--- title: "Memgraph agent readiness score: 48/100 · Agentrail" description: "The website is strongest in discovery, with a Wikipedia or Wikidata presence and discoverable developer resources, but misses checks for the MPP and x-four-zero-two payment protocols." canonical: "https://www.agentrail.co/agent-readiness/memgraph.com" --- Full report ## See what each check found, and how to fix it. Evidence, step-by-step fixes and your score over time, for your own site. [Get started →](https://app.agentrail.co/login?utm%5Fsource=agentrail.co&utm%5Fmedium=website&utm%5Fcampaign=agent-readiness%2Fmemgraph.com&utm%5Fcontent=company-report) Free to start. No card. Access 23 to fix - Content without JavaScriptRequiredHow to fix → - Agent discovery fileRequiredHow to fix → - A2A / agent-cardRecommendedHow to fix → - pricing.md existsEmergingHow to fix → Fixes unlock with the full report Where the score comes from 43 of 90 points How memgraph.com scores on each of the four questions agents ask. Discovery20/20 Access14/30 Usability9/40 Paymentsnot scored yet Strongest ### Discovery Every point is in. ARD trust manifest still fails. 20/20 Most to gain ### Usability OAuth 2.0 support, Scoped permissions, and 18 more are missing. 9/40 Most to gain ### Access Content without JavaScript, Agent discovery file, and 13 more are missing. 14/30 Not scored yet ### Payments ( bonus ) 6 checks partly met. Counts when scoring opens. — Every check 125checks - Passed**21** - To fix**42** - Not in the score**62** 63 checks count toward the score. The other 62 are tracked for later. Discovery20 of 201 to fix7 passed ARD trust manifestRecommended0 / 2 ARD discoveryRequired1 / 1 ARD entry validityRecommended2 / 2 Developer resource discoverabilityRecommended3 / 3 Brand name discoverabilityRequired3 / 3 Wikipedia / Wikidata entity presenceRecommended4 / 4 robots.txt AI crawler policyRequired2 / 2 NPM/PyPI SDK packageRecommended1 / 1 \+ 7 checks not in the score AI Catalog discoveryRecommendedNot counted Category share of voiceRecommendedNot counted Listed in MCP registriesRecommendedNot counted Agent platform configsEmergingNot counted Agent Plugins manifestEmergingNot counted Registry brandingEmergingNot counted ChatGPT app listedRecommendedNot counted Access14 of 3012 to fix3 partly12 passed Agent discovery fileRequired0 / 2 A2A / agent-cardRecommended0 / 2 MCP well-known discoveryRecommended0 / 2 HTTP Link headers (RFC 8288)Required0 / 1 JSON-LD structured dataRequired0 / 4 JSON-LD entity linking (sameAs)Recommended0 / 2 Organization schema completenessRecommended0 / 2 Schema type breadthRecommended0 / 2 OpenAPI spec publishedRequired0 / 7 Developer portalRecommended0 / 6 API catalog (RFC 9727)Required0 / 2 Markdown content negotiation (acceptmarkdown.com)Recommended0 / 1 Content without JavaScriptRequired2 / 3 Trust anchor pagesRequired1 / 2 Page token budgetRecommended0 / 1 Sitemap existsRequired2 / 2 Not blocked by bot detectionRequired2 / 2 Sitemap freshness (lastmod)Recommended1 / 1 robots.txt agent-user policyRequired2 / 2 llms.txt existsRequired1 / 1 llms.txt formattingRecommended2 / 2 Pricing info accessibleRequired3 / 3 Public API/docs linked from homepageRequired3 / 3 Metadata completenessRequired2 / 2 llms.txt links resolveRecommended2 / 2 Redirect hygieneRecommended1 / 1 Agent crawler reachabilityRecommended2 / 2 \+ 15 checks not in the score Agent Skills index conformance (v0.2.0)EmergingNot counted Listed on skills.shEmergingNot counted pricing.md existsEmergingNot counted NLWeb Schema FeedsEmergingNot counted Agent mode viewEmergingNot counted Markdown URL fallbackEmergingNot counted Modular llms.txt per product areaEmergingNot counted Agent instruction / when-to-useRequiredNot counted Skills.sh skill qualityEmergingNot counted Markdown alternate linkEmergingNot counted Markdown frontmatter metadataEmergingNot counted Code fence validityEmergingNot counted Content behind authRecommendedNot counted Markdown agent docsEmergingNot counted Bot-UA markdown servingEmergingNot counted Usability9 of 4018 to fix2 partly2 passed OAuth 2.0 supportRequired0 / 5 Scoped permissionsRecommended0 / 5 OAuth Protected Resource metadata (RFC 9728)Required0 / 2 auth.md existsRequired0 / 2 auth.md structureRecommended0 / 2 Agent auth discovery metadataRecommended0 / 3 Agent auth WWW-Authenticate hintRecommended0 / 1 agent\_auth endpoints reachableRecommended0 / 2 MCP server / manifestRequired0 / 6 WebMCP supportRequired0 / 5 Rate limit response headersRecommended0 / 2 Idempotency-Key supportRecommended0 / 3 JSON error responsesRequired0 / 4 CLI tool availableRecommended0 / 3 Sandbox / test environmentRecommended0 / 2 Accessible document structureRecommended0 / 3 API schema complexity analysisRecommended0 / 2 Function calling compatibilityRecommended0 / 2 Agent onboarding frictionRecommended1 / 2 Agent-friendly 404sRecommended1 / 2 Public API with reachable endpointsRequired7 / 7 Accessible names on controlsRecommended2 / 2 \+ 40 checks not in the score MCP tool descriptionsRecommendedNot counted MCP parameter schemasRecommendedNot counted MCP server identityRecommendedNot counted MCP tool listingRecommendedNot counted MCP tool namingRecommendedNot counted MCP auth mechanismRecommendedNot counted MCP OAuth metadataRecommendedNot counted MCP PKCE S256 supportRecommendedNot counted Web Bot Auth directoryEmergingNot counted auth.md walkthrough simulationRecommendedNot counted MCP error handlingRecommendedNot counted MCP modern transportRecommendedNot counted REST typed error modelRecommendedNot counted REST versioning / deprecation policyRecommendedNot counted REST pagination patternRecommendedNot counted REST async-job patternRecommendedNot counted Multi-language SDK packagesRecommendedNot counted NLWeb /ask endpointEmergingNot counted NLWeb streaming supportEmergingNot counted REST response schema coverageRecommendedNot counted MCP tool annotationsRecommendedNot counted MCP server-card.jsonRecommendedNot counted Product + docs MCP coverageRecommendedNot counted REST batch / bulk endpointRecommendedNot counted MCP resources exposedRecommendedNot counted GraphQL typed error modelRecommendedNot counted GraphQL versioning / deprecation policyRecommendedNot counted GraphQL pagination patternRecommendedNot counted GraphQL async-job patternRecommendedNot counted GraphQL schema description coverageRecommendedNot counted GraphQL batch mutationsRecommendedNot counted Native interactive controlsRecommendedNot counted Form control labelingRecommendedNot counted Accessibility-tree injection safety (bonus)RecommendedNot counted MCP Apps supportRecommendedNot counted A2UI / generative UI supportEmergingNot counted MCP Apps UI qualityRecommendedNot counted MCP App view reachableRecommendedNot counted MCP App view CSPRecommendedNot counted MCP resource qualityRecommendedNot counted PaymentsNot scored yet6 partly MPP payment protocolRequired0 / 2 x402 payment protocolRequired0 / 2 UCP - Universal Commerce ProtocolRequired0 / 3 ACP - Agentic Commerce ProtocolRequired0 / 3 ACP delegate paymentRecommended0 / 3 AP2 - Agent Payments ProtocolRecommended0 / 3