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slack.com

Agents are likely to struggle

What should the prompt cover?

22 findings · 5 selected

Failures (12)

Warnings (10)

Task

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

Waiting for the agent’s first step…

Critical access blockers remain

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

  • Agents can reach the site

    Crawler access, bot defenses, and explicit agent policy.

    2 / 3 passed
  • Core content is available

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

    1 / 2 passed
  • Navigation fails safely

    Redirects and missing pages give agents a recoverable path.

    0 / 2 passed
  • Controls are understandable

    Forms and interactive controls expose usable names and structure.

    3 / 3 passed

Advertised capabilities have material gaps

Optional surfaces appear only when the scan finds positive evidence that the site offers them.

Public website

Needs work

56%

8 of 20 mature checks passed

API

Blocked

49%

3 of 8 mature checks passed

Authentication

Needs work

50%

1 of 3 mature checks passed

MCP

Blocked

22%

0 of 3 mature checks passed

Fix these gaps first

Critical access gaps come first, followed by gaps in capabilities the site advertises.

  1. 01

    Agent crawler reachability

    Verify that major agent User-Agents can reach the homepage. If robots.txt, 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.

    Critical access
  2. 02

    Redirect hygiene

    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.

    Critical access
  3. 03

    Agent-friendly 404s

    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.

    Critical access
  4. 04

    Content without JavaScript

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

    Critical access
  5. 05

    OpenAPI spec published

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

    Advertised capabilities

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.

Essential4 of 13 passed · 31.8 / 80 points
  • Content without JavaScriptPartial (67%)

    5866 chars with H1 but flat heading structure

    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 5 AI agent user-agents

    Recommendation

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

  • robots.txt agent-user policyPassed

    No robots.txt restriction on user-triggered agents - they can read the site

    Recommendation

    Stop blocking user-triggered agents in robots.txt. Remove any 'Disallow: /' that applies to ChatGPT-User, Claude-User or Perplexity-User - including a blanket 'User-agent: * / Disallow: /', which covers them by default. These agents fetch a page only because a person just asked about you, so a block turns away your highest-intent traffic.

  • Redirect hygieneFailed

    Redirect hygiene issues: https://slack.com/about uses a meta-refresh redirect, https://slack.com/blog/collaboration/courtesy-call-more-empathy-tips-in-slack uses a meta-refresh redirect, https://slack.com/blog/collaboration/how-strategic-planning-aligns-teams-and-drives-results uses a meta-refresh redirect, https://slack.com/blog/collaboration/reap-benefits-intuitive-collaboration-software uses a meta-refresh redirect, and https://slack.com/blog/collaboration/ultimate-guide-collaboration-in-the-workplace uses a meta-refresh redirect. Replace client-side redirects with HTTP redirects so non-JS agents follow them.

    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 (3 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 publishedFailed

    No OpenAPI/Swagger specification found

    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)Failed

    Not acceptmarkdown.com compliant: Accept: text/markdown returned text/html; charset=utf-8; Vary header missing Accept (got "accept-encoding")

    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 reachabilityFailed

    Some AI crawlers are blocked - ChatGPT-User: reachable, ClaudeBot: reachable, Google-Extended: reachable, ora-agent: blocked, DeepSeekBot: blocked

    Recommendation

    Verify that major agent User-Agents can reach the homepage. If robots.txt, 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 supportPassed

    OpenID Connect discovery endpoint found at https://slack.com

    Recommendation

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

  • Scoped permissionsFailed

    No scoped permissions or security schemes found

    Recommendation

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

  • JSON error responsesFailed

    API does not return JSON error responses (or no API detected)

    Recommendation

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

  • MCP resources exposedFailed

    MCP server found but connection failed - cannot list resources

    Recommendation

    If your MCP server advertises the resources capability in its initialize handshake, make sure resources/list returns at least one resource. If you don't intend to expose resources, omit the capability - the check returns na with no penalty for tool-only servers. Quality of the resources you do return is scored separately by mcp-resource-quality.

  • Agent-friendly 404sPartial (50%)

    Nonexistent paths return a real HTTP 404. For full credit, include a short markdown body (site map links, where to look next) so agents can recover.

    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.

Recommended8 of 21 passed · 11.5 / 20 points
  • Developer resource discoverabilityPartial (33%)

    Agent found 2 pages by name but no recognizable developer-resource type. Not searchable: OpenAPI spec, MCP server. Not found via search: API docs, auth docs

    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 discoverabilityPartial (67%)

    slack.com appears 5 times in brand-name search results for "Slack communication support" (top position: #6)

    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.

  • robots.txt AI crawler policyFailed

    No AI crawler directives in robots.txt

    Recommendation

    Add explicit AI crawler directives in robots.txt. Allow the crawlers that feed answer engines ('User-agent: GPTBot' / 'Allow: /', same for ClaudeBot, PerplexityBot, OAI-SearchBot), and restrict training-only crawlers (CCBot, ByteSpider) with 'Disallow: /'. Content Signals ('Content-Signal: search=yes, ai-train=no') earns the same credit.

  • Sitemap existsPassed

    Valid sitemap found at https://slack.com/sitemap.xml with multiple sitemaps entries

    Recommendation

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

  • Content efficiencyPartial (50%)

    Low content efficiency: 4.98% - most of the page is markup, not content

    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 dataFailed

    No JSON-LD structured data found on homepage

    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

    Documentation site found at https://docs.slack.com

    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-US", og:image, og:type

    Recommendation

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

  • Organization schema completenessFailed

    No JSON-LD found - Organization schema missing

    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 pagesPartial (50%)

    About, Contact pages verified - missing: 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 4 measured pages fit an agent context budget (largest ~3K 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 1 markdown document

    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 documentation portal found at https://docs.slack.com

    Recommendation

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

  • Public API with reachable endpointsPartial (43%)

    API described in documentation at https://docs.slack.com but no machine-verifiable API surface confirmed. Best-of-protocols score: 3/7.

    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 frictionPartial (50%)

    Moderate friction: self-serve key generation, sandbox/test environment

    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 (67%)

    Verified MCP server in registry with usage (Smithery, slack, 12110 uses, verified) but no live protocol handshake - add /.well-known/mcp for full credit.

    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 availablePassed

    CLI tool found on PyPI: slack-cli

    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 analysisPartial (50%)

    REST: schema found (0 operations) but needs better documentation for agents

    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 compatibilityFailed

    Poor compatibility: missing operationIds (0/0) and parameter schemas

    Recommendation

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

  • MCP resource qualityFailed

    MCP server found but connection failed - cannot evaluate resource quality

    Recommendation

    Ensure every resource returned by resources/list reads cleanly via resources/read: declare a valid mimeType, return non-empty content, and make sure any URIs in the content resolve. Broken or empty resources break agent UX silently.

Bonus signals17 positive · +3.7 points
  • Wikipedia / Wikidata entity presencePassed

    Wikipedia "Slack (software)" and Wikidata Q17130715 both verified - domain confirmed on both sources

    Recommendation

    Establish a Wikipedia article and a Wikidata entity for your brand, with the domain set as the official website (Wikidata property P856) and a corresponding external link on Wikipedia. Wikipedia is the largest single source of citations in ChatGPT and a primary input to Knowledge Graphs across Google, Bing, and LLM training data. Earn third-party press coverage first to satisfy notability, then draft the article with cited references rather than self-promotion.

  • Listed in MCP registriesPassed

    Verified in Smithery as slack via verified-curation - 12110 agent uses, verified

    Recommendation

    Register your MCP server on Smithery (smithery.ai) or mcp.so so agent platforms can discover your tools. Link the registry entry from your homepage or docs for bi-directional verification.

  • NPM/PyPI SDK packagePassed

    NPM package found: @slack/logger - "Logging utility used by Node Slack SDK"

    Recommendation

    Publish a JavaScript/TypeScript SDK package on npm so developers can integrate your API programmatically. In package.json set repository to your source repo and homepage to your product domain - these links are how agents confirm the package is your official SDK rather than a third-party tool with a similar name.

  • Registry brandingPassed

    AI plugin manifest has full branding

    Recommendation

    Give your MCP server-card (at /.well-known/mcp/server-card.json) a display name, an icon or logo, and a description - all three together are what reads as a complete, branded listing agents can present.

  • ChatGPT app listedPassed

    Found in ChatGPT app directory: "Slack"

    Recommendation

    Submit your app to the ChatGPT apps / connectors directory (the apps-in-ChatGPT surface) so ChatGPT users can discover and use your product.

  • MCP well-known discoveryPartial (50%)

    MCP server at https://mcp.slack.com - consider adding /.well-known/mcp for standard discovery

    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 4 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.

  • llms.txt existsPassed

    Found the llms.txt at https://slack.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 formattingPartial (50%)

    The llms.txt is well-formatted with markdown links, but at 40,604 characters it exceeds the 30,000-character recommendation for a navigation index.

    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.

  • llms.txt links resolvePartial (50%)

    2 of 5 probed llms.txt links do not resolve: https://slack.com/blog/news and https://slack.com/trust

    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.

  • OAuth Protected Resource metadata (RFC 9728)Passed

    RFC 9728 protected resource metadata found on MCP origin (resource=https://mcp.slack.com)

    Recommendation

    Publish RFC 9728 protected-resource metadata at /.well-known/oauth-protected-resource. Include the resource field plus enough supporting metadata - your authorization servers, supported scopes, accepted bearer methods - that an agent can work out how to authenticate without first triggering a 401.

  • Agent auth WWW-Authenticate hintPassed

    401 at https://docs.slack.com at /mcp with spec-shaped WWW-Authenticate hint: Bearer resource_metadata="https://docs.slack.com/.well-known/oauth-protected-resource"

    Recommendation

    Return a 401 carrying a spec-shaped WWW-Authenticate: Bearer resource_metadata="<your protected-resource metadata URL>" header on your API's primary entry points, so an agent learns your auth requirements from one request instead of hunting for the well-known document. Point the metadata URL at /.well-known/oauth-protected-resource on the host that serves the API. Spec: https://workos.com/auth-md.

  • Multi-language SDK packagesPartial (33%)

    SDK package found only in npm

    Recommendation

    Publish official SDK packages across multiple language ecosystems (npm, PyPI, Go modules, RubyGems). Auto-generate them from your OpenAPI spec using tools like openapi-generator. For each package set the project URL or homepage to your product domain (package.json repository/homepage, PyPI Home-Page or project_urls, RubyGems homepage_uri) - this is how agents verify the package is your official SDK.

  • Accessible document structurePassed

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

  • Native interactive controlsPassed

    336 native controls, 27 non-native div-soup affordances (93% native).

  • Accessible names on controlsPassed

    336/336 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.

Source: Ora API

Snapshot 2026-08-20T23-08-56-961Z