plaud.ai
Ready with a few material gaps
Task
What does plaud.ai do and who is it for? Explain it back to me.
Critical access needs attention
These checks describe whether an ordinary agent can enter, read, and operate the public site.
- 2 / 2 passed
Agents can reach the site
Crawler access and bot defenses.
- 0 / 1 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.
- 3 / 3 passed
Controls are understandable
Forms and interactive controls expose usable names and structure.
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
Ready with gaps
11 of 16 mature checks passed
API
Strong
6 of 8 mature checks passed
Authentication
Needs work
1 of 3 mature checks passed
MCP
Ready with gaps
2 of 3 mature checks passed
Commerce
Needs work
0 of 1 mature checks passed
Fix these gaps first
Critical access gaps come first, followed by other applicable readiness gaps.
- 01Critical 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. - 02Critical 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.
- 03Other readiness checks
Scoped permissions
Declare scoped API permissions where machines can read them: named OAuth scopes in your OpenAPI security schemes, or scopes_supported in RFC 9728 protected-resource metadata. Prose descriptions of roles help humans, but agents need the machine-readable declaration to request least-privilege access.
- 04Other readiness checks
Markdown content negotiation (acceptmarkdown.com)
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.
- 05Other readiness checks
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.
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.
Essential7 of 11 passed · 59.4 / 80 points
- Content without JavaScriptPartial (67%)
6743 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 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 1 checked page
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. - OpenAPI spec publishedPassed
OpenAPI spec found at https://docs.plaud.ai/openapi/file.json (version: 3.0.4)
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: Content-Type claims markdown but body opens with HTML doctype/tag
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 supportPassed
OpenID Connect discovery endpoint found at https://plaud.ai
Recommendation
Implement OAuth 2.0 for API authentication. Publish your authorization server metadata at /.well-known/oauth-authorization-server.
- Scoped permissionsFailed
No declared OAuth scopes, security schemes, or scoped-permission documentation found
Recommendation
Declare scoped API permissions where machines can read them: named OAuth scopes in your OpenAPI security schemes, or scopes_supported in RFC 9728 protected-resource metadata. Prose descriptions of roles help humans, but agents need the machine-readable declaration to request least-privilege access.
- JSON error responsesPassed
API returns JSON error responses (404 at https://api.plaud.ai/orank-probe-test)
Recommendation
Return structured JSON error responses with error codes, messages, and resolution hints. Agents can't parse HTML error pages.
- MCP resources exposedPassed
MCP server exposes 1 resource(s) via resources/list
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.
Recommended13 of 20 passed · 16.7 / 20 points
- Developer resource discoverabilityPassed
Agent discovered 2 developer-resource types by name (auth docs, developer portal) across 5 pages
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 discoverabilityPassed
plaud.ai appears at position #3 in a clean brand-name search for "plaud" (1 total match)
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://www.plaud.ai/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.
- JSON-LD structured dataPassed
Rich JSON-LD identity: Organization with name, description, url, and sameAs/logo/address (1 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.
- Pricing info accessiblePartial (67%)
Pricing link found but no dedicated pricing page at standard path
Recommendation
Make pricing discoverable - add a /pricing page or include pricing as schema.org/Offer structured data, so agents can find it without scraping a marketing page.
- Public API/docs linked from homepagePassed
Documentation site found at https://docs.plaud.ai
Recommendation
Publish API documentation at a discoverable URL (/docs, /api, /developers). Include authentication, endpoints, and example requests.
- Agent instruction / when-to-usePartial (67%)
When-to-use guidance found at https://docs.plaud.ai
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 completenessPartial (50%)
Organization schema found but missing: 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 2 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 -cand remember agents read the extracted text, not the raw HTML. - Code fence validityPassed
Code fences balanced across 2 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 documentation portal found at https://docs.plaud.ai
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://docs.plaud.ai/overview.md. 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 frictionPartial (50%)
Onboarding signals described but not verified live: 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 endpoint found at /mcp.json but response is not valid JSON
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 npm: plaud
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: OpenAPI spec found but failed to parse for complexity analysis
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%)
API spec found but couldn't validate function calling compatibility
Recommendation
Ensure API endpoints have unique operation IDs, typed schemas, and descriptions compatible with LLM function-calling formats.
- MCP resource qualityPassed
1/1 resources read with valid mimeType and non-empty content
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 signals26 positive · +5 points
- Listed on skills.shPassed
7 official skills published on skills.sh - 152 total installs (skills.sh/plaud-ai)
Recommendation
Publish agent skills on skills.sh so AI agents can discover your product's capabilities. Create a SKILL.md in your GitHub repo and register it with 'npx skills add'. See skills.sh/docs.
- Agent discovery filePassed
Agent discovery file found at /agents.md
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.
- MCP well-known discoveryPartial (50%)
MCP server at https://mcp.plaud.ai - 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.
- llms.txt existsPassed
Found the llms.txt at https://docs.plaud.ai/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: 39 lines with markdown links, 5,409 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.
- Skills.sh skill qualityPartial (50%)
Skills.sh presence exists but limited - 152 installs (goal: 200+)
Recommendation
Expand your skills.sh presence with multiple skill repos covering different use cases. Add descriptive skill names, clear SKILL.md files, and organize by capability area.
- 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 agent docsPassed
Path-suffix markdown docs served with text/markdown content-type: /agents.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.
- MCP tool descriptionsPassed
All 3 tools on docs MCP have detailed descriptions (>= 30 chars)
Recommendation
Add detailed descriptions (>= 20 chars) to every MCP tool. Agents use these to decide which tool to call - vague descriptions lead to wrong tool selection.
- MCP parameter schemasPassed
3/3 tools on docs MCP have parameter schemas
Recommendation
Define inputSchema with typed properties and required arrays for each tool. Agents need schema info to construct valid tool calls without guessing.
- MCP server identityPassed
docs MCP identifies as "Plaud Dev API" v1.0.0 with instructions
Recommendation
Set server name, version, and instructions in your MCP server's initialize response. Instructions help agents understand your server's purpose and constraints.
- MCP tool listingPassed
docs MCP exposes 3 tool(s) - focused docs surface
Recommendation
Expose 3+ tools via your MCP server's tools/list endpoint. Cover your core API surface - agents need tools for read, write, and search operations.
- MCP tool namingPassed
All 3 tool names follow consistent convention, descriptive, and non-generic
Recommendation
Use consistent naming conventions (snake_case or camelCase) for all MCP tools. Names should be descriptive (>= 4 chars) and not generic (avoid 'run', 'get', 'do').
- MCP auth mechanismPassed
docs MCP is public - correct posture for documentation surface
Recommendation
Protect your MCP server with OAuth 2.0 authentication. Publish authorization server metadata at /.well-known/oauth-authorization-server for automatic agent auth flows.
- OAuth Protected Resource metadata (RFC 9728)Passed
RFC 9728 metadata: resource=https://plaud.ai, authorization_servers (1), bearer_methods_supported
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 discovery metadataPartial (33%)
PRM + AS metadata both present but AS metadata has no agent_auth block
Recommendation
Publish RFC 9728 protected-resource metadata at /.well-known/oauth-protected-resource on your resource server (the host that actually serves the API, e.g. api.) with
resourceandauthorization_servers. Publish RFC 8414 authorization-server metadata at /.well-known/oauth-authorization-server on the AS origin, and include the WorkOS auth.mdagent_authblock withregister_uri,identity_types_supporteddrawn from the spec enum (anonymous,identity_assertion- variants likeverified_emailorurn:ietf:params:oauth:token-type:id-jagbelong insideidentity_assertion.assertion_types_supported, not at the top level), and a sibling per-type block for each advertised type (anonymous.credential_types_supported;identity_assertion.assertion_types_supported+credential_types_supported) so agents can look up the request shape. Cross-link by listing the AS origin in PRMauthorization_servers, and pointagent_auth.skillback at your published /auth.md. Spec: https://workos.com/auth-md. - MCP error handlingPassed
docs MCP returns structured JSON-RPC errors with code and message
Recommendation
Return structured JSON-RPC errors (with code and message) when agents call invalid tools or pass bad arguments. Don't crash or return empty responses.
- MCP modern transportPassed
docs MCP uses modern Streamable HTTP transport
Recommendation
Upgrade your MCP server from legacy SSE to Streamable HTTP transport. Streamable HTTP is the current standard and supports bidirectional communication.
- NLWeb streaming supportPassed
NLWeb /ask returns text/event-stream content type (via POST)
Recommendation
Add SSE streaming to your NLWeb /ask endpoint. Accept prefer.streaming: true and respond with Content-Type: text/event-stream using NLWeb event types (start, result, complete).
- MCP tool annotationsPassed
docs MCP: 3/3 tools have behavioral annotations
Recommendation
Add behavioral annotations (readOnlyHint, destructiveHint) to your MCP tools. Agents use these to avoid destructive actions without user confirmation.
- MCP server-card.jsonPassed
MCP server card found at https://docs.plaud.ai/.well-known/mcp/server-card.json (2 tools advertised)
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
235 native controls, 32 non-native div-soup affordances (88% native).
- Accessible names on controlsPassed
235/235 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.
- UCP - Universal Commerce ProtocolPassed
UCP discovery profile at https://plaud.ai/.well-known/ucp; version 2026-04-08; capabilities: dev.ucp.shopping.checkout, dev.ucp.shopping.fulfillment, dev.ucp.shopping.discount, dev.ucp.shopping.cart
Recommendation
Publish a UCP discovery profile at /.well-known/ucp with a required
version(YYYY-MM-DD) and advertisedservices/capabilitiesper ucp.dev. Also expose the REST checkout surface (POST /checkout-sessionswithUCP-AgentandIdempotency-Keyheaders) so agents can transact without per-vendor integrations.
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Source: Ora API
Snapshot 2026-08-23T19-37-17-216Z