martini.film

agent readiness score · scanned Aug 18, 2026 · 8s · AI & ML

#133 of 979 · #22 in category

68/ 100C+

Martini is a collaborative AI video production platform designed for professionals, offering real-time team collaboration, integrated AI model generation, and professional editing features.

badge

Discovery 15/20

Access 22.5/30

Usability 20.1/40

Payments 10/10

Top fixes

  1. 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.

    +3.5
  2. agents.md

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

    +3
  3. OAuth authorization server metadata

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

    +3
  4. Brand search discoverability

    Your domain doesn't surface when agents search "Martini ai ml". Strengthen brand pages, structured data, and third-party citations (docs portals, GitHub, directories).

    +2.5
  5. MCP server discovery

    Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: llms.txt.

    +2.5
  6. OpenAPI spec discoverable

    Expose your OpenAPI spec unauthenticated at /openapi.json; agents cannot integrate against a spec they cannot read.

    +2.5

1.Can an agent discover and trust you?

6/8

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

  • Sitemap present & freshrequired4/4

    Sitemap at https://www.martini.film/sitemap.xml: 28 entries, freshest <lastmod> 2026-08-17 (0 days ago)

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

    spec ↗
  • Brand search discoverabilityrequired2/4

    Search "Martini" cited martini.film (https://martini.film/, https://www.martini.film/docs/mcp), but search "Martini ai ml" did not cite your domain

    fix → Your domain doesn't surface when agents search "Martini ai ml". Strengthen brand pages, structured data, and third-party citations (docs portals, GitHub, directories).

    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?

11/16

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

  • robots.txt present & parseablerequired2/2

    /robots.txt parses: 6 User-agent group(s), 1 Sitemap line(s)

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

    spec ↗
  • AI crawler policyrequired5/5

    All 12 AI crawler user-agents (GPTBot, ClaudeBot, PerplexityBot, …) are allowed at / by robots.txt

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

  • Content Signals directivesemerging0/2

    No Content-Signal lines in robots.txt

    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 (349722 bytes)

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

  • agents.mdrecommended0/3

    No agents.md: https://martini.film/agents.md → HTTP 404, https://martini.film/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?

11/18

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: "Martini is a collaborative AI video production platform designed for professionals, offering real-time team collaboration, integrated AI model generation, and professional editing features.")

    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.txtrecommended2/4

    /llms.txt exists (5928 chars) but is missing at least one markdown link [name](url)

    fix → Your /llms.txt is missing at least one markdown link [name](url). Follow llmstxt.org: start with `# YourName`, add a `>` summary line, then sections of curated links.

    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 datarequired4/4

    5 JSON-LD block(s) on homepage and pricing page (types: Organization, SoftwareApplication, WebApplication, BreadcrumbList, FAQPage); Organization block is well-formed

    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 →10/21

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

  • Developer resource discoverabilityrecommended1/3

    Search "Martini API documentation" cited no martini.film URL — only third-party content describes your API: https://developer.lonti.com/docs/martini/developing/apis/creating/documenting/documentation/, https://developer.lonti.com/docs/martini/developing/apis/creating/documenting/api-explorer/, https://developer.lonti.com/docs/martini/v1/developing/api-explorer/, https://developer.lonti.com/docs/martini/v1/setup-and-administration/configuration/rest-api/, https://developer.lonti.com/docs/martini/developing/apis/creating/rest/

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

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

  • OpenAPI spec discoverablerequired2.5/5

    An OpenAPI spec URL was referenced but returned HTTP 401/403 — not fetchable without authentication

    fix → Expose your OpenAPI spec unauthenticated at /openapi.json; agents cannot integrate against a spec they cannot read.

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

    spec ↗
  • Docs discoverablerequired4/4

    Docs found at https://www.martini.film/docs/mcp (via homepage link, 9894 chars of readable text)

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

  • MCP server discoveryrequired2.5/5

    MCP evidence found only as a mention in llms.txt: "https://www.martini.film/mcp" — no well-known server card

    fix → Publish /.well-known/mcp/server-card.json describing your MCP endpoint so agents can autodiscover it. Evidence found: llms.txt.

    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) (@martini/sdk, @martini/martini, martini, martini-sdk, martini-api, martini-js) — registry unavailable for: martini (Request budget exhausted), martini-sdk (Request budget exhausted), martini-api (Request budget exhausted), martini-js (Request budget exhausted)

    fix → Publish an official npm SDK (suggest @martini/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) (martini, martini-sdk, martiniapi, martini-python) — found but not domain-verified: martini; registry unavailable for: martini-python (Request budget exhausted)

    fix → Publish an official Python SDK (suggest "martini") 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 →2.1/5

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

  • OpenAPI validity & qualityrecommendedna

    No OpenAPI spec found — nothing to lint

    Linted the spec: descriptions, operationIds, securitySchemes, servers

  • Docs qualityrecommended2.1/3

    Docs at https://www.martini.film/docs/mcp scored clarity 4/5, completeness 4/5, runnable examples 2/5, agent-friendliness 4/5 (mean 3.5/5)

    fix → Docs scored 2/5 on runnable examples. The documentation provides prompt ideas but lacks concrete, runnable code examples for how an agent would actually call the listed tools with specific parameters.

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

  • Quickstart / getting startedrecommended0/2

    No quickstart/getting-started link or heading found on docs page https://www.martini.film/docs/mcp (searched 58 links)

    fix → Add a copy-pasteable quickstart (auth → first API call) — agents follow it literally.

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

  • MCP tool qualityrecommendedna

    MCP endpoint is auth-gated — tools could not be listed unauthenticated

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

6.Can an agent use you reliably in production?

watch →4/4

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

  • TLS & redirect hygienerequired2/2

    http://martini.film/ upgrades to https in 1 hop(s), 2 redirect(s) total, final HTTP 200; HSTS present

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

  • Response speed & weightrequired1/1

    Homepage TTFB 196ms, payload 342KB, Content-Encoding: br

    Measured homepage TTFB, payload size, and compression

  • security.txtrecommended1/1

    Valid security.txt at https://martini.film/.well-known/security.txt: Contact mailto:security@martini.film, Expires 2027-07-23

    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 / 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 metadatarecommended2/2

    Valid RFC 9728 metadata at https://martini.film/.well-known/oauth-protected-resource: resource https://www.martini.film/mcp, 1 authorization server(s) (https://qccjhofczngztnljyqqr.supabase.co/auth/v1)

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

    spec ↗
  • Auth documentationrecommended0/2

    No auth/API-key link found among 58 links on docs page https://www.martini.film/docs/mcp, and /auth.md is absent

    fix → Document auth end-to-end (key creation → header format → example call), or ship /auth.md.

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

8.Can an agent transact with you?

watch →10/15

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

  • Pricing discoverablerequired5/5

    Pricing page found at https://www.martini.film/pricing (via homepage link) with legible price signals ("$30/moFor solo professionalsEv").

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

  • Machine-readable pricingrecommended5/5

    LLM extracted 3 numerically-priced plan(s) from https://www.martini.film/pricing at confidence 1.00: Indie USD 0/monthly; Pro USD 30/monthly; Studio USD 150/monthly; Enterprise (contact sales).

    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. 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://www.martini.film/docs/mcp); /.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://www.martini.film/docs/mcp); /.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://www.martini.film/docs/mcp).

    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?

4/4

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 listrequired4/4

    MCP endpoint https://www.martini.film/mcp is auth-gated (HTTP 401) and advertises resolvable RFC 9728 resource metadata in WWW-Authenticate — properly advertised auth gate

    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?

5.5/9

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 (text/html); GET /ask?query=hello returned HTTP 200 (text/html)

    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

    4/6 semantic signals present on the homepage (missing: <header>/<footer>, text-to-markup ratio ≥ 0.10)

    fix → Add the missing structure: <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 JavaScriptrequired2/2

    Homepage raw HTML contains 2059 chars of visible text without 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 ↗