slack.com
Agents are likely to struggle
Task
What does slack.com do and who is it for? Explain it back to me.
Critical access blockers remain
These checks describe whether an ordinary agent can enter, read, and operate the public site.
- 2 / 3 passed
Agents can reach the site
Crawler access, bot defenses, and explicit agent policy.
- 1 / 2 passed
Core content is available
Useful content remains accessible without a fragile browser-only path.
- 0 / 2 passed
Navigation fails safely
Redirects and missing pages give agents a recoverable path.
- 3 / 3 passed
Controls are understandable
Forms and interactive controls expose usable names and structure.
Advertised capabilities have material gaps
Optional surfaces appear only when the scan finds positive evidence that the site offers them.
Public website
Needs work
8 of 20 mature checks passed
API
Blocked
3 of 8 mature checks passed
Authentication
Needs work
1 of 3 mature checks passed
MCP
Blocked
0 of 3 mature checks passed
Fix these gaps first
Critical access gaps come first, followed by gaps in capabilities the site advertises.
- 01Critical access
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.
- 02Critical access
Redirect hygiene
Replace meta-refresh and JavaScript-only redirects with real HTTP 301/302 redirects. Non-JS agents never execute
location.hrefor wait for a meta refresh - they see only the stub page. Verify withcurl -sI <url>- you should see a Location header, not a 200 with a near-empty body. - 03Critical access
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. - 04Critical access
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.
- 05Advertised capabilities
OpenAPI spec published
Publish an OpenAPI (Swagger) specification at /openapi.json or /api/openapi.yaml. This is how agents understand your API surface automatically.
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.hrefor wait for a meta refresh - they see only the stub page. Verify withcurl -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 -cand 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
repositoryto your source repo andhomepageto 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, PyPIHome-Pageorproject_urls, RubyGemshomepage_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