doomersion.com

agent readiness score · scanned Aug 18, 2026 · 7s · Education

#349 of 979 · #7 in category

53/ 100D

Doomersion is a language-learning app that helps users learn languages by watching short-form videos with interactive subtitles, and it also offers an API for processing YouTube videos to extract transcripts and word-level timings.

badge

Discovery 11.3/20

Access 15.6/30

Usability 20.9/40

Payments n/a

Top fixes

  1. MCP server discovery

    Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: none.

    +5.7
  2. Sitemap present & fresh

    Publish /sitemap.xml, reference it from robots.txt, and include <lastmod> dates so agents can tell what's current. Freshest lastmod seen: none.

    +5.6
  3. JSON-LD structured data

    Embed Organization + WebSite JSON-LD on your homepage (name, url, logo, sameAs) and Product/Offer JSON-LD on pricing.

    +5.1
  4. Developer resource discoverability

    Create a crawlable /docs or developers.doomersion.com hub and link it from your homepage footer so search-grounded agents find your API.

    +4.2
  5. Markdown content negotiation

    Serve text/markdown when clients send `Accept: text/markdown` (or expose .md twins of key pages) — agents get far more signal per token.

    +3.8
  6. agents.md

    Add /agents.md: what agents may do on your site, key URLs, auth, rate limits, and who to contact.

    +3.4

1.Can an agent discover and trust you?

4/8

Whether agents can crawl you, find you in the registries and searches they check, and trust what they find.

  • Sitemap present & freshrequired0/4

    No valid sitemap found: robots.txt listed 0 Sitemap URL(s), and GET /sitemap.xml returned HTTP 404

    fix → Publish /sitemap.xml, reference it from robots.txt, and include <lastmod> dates so agents can tell what's current. Freshest lastmod seen: none.

    Resolved the sitemap from robots.txt or /sitemap.xml, validated XML, and checked lastmod freshness

    spec ↗
  • Brand search discoverabilityrequired4/4

    Both searches ("Doomersion" and "Doomersion education") cited doomersion.com: https://doomersion.com/, https://doomersion.com/terms

    Ran clean brand-name web searches and checked whether your domain is cited in the results

  • MCP registry listingsrecommendedna

    No MCP server detected for this product

    Queried the official MCP registry, Smithery, Glama, and PulseMCP for servers matching your domain

    spec ↗

2.Do you welcome agents?

9/16

Whether your robots policy, bot protection, and agent guidance actively admit AI agents instead of blocking them.

  • robots.txt present & parseablerequired0/2

    GET /robots.txt returned HTTP 404

    fix → Serve a valid /robots.txt; without one, agent crawlers guess your policy.

    Fetched /robots.txt and validated it parses as a robots policy

    spec ↗
  • AI crawler policyrequired5/5

    No robots.txt (HTTP 404) — none of the 12 AI crawler user-agents are blocked. Note: without a robots.txt, crawlers guess your policy.

    Evaluated robots.txt groups for the major AI agent user-agents (GPTBot, ClaudeBot, PerplexityBot, …)

  • Content Signals directivesemerging0/2

    No robots.txt (HTTP 404), so no Content-Signal lines are declared

    fix → Declare Content Signals in robots.txt (e.g. `Content-Signal: search=yes, ai-train=no`) to express AI usage preferences machine-readably.

    Looked for Content-Signal lines in robots.txt

    spec ↗
  • Agent user-agent paritybetarequired4/4

    All three UAs get HTTP 200; bot bodies are ClaudeBot 100%, GPTBot 100% of the browser response (15953 bytes)

    Compared responses served to browser and AI-agent user-agents (informational while in beta)

  • agents.mdrecommended0/3

    No agents.md: https://doomersion.com/agents.md → HTTP 404, https://doomersion.com/AGENTS.md → HTTP 404

    fix → Add /agents.md: what agents may do on your site, key URLs, auth, rate limits, and who to contact.

    Fetched /agents.md and checked for substantive agent guidance

    spec ↗

3.Does an agent understand who you are and what you do?

9/18

Whether your pages carry machine-readable identity: structured data, llms.txt, clear copy an agent can quote.

  • Homepage states what you arerequired3/3

    Homepage clarity rated 5/5 — an agent can confidently say what this company does (model's one-sentence read: "Doomersion is a language-learning app that helps users learn languages by watching short-form videos with interactive subtitles, and it also offers an API for processing YouTube videos to extract transcripts and word-level timings.")

    An LLM read your homepage as an agent would and rated how confidently it could say what you do

  • OpenGraph / social metadatarecommended2/2

    Homepage has og:title, og:description, and og:image (twitter:card="summary_large_image" present)

    Parsed homepage og:title / og:description / og:image and twitter:card meta tags

    spec ↗
  • llms.txtrecommended4/4

    /llms.txt is valid llmstxt.org shape: H1 "Doomersion", 2 markdown link(s)

    Fetched /llms.txt and validated it against the llmstxt.org shape (H1, summary, curated links)

    spec ↗
  • llms-full.txtbonusrecommended0/2

    GET /llms-full.txt returned HTTP 404

    fix → Add /llms-full.txt with expanded inline docs content so agents can load everything in one fetch.

    Fetched /llms-full.txt and checked for substantial inline markdown content

    spec ↗
  • JSON-LD structured datarequired0/4

    No application/ld+json blocks found on homepage

    fix → Embed Organization + WebSite JSON-LD on your homepage (name, url, logo, sameAs) and Product/Offer JSON-LD on pricing.

    Extracted and validated application/ld+json blocks on the homepage and pricing page

    spec ↗
  • Markdown content negotiationrecommended0/3

    GET / with `Accept: text/markdown` returned HTTP 200 text/html; no .md twins found (2 probed)

    fix → Serve text/markdown when clients send `Accept: text/markdown` (or expose .md twins of key pages) — agents get far more signal per token.

    Requested key pages with Accept: text/markdown and probed .md twin URLs

4.Can an agent integrate with you?

watch →9/21

Whether the artifacts an agent needs to build on you — docs, API specs, SDKs, MCP servers — exist and are findable.

  • Developer resource discoverabilityrecommended0/3

    Search "Doomersion API documentation" cited nothing from doomersion.com and nothing mentioning "Doomersion". Cited: https://apptopia.com/google-play/app/com.mostafaafr.doomlingo/about, https://www.gpagent.ai/yc/batch/winter-2026, https://www.extruct.ai/research/ycw26/, https://altss.com/companies/yc, https://www.batchpro.co/directory

    fix → Create a crawlable /docs or developers.doomersion.com hub and link it from your homepage footer so search-grounded agents find your API.

    Searched for your brand with developer-keyword suffixes and checked which official resources are cited

  • OpenAPI spec discoverablerequired5/5

    OpenAPI spec found at https://doomersion.com/openapi.json (version 3.1.0)

    Probed standard OpenAPI locations and docs links for a fetchable, parseable spec

    spec ↗
  • Docs discoverablerequired4/4

    Docs found at https://doomersion.com/api (via path probe, 15099 chars of readable text)

    Followed homepage nav/footer links and probed /docs, /developers, docs.{domain}

  • MCP server discoveryrequired0/5

    No MCP evidence found: probed /.well-known/mcp/server-card.json, /.well-known/mcp.json, /mcp.json and scanned llms.txt, agents.md, and docs for endpoints or install commands

    fix → Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: none.

    Probed /.well-known/mcp/server-card.json, mcp.json, and docs mentions for an MCP endpoint

    spec ↗
  • npm SDKrecommended0/2

    No official npm SDK found: probed 6 candidate(s) (@doomersion/sdk, @doomersion/doomersion, doomersion, doomersion-sdk, doomersion-api, doomersion-js)

    fix → Publish an official npm SDK (suggest @doomersion/sdk) with your domain in package.json homepage so agents can verify it's official.

    Searched the npm registry for an official, domain-verified SDK package

  • PyPI SDKrecommended0/2

    No official PyPI SDK found: probed 4 candidate(s) (doomersion, doomersion-sdk, doomersionapi, doomersion-python)

    fix → Publish an official Python SDK (suggest "doomersion") with your domain in the project URLs so agents can verify it's official.

    Searched PyPI for an official, domain-verified SDK package

5.Is your integration well-built?

watch →7.4/8

Whether your specs, docs, and tools are complete and descriptive enough for an agent to use them without guessing.

  • OpenAPI validity & qualityrecommended3/3

    Spec at https://doomersion.com/openapi.json: 7/7 quality criteria passed (4 paths, 4 operations)

    Linted the spec: descriptions, operationIds, securitySchemes, servers

  • Docs qualityrecommended2.4/3

    Docs at https://doomersion.com/api scored clarity 4/5, completeness 3/5, runnable examples 5/5, agent-friendliness 4/5 (mean 4.0/5)

    An LLM rated your docs for clarity, completeness, runnable examples, and agent-friendliness

  • Quickstart / getting startedrecommended2/2

    Quickstart found: https://doomersion.com/api#quick-start (linked from https://doomersion.com/api) returns 200 with a code block

    Looked for a quickstart/getting-started guide containing code blocks

  • MCP tool qualityrecommendedna

    No MCP endpoint known — tool lint requires a tools/list

    Linted listed tools for descriptions, typed input schemas, and naming

6.Can an agent use you reliably in production?

watch →3/4

Response hygiene, TLS and redirect discipline, and security contact channels agents depend on at runtime.

  • TLS & redirect hygienerequired2/2

    http://doomersion.com/ upgrades to https in 1 hop(s), 1 redirect(s) total, final HTTP 200; HSTS present

    Checked http→https redirect behavior, chain length, and TLS health

  • Response speed & weightrequired1/1

    Homepage TTFB 94ms, payload 16KB, Content-Encoding: br

    Measured homepage TTFB, payload size, and compression

  • security.txtrecommended0/1

    https://doomersion.com/.well-known/security.txt returned HTTP 404

    fix → Publish RFC 9116 /.well-known/security.txt with a Contact and a future Expires.

    Fetched /.well-known/security.txt and validated Contact + Expires

    spec ↗

7.Can an agent authenticate to you?

watch →2/7

Whether agents can discover your auth model machine-readably (OAuth metadata) and follow documented steps to credentials.

  • OAuth authorization server metadatarecommended0/3

    Neither /.well-known/oauth-authorization-server nor /.well-known/openid-configuration resolved (HTTP 404 / HTTP 404)

    fix → Serve RFC 8414 metadata at /.well-known/oauth-authorization-server with PKCE (S256) and a registration_endpoint so agents can self-onboard.

    Fetched /.well-known/oauth-authorization-server (and openid-configuration fallback)

    spec ↗
  • OAuth protected resource metadatarecommended0/2

    No RFC 9728 metadata: https://doomersion.com/.well-known/oauth-protected-resource → HTTP 404

    fix → Serve RFC 9728 metadata at /.well-known/oauth-protected-resource naming your authorization servers so agents can discover how to authenticate.

    Fetched /.well-known/oauth-protected-resource

    spec ↗
  • Auth documentationrecommended2/2

    Auth documentation found at https://doomersion.com/api#authentication (linked from https://doomersion.com/api) with code examples

    Looked for /auth.md or an authentication docs page with code examples

8.Can an agent transact with you?

watch →0/5

Whether pricing is discoverable and machine-readable, and whether you support agent payment protocols.

  • Pricing discoverablerequiredna

    Product appears to be free or non-commercial — pricing checks don't apply

    Followed nav/footer links and probed /pricing for a page with legible price signals

  • Machine-readable pricingrecommendedna

    Product appears to be free or non-commercial — pricing checks don't apply

    Looked for Offer JSON-LD, then had an LLM attempt structured extraction of your plans

    spec ↗
  • x402 payment supportbonusrecommended0/2

    /.well-known/x402 returned HTTP 404. API probe GET https://api.doomlingo.ai/health failed at the network layer (getaddrinfo ENOTFOUND api.doomlingo.ai). No x402 support detected (bonus check — absence costs nothing).

    fix → Support x402: serve payment requirements at /.well-known/x402, or answer unauthenticated API calls with HTTP 402 plus an x402 payment-requirements payload (x402Version, accepts[]).

    Probed /.well-known/x402 and API endpoints for HTTP 402 payment-required envelopes

    spec ↗
  • AP2 readinessemerging0/1

    No AP2 hints found — scanned llms.txt, docs page (https://doomersion.com/api), OpenAPI spec (https://doomersion.com/openapi.json); /.well-known/ap2 returned HTTP 404.

    fix → Adopt AP2 to accept delegated agent payments — see https://ap2-protocol.org.

    Scanned fetched artifacts and well-known paths for AP2 hints

    spec ↗
  • Agentic Commerce Protocolemerging0/1

    No Agentic Commerce Protocol hints found — scanned llms.txt, docs page (https://doomersion.com/api), OpenAPI spec (https://doomersion.com/openapi.json); /.well-known/acp returned HTTP 404.

    fix → Adopt the Agentic Commerce Protocol so agent checkouts can complete against your store — see https://developers.openai.com/commerce.

    Scanned docs and specs for agentic checkout endpoints

    spec ↗
  • Other agent payment protocolsbonusemerging0/1

    No UCP/MPP hints found — scanned llms.txt, docs page (https://doomersion.com/api), OpenAPI spec (https://doomersion.com/openapi.json).

    fix → Track emerging agent payment protocols (UCP, MPP) and adopt the ones your buyers' agents use.

    Scanned fetched artifacts for UCP/MPP protocol hints

9.Can a user act through an agent?

Whether an end user's agent can operate on their behalf: working MCP tools, published skills, agent configs.

  • Agent skill publishedbonusemergingna

    Requires the analysis phase — not yet evaluated

    Checked /skill.md, /.well-known/skills/, and skills.sh for published agent skills

  • MCP handshake & tools listrequiredna

    No MCP endpoint known — nothing to handshake with

    Performed a streamable-HTTP initialize + tools/list against the MCP endpoint

    spec ↗
  • Agent configs in public repobonusemergingna

    Requires the analysis phase — not yet evaluated

    Checked your public GitHub org's main repos for AGENTS.md / .claude / .cursor configs

10.Can an agent operate your website directly?

3.5/9

Whether the site itself is legible to non-rendering and browser agents: semantic HTML, no JS walls, accessibility.

  • NLWeb endpointemerging0/1

    No NLWeb endpoint detected: /.well-known/nlweb.json returned HTTP 404 (application/json); GET /ask?query=hello returned HTTP 404 (application/json)

    fix → Consider exposing an NLWeb /ask endpoint (and /.well-known/nlweb.json) for conversational access to your content.

    Probed /.well-known/nlweb.json and the /ask endpoint

    spec ↗
  • Semantic HTML structurerequired1.5/3

    3/6 semantic signals present on the homepage (missing: <nav> landmark, <header>/<footer>, text-to-markup ratio ≥ 0.10)

    fix → Add the missing structure: <nav> landmark, <header>/<footer>, text-to-markup ratio ≥ 0.10. Agents parse structure, not pixels.

    Scored landmark elements, heading hierarchy, and text-to-markup ratio on the homepage

  • Content readable without JavaScriptrequired0/2

    Homepage raw HTML contains only 252 chars of visible text — an empty JS shell to non-rendering clients

    fix → Your homepage is an empty JS shell to non-rendering clients (252 chars of text). Server-render or prerender key pages — most agent fetchers don't execute JavaScript.

    Measured visible text in the raw, unrendered homepage HTML

  • Accessibility basicsrequired2/2

    Homepage accessibility: 5/5 checks passed

    Static checks: lang attribute, title, alt coverage, labeled inputs, landmarks

  • WebMCPemerging0/1

    No WebMCP evidence on homepage: no application/webmcp script and no navigator.modelContext reference

    fix → Consider WebMCP to expose page actions as tools to browser agents.

    Looked for WebMCP script declarations on the homepage

    spec ↗