mudpie

Public website scan · no affiliation implied

Github

github.com ↗

Latest public evidence from separate Mudpie graders. Scores describe technical observations at scan time—not rankings, citations, traffic, users, or endorsement.

WebMCP

N/A

No WebMCP grade: api_absent. The scanner did not find a callable surface to score.

Implementation

WebMCP surface detectednot applicable

api_absent

Register tools on page load with document.modelContext or supported declarative forms.

Tools register during discoverynot applicable

0 tools registered

Expose the discovery surface without requiring an undocumented user action.

Tool quality

Conventional tool namesnot applicable

0/0 snake_case names

Use concise snake_case names that describe the action.

Useful descriptionsnot applicable

0/0 descriptive tools

Explain when to use each tool and what it returns or changes.

Input schemas are definednot applicable

0/0 schemas

Define bounded, typed inputs so agents do not guess.

Trust

Sensitive actions declare safety metadatanot applicable

No sensitive actions inferred

Mark destructive or commitment-bearing tools so hosts can require confirmation.

AEO

84/100 B

Checks observable answer structure, extractable facts, and source signals. These are heuristics; no ChatGPT or Perplexity answer, citation, or visibility test is run.

Answerability

Entity structured datafail

No JSON-LD

Describe the real organization, product, service, or article with source-grounded JSON-LD.

Decision-ready product factspass

Found: pricing, security, integration, compare, how it works, use case

Answer concrete questions about fit, pricing, integrations, security, comparisons, and limitations where applicable.

Trust

Verifiable sources and identity linkspass

30 outbound references

Link claims, identity profiles, policies, and primary sources where they help verification.

Publisher and accountability links are findablepass

11 identity, contact, or policy links detected

Link the responsible organization, author, contact, and relevant policies.

Extraction

Facts are readable without running JavaScriptpass

7325 readable characters in HTTP 200 response

Render the core facts in the initial HTML.

Lists and tables organize factspass

2 HTML lists, tables, or definition lists

Use semantic lists or tables when they clarify comparisons and factual details.

Answer structure

Questions have discoverable answer sectionswarning

0 question-oriented headings; structured answers absent

Use direct headings and concrete answers for questions your audience actually asks.

Concise passages can be extractedpass

11 paragraphs contain 80–500 characters

Write self-contained passages with enough context to stand alone.

Decision facts

Cost or access terms are statedpass

Cost or access language detected

Explain whether access is free, paid, restricted, or requires contacting the team.

Requirements and limitations are statedpass

Requirements or limitation language detected

State important constraints so an answer can describe both fit and limitations.

Optional discovery

A readable Markdown alternate existsnot applicable

No readable root Markdown alternate; HTML remains sufficient

Markdown can help extraction but is optional and does not establish citations.

SEO

89/100 B

Checks technical crawl and indexing foundations. It does not measure rankings, backlinks, Core Web Vitals, or actual indexing.

SEO foundation

Public page respondspass

HTTP 200 · text/html; charset=utf-8

Specific page titlepass

GitHub · Change is constant. GitHub keeps you ahead. · GitHub

Use a concise, specific title of roughly 15–70 characters.

Meta descriptionwarning

Join the world's most widely adopted, AI-powered developer platform where millions of developers, businesses, and the largest open source community build software that advances humanity.

Summarize the page in one specific sentence.

Canonical URLpass

https://github.com/

Publish one absolute canonical URL.

Indexing allowedpass

,

Remove noindex from public acquisition pages.

Readable heading structurepass

1 H1 · 0 hierarchy jumps

Use one descriptive H1 and avoid skipped heading levels.

Meaningful content in initial HTMLpass

7325 readable characters

Render the core explanation in the initial HTML.

XML sitemapfail

No valid root sitemap

Publish a valid sitemap or sitemap index at /sitemap.xml.

Crawl access

Googlebot crawl permissionpass

Googlebot is allowed at this URL

Keep public search pages crawlable through robots.txt.

HTTPS deliverypass

https:

Serve canonical pages over HTTPS.

HTML content typepass

text/html; charset=utf-8

Serve this page with an HTML content type.

Missing pages return a not-found statuspass

Sampled missing path returned HTTP 404

Return HTTP 404 or 410 for genuinely missing pages.

Page metadata

Mobile viewport declaredpass

width=device-width

Declare a responsive viewport and verify the rendered mobile layout.

ChatGPT vs Perplexity

80/100 B

This compares declared crawler access and public HTTP responses. It does not prove indexing, citations, training, or referrals.

Policy

Crawler policy coveragepass

4/4 search crawlers allowed by robots.txt

Allow search crawlers on public pages intentionally; use training controls separately.

Explicit, inspectable policypass

robots.txt fetched

Publish a stable robots.txt even when wildcard access is allowed.

Access

Live response coveragepass

4/4 received usable responses

Check CDN, bot protection, rate limits, and application challenges for blocked agents.

Parity

Content parity across agentsfail

4 distinct response bodies across 4 successful agents

Serve equivalent public facts to agents and people; investigate intentional differences.

Agent experience

73/100 C

Indexability

Public origin is reachablepass

HTTP 200 · text/html; charset=utf-8

Return a successful public HTML response from the canonical origin.

Crawler policy permits the public surfacepass

robots.txt fetched and evaluated

Publish a clear robots.txt policy for useful public pages.

Canonical sitemap is validfail

No valid root sitemap

Publish a same-origin sitemap containing canonical public URLs.

Unknown URLs return a real 404pass

Probe returned HTTP 404

Return HTTP 404 for an unknown public path.

Important destinations use crawlable linkspass

140 public links in initial HTML

Use ordinary anchors for primary facts and actions.

Response metadata is predictablepass

text/html; charset=utf-8 · 575706 bytes

Serve bounded HTML with a declared content type.

Retrievability

Initial HTML contains useful contentpass

7093 readable characters

Render primary product facts, navigation, and action context in initial HTML.

Semantic headings and landmarkspass

1 H1 · 26 headings

Use one descriptive H1 plus main and navigation landmarks.

Language and content type are declaredpass

text/html; charset=utf-8 · lang=en

Declare the HTML content type and document language.

Markdown representation is availablefail

Not found

Offer a same-origin Markdown alternate for content-heavy workflows.

llms.txt routes agentspass

28650 characters

Publish concise llms.txt navigation to canonical facts and capabilities.

Core facts have stable URLspass

4/4 pricing/docs/security/status/support pages found

Give current product facts stable, linked URLs.

Understandability

Product identity and purpose are explicitpass

GitHub · Change is constant. GitHub keeps you ahead. · GitHub · The future of building happens together

State the canonical product name, audience, and job in visible text.

Structured identity matches the pagefail

No JSON-LD types

Publish valid source-grounded entity data.

Current commercial facts are visiblenot applicable

Not a commercial profile

Expose current pricing, limits, availability, and eligibility.

Canonical identifiers are stablepass

https://github.com

Use canonical URLs and stable identifiers for public entities.

Ownership and freshness signals existpass

Checked public fact surfaces for support, status, authorship, and dates

Publish ownership, support/status routes, and updated dates for time-sensitive facts.

Operability

One low-risk first action is clearpass

Action language · 42 controls

Document one safe public action with a clear success state.

Action inputs and outcomes are explicitpass

Public contract language or OpenAPI found

Document inputs, authentication, outputs, errors, and retries.

OpenAPI contract is discoverablefail

Not found

Publish a valid OpenAPI document when a public API exists.

Authentication is machine-readablefail

Checked API catalog and OpenAPI security surface

Publish standard auth metadata, or explicitly document that the API is public and keyless.

A genuine agent capability is discoverablefail

No capability manifest

Expose a real MCP, skill, WebMCP, or equivalent capability when useful.

Setup, verification, and removal are explainedpass

Public setup language inspected

Document setup, a verification command, and removal.

Costly actions have a confirmation boundarynot applicable

No commercial profile

Require confirmation before payment, publication, deletion, or commitment.

Outcome visibility

Core actions expose completionpass

Completion language inspected

Return or display an unambiguous success state.

Completed work has durable proofwarning

Receipt and result surfaces inspected

Provide a stable receipt, result URL, status resource, or identifier.

Support and status are findablepass

Support/status language inspected

Link stable support and status surfaces.

Actions return a correlation identifierwarning

Public result identifiers inspected

Return a stable request, receipt, order, or trace identifier.

Run another grade.

Agent experience →SEO →AEO →WebMCP →ChatGPT vs Perplexity →International readiness →