiding redirect chains that mask the apex domain in search results.

    Other readiness checks
  4. 04

    MCP server / manifest

    Build an MCP (Model Context Protocol) server exposing your API as tools. Use Streamable HTTP transport for full score. This lets Claude, ChatGPT, and other AI agents call your product natively.

    Other readiness checks
  5. 05

    Function calling compatibility

    Ensure API endpoints have unique operation IDs, typed schemas, and descriptions compatible with LLM function-calling formats.

    Other readiness checks

Audit the checks behind the score

Applicable evidence is grouped by how it contributes to this preview model. Bonus checks appear only when they add points.

Essential10 of 11 passed · 77.1 / 80 points
  • Content without JavaScriptPassed

    2996 chars, semantic headings (H1 + 3 H2s + 7 H3s), 7.7% content ratio

    Recommendation

    Server-side render your homepage so AI crawlers see meaningful content without JavaScript. Ensure an H1 and 500+ chars of text in raw HTML.

  • Not blocked by bot detectionPassed

    Site accessible to 6 AI agent user-agents

    Recommendation

    Allowlist known AI agent User-Agents (ChatGPT-User, ClaudeBot, Google-Extended, DeepSeekBot) in your WAF or bot-detection rules.

  • Redirect hygienePassed

    No meta-refresh stubs, JavaScript-redirect stubs, or cross-domain hops across 6 checked pages

    Recommendation

    Replace meta-refresh and JavaScript-only redirects with real HTTP 301/302 redirects. Non-JS agents never execute location.href or wait for a meta refresh - they see only the stub page. Verify with curl -sI <url> - you should see a Location header, not a 200 with a near-empty body.

  • Content behind authPassed

    All 5 sampled pages are publicly readable (5 with substantive content)

    Recommendation

    Serve your content pages without a login wall. Agents cannot complete auth flows while browsing - a 401/403 or a login-form page is invisible content. Keep public documentation public; if some content must stay gated, publish an ungated summary so agents can still represent it.

  • OpenAPI spec publishedPassed

    OpenAPI spec found at https://api.getfreightbox.com/api/v1/platform/openapi.json (version: 3.1.0)

    Recommendation

    Publish an OpenAPI (Swagger) specification at /openapi.json or /api/openapi.yaml. This is how agents understand your API surface automatically.

  • Markdown content negotiation (acceptmarkdown.com)Passed

    Canonical URL serves text/markdown and text/html via Accept negotiation with Vary: Accept

    Recommendation

    On the responses that serve text/markdown via Accept negotiation, add Accept to the Vary header (Vary: Accept, Accept-Encoding). Without it, CDNs can serve the cached HTML variant to an agent asking for markdown (or vice versa), depending on which variant landed in cache first.

  • Agent crawler reachabilityPassed

    Reachable to all major AI crawlers - ChatGPT-User: reachable, ClaudeBot: reachable, Google-Extended: reachable, ora-agent: reachable, DeepSeekBot: reachable

    Recommendation

    Verify that major agent User-Agents can reach the homepage. If your WAF or bot rules block them, remove or narrow the blocking rule. Add an allow rule only when your security setup denies them by default.

  • OAuth 2.0 supportPartial (60%)

    OAuth mentioned in documentation at https://getfreightbox.com/developers.md but no OAuth or OpenID Connect endpoint responded

    Recommendation

    Implement OAuth 2.0 for API authentication. Publish your authorization server metadata at /.well-known/oauth-authorization-server.

  • Scoped permissionsPassed

    Scoped permissions documented at https://getfreightbox.com/developers.md

    Recommendation

    Support scoped API permissions (OAuth scopes or API key roles) so agents can request only the access they need.

  • JSON error responsesPassed

    API returns JSON error responses (404 at https://api.getfreightbox.com)

    Recommendation

    Return structured JSON error responses with error codes, messages, and resolution hints. Agents can't parse HTML error pages.

  • Agent-friendly 404sPassed

    Nonexistent paths return HTTP 404 with markdown guidance for agents - the strongest 404 contract

    Recommendation

    Return a real HTTP 404 (or 410) status for nonexistent paths - never a 200 with your app shell, which makes agents believe every path exists. For full credit, give the 404 response a short markdown body pointing agents at your sitemap, llms.txt, or docs index. Verify with curl -s -o /dev/null -w "%{http_code}" https://yourdomain.com/some-path-that-does-not-exist - it must print 404.

Recommended14 of 19 passed · 16.3 / 20 points
  • Developer resource discoverabilityFailed

    Agent searched for "freightbox" developer resources but found nothing relevant

    Recommendation

    Make your developer resources (API docs, OpenAPI spec, auth docs, webhooks, MCP server) discoverable by name. Publish them at predictable URLs, list them in llms.txt, and include your product name in page titles and headings so search engines surface them for name-based queries.

  • Brand name discoverabilityFailed

    "Freightbox" search returned 10 results but domain did not appear - brand may be too generic or not indexed

    Recommendation

    Make sure a clean search for your brand name returns your own domain in the top results. If it does not, your brand may be too generic, conflict with a more established term, or not yet indexed. Strengthen brand-name search by claiming consistent NAP across listings, earning press mentions that link to the canonical domain, and avoiding redirect chains that mask the apex domain in search results.

  • Sitemap existsPassed

    Valid sitemap found at https://getfreightbox.com/sitemap.xml with 10 entries

    Recommendation

    Add a valid XML sitemap at /sitemap.xml listing all indexable URLs. Include lastmod dates and keep it under 50MB.

  • Content efficiencyPassed

    Content efficiency: 8.62% (3342 text chars / 38KB HTML)

    Recommendation

    Reduce markup overhead so readable text is at least 5% of your HTML. Strip unused inline scripts/styles, server-render content instead of shipping large JSON hydration blobs, and keep wrapper nesting shallow.

  • JSON-LD structured dataPassed

    Rich JSON-LD identity: Organization with name, description, url, and sameAs/logo/address (6 block(s))

    Recommendation

    Add JSON-LD structured data to your homepage using the identity type that matches your site - SoftwareApplication for products, Organization or LocalBusiness for companies, Person for personal sites, Article for blogs - with name, description, url, and type-appropriate fields (offers, sameAs, author) so AI can parse your identity programmatically.

  • Public API/docs linked from homepagePassed

    API/docs link found on homepage and resolves: /developers

    Recommendation

    Publish API documentation at a discoverable URL (/docs, /api, /developers). Include authentication, endpoints, and example requests.

  • Agent instruction / when-to-usePassed

    When-to-use guidance found in llms.txt

    Recommendation

    Tell agents when to reach for you: add a 'when to use this' section to your llms.txt (or a dedicated agent-instructions file) that names your best-fit use cases and how an agent should call you. Be specific about the jobs you are right for - generic marketing copy does not read as guidance.

  • Metadata completenessPassed

    All metadata signals present: canonical URL, lang="en", og:image, og:type

    Recommendation

    Add all four signals to your homepage: , , , and . Agents use these for entity resolution and attribution.

  • Organization schema completenessPassed

    Organization schema complete with contactPoint and address

    Recommendation

    Add Organization JSON-LD that includes both contactPoint (with email/phone and contactType) and address (PostalAddress). This lets AI verify your business legitimacy and answer contact queries.

  • Trust anchor pagesPassed

    All trust anchor pages verified: About, Contact, Privacy

    Recommendation

    Publish real /about, /contact, and /privacy pages with at least 500 characters of content each. These are the pages AI agents check to verify your business is legitimate before recommending you.

  • Page token budgetPassed

    All 9 measured pages fit an agent context budget (largest ~2K tokens)

    Recommendation

    Keep each page's extracted text under ~100K characters (~25K tokens) so it fits an agent's context window without truncation. Split oversized reference pages into focused per-topic documents and link them from an index. Check a page with curl -s <url> | wc -c and remember agents read the extracted text, not the raw HTML.

  • Code fence validityPassed

    Code fences balanced across 4 markdown documents

    Recommendation

    Close every fenced code block (``` or ~~~) in your served markdown. CommonMark treats everything after an unclosed fence as code, so an agent parsing the document silently loses the rest of it. Count fence lines per file - the total must be even.

  • Developer portalPassed

    Developer portal found at /developers

    Recommendation

    Create a developer portal at /developers with API keys, documentation, quickstart guides, and a sandbox environment.

  • Public API with reachable endpointsPassed

    REST API documentation found at https://getfreightbox.com/developers. Best-of-protocols score: 7/7.

    Recommendation

    Expose a public REST or GraphQL API. AI agents need programmatic access - not just a web UI - to integrate with your product.

  • Agent onboarding frictionPassed

    Low friction onboarding: self-serve key generation, sandbox/test environment, zero-auth access

    Recommendation

    Offer a free tier or trial, self-serve API key generation, and a sandbox environment. Agents can't fill out 'contact sales' forms.

  • MCP server / manifestPartial (33%)

    MCP mentioned at https://getfreightbox.com/developers.md but no standard manifest endpoint found

    Recommendation

    Build an MCP (Model Context Protocol) server exposing your API as tools. Use Streamable HTTP transport for full score. This lets Claude, ChatGPT, and other AI agents call your product natively.

  • CLI tool availablePartial (67%)

    CLI tool mentioned in llms.txt

    Recommendation

    Publish an official CLI tool on npm, PyPI, or Homebrew. A CLI lets agents and developers script interactions with your product without building API integrations from scratch.

  • API schema complexity analysisPassed

    REST: agent-friendly schema (16 operations, operationIds present, well-documented)

    Recommendation

    Make your API spec self-describing: a unique operationId and a description on every operation, typed parameters, and response schemas. For GraphQL, a fully typed schema with a documented cost or rate limit reads best.

  • Function calling compatibilityPartial (50%)

    Partial compatibility: 16/16 operationIds, 6/16 typed schemas

    Recommendation

    Ensure API endpoints have unique operation IDs, typed schemas, and descriptions compatible with LLM function-calling formats.

Bonus signals31 positive · +5 points
  • ARD / ai-catalogPassed

    ARD catalog valid (spec 1.0) - 2/2 entries, trustManifest present

    Recommendation

    Publish an Agentic Resource Discovery catalog at /.well-known/ai-catalog.json listing your agentic resources (MCP servers, agents, skills, APIs), each entry with a urn:air identifier, a media type, and exactly one of url or data. See https://agenticresourcediscovery.org/

  • ARD entry validityPassed

    All 2 entries valid with domain-anchored urn:air identifiers

    Recommendation

    Make every ai-catalog.json entry fully valid: a domain-anchored urn:air identifier, a displayName, a media type, and exactly one of url or data.

  • ARD trust manifestPassed

    trustManifest present on catalog entries (2/2 entries valid)

    Recommendation

    Add a trustManifest (verifiable identity, compliance attestations, or signature) to your ai-catalog.json entries so clients can verify your resources with progressive trust.

  • Agent discovery filePassed

    Agent Skills index (agentskills.io) found at /.well-known/agent-skills/index.json with 1 skill(s)

    Recommendation

    Publish an Agent Skills index at /.well-known/agent-skills/index.json that lists your capabilities, with each skill carrying a name and a description so agents can find and parse what you offer.

  • Agent Skills index conformance (v0.2.0)Passed

    Index v0.2.0 conformant; verified SHA-256 of "use-freightbox"

    Recommendation

    Upgrade /.well-known/agent-skills/index.json to the v0.2.0 schema: add "$schema": "https://schemas.agentskills.io/discovery/0.2.0/schema.json", and give every entry a type (skill-md or archive), url, and digest. Use "digest": "sha256:<64 lowercase hex chars>" (e.g. "digest": "sha256:a3f1...") - a bare "sha256": "" field is also accepted. Compute the value from the artifact's raw bytes.

  • pricing.md existsPassed

    Structured pricing.md found at /pricing.md (21 lines)

    Recommendation

    Create a /pricing.md file with your pricing tiers, features, and limits in plain markdown. This lets AI agents compare costs and recommend plans without scraping HTML pricing pages.

  • NLWeb Schema FeedsPassed

    Valid Schema Map XML found at https://getfreightbox.com/schemamap.xml

    Recommendation

    Add a schemamap: directive to robots.txt pointing to a Schema Map XML file listing your structured data feeds (JSONL/RSS). See the NLWeb Schema Feeds spec.

  • MCP well-known discoveryPassed

    MCP server discoverable via server-card.json at /.well-known/mcp/

    Recommendation

    Serve your MCP server at /.well-known/mcp, publish a server-card.json at /.well-known/mcp/server-card.json, or reference it in llms.txt so agents can discover it automatically without manual URL input.

  • Agent mode viewPassed

    Rich agent mode view at ?mode=agent with 7 agent signals and navigation links

    Recommendation

    Add a ?mode=agent query parameter to your homepage that returns a structured, machine-readable view with API endpoints, authentication info, and key capabilities instead of marketing HTML.

  • HTTP Link headers (RFC 8288)Passed

    RFC 8288 Link header advertises: sitemap, describedby, service-desc, service-doc, api-catalog, alternate(markdown)

    Recommendation

    Add HTTP Link: response headers (RFC 8288) advertising your sitemap, markdown alternates, API service descriptions, and API catalog. Example: Link: </sitemap.xml>; rel="sitemap", </index.md>; rel="alternate"; type="text/markdown".

  • Markdown URL fallbackPassed

    Full markdown fallback support. Homepage (https://getfreightbox.com/index.md) and all 2 sampled content pages return markdown: https://getfreightbox.com/api/llms.txt.md, https://getfreightbox.com/developers.md

    Recommendation

    Let agents fetch markdown by appending .md to page URLs. Required for any credit: serve a markdown homepage at /index.md. For full credit (2/2): also serve a .md twin for each content page (e.g. /docs/auth -> /docs/auth.md). Content-Type should be text/markdown and the body should start with a top-level heading (not HTML).

  • Modular llms.txt per product areaPassed

    Modular llms.txt files found for sections: api, developers

    Recommendation

    Add per-section llms.txt files (e.g. /docs/llms.txt, /api/llms.txt, /developers/llms.txt) so agents can fetch scoped context for specific product areas instead of the whole manual.

  • Sitemap freshness (lastmod)Passed

    100% of 10 sampled sitemap entries carry lastmod; newest is 1 day(s) old

    Recommendation

    Add dates (W3C datetime, e.g. 2026-08-01) to your sitemap entries and update them when content actually changes. Aim for lastmod on at least half your entries with the newest within the last year. Verify with curl https://yourdomain.com/sitemap.xml | grep lastmod.

  • llms.txt existsPassed

    Found the llms.txt at https://getfreightbox.com/llms.txt.

    Recommendation

    Create an llms.txt file at your domain root (/llms.txt) - the AI equivalent of robots.txt. Write at least 100 characters of real content: what your product is, what it does, and links to your key docs. Then verify it with curl https://yourdomain.com/llms.txt - you should see your text, not HTML. If your app returns its homepage for every URL (common with single-page apps), add a static file route so the raw text is served. A placeholder with just a heading earns no credit.

  • llms.txt formattingPassed

    The llms.txt is well-formatted: 49 lines with markdown links, 4,428 characters in total.

    Recommendation

    Format your llms.txt as a navigation index: start with a markdown heading, include markdown links to deeper resources, and keep it under 30,000 characters. If you have more to say, move long-form content into /llms-full.txt or per-section files (e.g. /docs/llms.txt, /api/llms.txt) and link to them from the main index.

  • JSON-LD entity linking (sameAs)Partial (50%)

    Entity linking to github.com - add more authority profiles (Wikipedia, Wikidata, LinkedIn, GitHub)

    Recommendation

    Add sameAs links in your JSON-LD structured data pointing to your Wikipedia page, Wikidata entry, GitHub org, and social profiles. This helps AI disambiguate your brand from similarly named entities.

  • Speakable content markupPassed

    Speakable property found in JSON-LD - agents know which content to present conversationally

    Recommendation

    Add schema.org speakable markup to your homepage indicating which sections are suitable for AI assistant text-to-speech readout. Use a Speakable property with CSS selectors targeting your key value proposition.

  • Schema type breadthPartial (50%)

    Some extended schema types found: Service - add FAQPage, Service, or AggregateRating for full coverage

    Recommendation

    Expand your JSON-LD beyond Organization/WebSite. Add FAQPage for common questions, Service or Product for offerings, AggregateRating or Review for social proof, and BreadcrumbList for navigation context.

  • llms.txt links resolvePassed

    All 5 probed llms.txt links resolve to real content

    Recommendation

    Make every link your llms.txt declares resolve to real content. Verify each one with curl -L <url> - you should see the linked document, not your homepage. If your app returns the homepage shell for unknown paths (common with single-page apps), a 200 status is not proof: check the body. Fix or remove any dead link; agents that follow the index treat a broken link as a dead end.

  • Markdown alternate linkPassed

    Markdown alternate advertised and verified: https://getfreightbox.com/index.md serves markdown

    Recommendation

    Advertise a markdown twin of each page with in the HTML head (or an equivalent Link response header), and make sure the advertised URL actually serves markdown - an advertisement pointing at HTML is worse than none. Verify the target with curl -s <href> and check the body starts with a heading, not .

  • Markdown frontmatter metadataPassed

    Frontmatter with title + description, canonical, and last-updated on /index.md

    Recommendation

    Open your served markdown docs with a --- frontmatter block carrying title plus at least one of description, canonical, or last-updated. Agents read frontmatter as document metadata without scraping. A Link: rel="canonical" response header also satisfies the canonical slot.

  • API catalog (RFC 9727)Passed

    RFC 9727 api-catalog with 1 API link(s) and rfc9727 profile

    Recommendation

    Publish an API catalog at /.well-known/api-catalog per RFC 9727. Serve it with Content-Type: application/linkset+json;profile="https://www.rfc-editor.org/info/rfc9727" and include a 'linkset' array with item entries pointing to your OpenAPI specs and service descriptions.

  • Markdown agent docsPassed

    Path-suffix markdown docs served with text/markdown content-type: /developers.md, /auth.md, /index.md

    Recommendation

    Pick one: (a) return Content-Type: text/markdown on GET when the request sends Accept: text/markdown, or (b) publish a static /llms.md, /auth.md, or /agents.md file at your root with real markdown content. Option (b) is usually a single static file. This is the cold-discovery path for agents that land at your homepage from web search without reading llms.txt first.

  • Bot-UA markdown servingPassed

    https://getfreightbox.com serves markdown to the GPTBot User-Agent even with Accept: text/html - UA-sniffed agent responses in place

    Recommendation

    Optionally detect AI-bot User-Agents (GPTBot, ClaudeBot, PerplexityBot) server-side and serve them a markdown representation of the page directly, even when they send Accept: text/html. Verify with curl -A "ClaudeBot/1.0" https://yourdomain.com/ - a markdown body earns this bonus. Accept-header negotiation is scored separately.

  • auth.md existsPassed

    auth.md at https://getfreightbox.com/auth.md served as text/markdown; charset=utf-8 (2447 chars)

    Recommendation

    Publish /auth.md as a markdown prose walkthrough of how agents should obtain credentials. Serve it with Content-Type: text/markdown, lead with a top-level heading, and write at least ~200 chars of real content (not just a placeholder). See the WorkOS auth.md draft at https://workos.com/auth-md.

  • auth.md structurePassed

    WorkOS auth.md structure at https://getfreightbox.com/auth.md - 7/7 walkthrough sections (found Discover, Pick a method, Register, Claim, Use credential, Errors, and Revocation); anchors: agent_auth, register_uri, and identity_assertion

    Recommendation

    Structure /auth.md as the WorkOS spec prescribes: sections for Discover, Pick a method, Register, Claim, Use the credential, Errors, and Revocation, with spec anchor keywords (agent_auth, register_uri, identity_assertion, id-jag, WWW-Authenticate). Reference https://workos.com/auth-md.

  • MCP server-card.jsonPartial (50%)

    MCP server card found at https://getfreightbox.com/.well-known/mcp/server-card.json but missing fields:

    Recommendation

    Publish a server card at /.well-known/mcp/server-card.json describing your MCP server. Required fields: name, description, version, serverUrl, tools[]. This lets agents preview your server before opening a transport connection.

  • Accessible document structurePassed

    Server HTML is a well-structured document (main=true, landmarks=3/4, h1=1, maxHeadingSkip=1).

  • Native interactive controlsPassed

    19 native controls, 0 non-native div-soup affordances (100% native).

  • Accessible names on controlsPassed

    19/19 interactive elements have a computable accessible name (100%).

  • Accessibility-tree injection safety (bonus)Passed

    No hidden instruction text detected in accessibility-tree attributes or off-screen content.

Inspect the underlying audit

The complete Ora audit uses evidence from the scan on . After applying changes, run another scan from the homepage to refresh these recommendations.

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Source: Ora API

Snapshot 2026-08-21T21-43-26-533Z