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Full-stack template with strict end-to-end tests for AI coding agents

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Good for Bots report

burntop scores 62 of 100: 37 of the 50 base points, half of the agent layer, no penalties.

Earned

37 of the 50 base points above the line, half of the agent layer below it.

62

3 prompts away

Copy them below ↓

24

Still open

Behind the checks below, with prompts in Pro.

14
Penalties0
How scoring works · current methodology →

Through a bot’s eyes

“Burntop is the showcase site for an open-source full-stack template featuring FastAPI, React 19, and PostgreSQL, built with strict end-to-end testing rules for AI coding agents.”

Simulated from the response GoodForBotsBot received on , not a live answer from any AI assistant.

What it can read, and what stays hidden →

What a bot can read

A language model reading the provided homepage, llms.txt, and JSON-LD data learns about the architecture, technology stack, and testing philosophy of the fullstack-ai-template. The text details the specific backend and frontend components, including Python 3.12, FastAPI, SQLAlchemy 2, Pydantic 2, React 19, TanStack Start, Tailwind 4, and PostgreSQL 18. It covers features such as session authentication with OAuth, error handling formats, structured logging, and Docker Compose configuration. The llms.txt file adds a concise summary and explicit prompt instructions for initiating a new project with an AI agent, while the JSON-LD data provides metadata identifying the software source code repository and author. Facts such as setup commands, make targets, and repository links are fully present as text.

What is burntop?

Burntop is the showcase site for fullstack-ai-template, an open-source full-stack template designed for applications built by AI coding agents. It provides developers and AI agents with a pre-configured stack containing FastAPI, React 19, and PostgreSQL, along with session authentication, CRUD operations, and over 200 end-to-end tests.

Read more →

The template enforces strict build rules that cause mocking libraries and untested routes to fail the build process, preventing AI agents from bypassing tests. The site provides a quickstart guide, code examples, and links to example applications built using the template.

3 prompts, 24 points

For Claude Code, Cursor or Codex. The score moves after the next scan.

+10score from 62 to 72

Serve Markdown when asked for it

Neither page read passes. Asking the homepage for markdown still returns text/html.

Read prompt

+8.3score from 72 to 80

Describe the site with schema.org JSON-LD

1 of 2 pages read pass. The page at /featured publishes no structured data at all: no JSON-LD, no microdata, no RDFa.

Read prompt

+6.3score from 80 to 86

Serve Markdown at its own URL

Only 1 markdown link in llms.txt, too few to be a convention.

Read prompt

Pro

15 more prompts in Pro

Pro shows a prompt for every fix and drafts your llms.txt and robots.txt. It never changes the score.

$9 once, per listingSee Pro

Deployed your fixes? Rescan to update your score →

Ready-made files

Pro drafts these for this site.

Pro

A ready-made llms.txt and robots.txt

Pro drafts both files for burntop from its scan, keeps only links and rules our parsers can verify, and hands them over ready to review and publish. It never changes the score.

See Pro

Select a check to see what we found and how it is graded.

Readable base

36.7 / 50

Passes.

3.3 of 3.3 points.

robots.txt is valid, with 1 user-agent group.

Passes.

8.3 of 8.3 points.

Sitemap declared in robots.txt, listing 2 URLs.

Fails.

0 of 8.3 points.

1 of 2 pages read pass. The page at /featured publishes no structured data at all: no JSON-LD, no microdata, no RDFa.

Half passes.

5 of 10 points.

Neither page read passes fully; 2 partly. The homepage is partly structured: The outline jumps from h2 to h4, which the standard forbids.

Prompt in Pro →
Passes.

8.3 of 8.3 points.

5 of 5 assessed homepage navigation links expose usable destinations.

Passes.

4.2 of 4.2 points.

97 of 97 assessed homepage links and buttons have a nonempty accessible name.

Passes.

2.5 of 2.5 points.

1 of 1 assessed homepage form fields meet the static naming and field-semantics checks.

Passes.

2.5 of 2.5 points.

102 of 102 assessed homepage controls and role declarations meet the static role, state and relationship checks.

Passes.

1.7 of 1.7 points.

Both pages read pass. The homepage declares itself as its canonical URL.

Agent layer

25 / 50

Passes.

11.3 of 11.3 points.

/llms.txt is well formed: 5 links across 1 section.

Passes.

7.5 of 7.5 points.

/llms.txt is descriptive: a summary plus descriptions on 100% of links.

Half passes.

6.3 of 12.5 points.

Only 1 markdown link in llms.txt, too few to be a convention.

Fails.

0 of 10 points.

Neither page read passes. Asking the homepage for markdown still returns text/html.

Fails.

0 of 5 points.

robots.txt names no AI crawlers, so every operator has to guess.

Prompt in Pro →
Fails.

0 of 2.5 points.

No usage declaration found in robots.txt or the final successful homepage response header.

Prompt in Pro →

Penalties

− 0

Passes.

Penalty: 0 of 15 points.

Our crawler reaches the page without being challenged.

Passes.

Penalty: 0 of 20 points.

Nothing on the homepage tells a crawler to skip it or to withhold its snippet.

Passes.

Penalty: 0 of 25 points.

The captured homepage HTML contains 1210 content words; completeness is not assessed.

Passes.

Penalty: 0 of 25 points.

robots.txt allows every known search and user-fetch crawler to reach the homepage.

Passes.

Penalty: 0 of 10 points.

The homepage is served over HTTPS and returns HTTP 200.

Passes.

Penalty: 0 of 3 points.

The homepage provides both a non-empty title and meta description.

Passes.

Penalty: 0 of 3 points.

The homepage is reached in 0 redirects.

Passes.

Penalty: 0 of 3 points.

The homepage reached a plain crawler in 26 ms.

Agent capabilities

0 of 11 · no points

Each one found adds +1 to the badge.

Not applicable.

Adds +1 to the badge when found.

No API catalog published.

Not applicable.

Adds +1 to the badge when found.

No /auth.md published.

Not applicable.

Adds +1 to the badge when found.

No AI Catalog published, so no MCP server card can be discovered.

Not applicable.

Adds +1 to the badge when found.

No A2A Agent Card at /.well-known/agent-card.json, and none listed in an AI Catalog.

Not applicable.

Adds +1 to the badge when found.

No usable Agent Skills index was found at either well-known path or in the AI Catalog.

Not applicable.

Adds +1 to the badge when found.

No WebMCP declarations were found in the collected HTML or inline scripts. External scripts were not inspected.

Not applicable.

Adds +1 to the badge when found.

No Web Bot Auth key directory at /.well-known/http-message-signatures-directory.

Not applicable.

Adds +1 to the badge when found.

No HTTP 402 payment challenge on the homepage or robots.txt, and no manifest at /.well-known/x402.

Not applicable.

Adds +1 to the badge when found.

No ACP discovery declaration established at /.well-known/acp.json.

Not applicable.

Adds +1 to the badge when found.

No UCP discovery declaration established at /.well-known/ucp.

Not applicable.

Adds +1 to the badge when found.

No public AMP discovery declaration established. Private or hidden agents may not advertise one to our crawler.

Access & usage policy

Who can read this page, and for what purpose?

GoodForBotsBot received HTTP 200 via a direct request. No indexing restriction was observed in the supported homepage directives.

Sampled URL: https://burntop.dev/

Declared crawling rules

No matching refusal for this URL was found for the listed identities.

Sources and scope: declared crawling rules
  • Declared allow · Scan admission

    • GoodForBotsBot/1.0 (+https://goodforbots.com/bot)

    The recorded robots admission decision allowed our crawler to proceed.

    GoodForBotsBot admission along the homepage request chain

    https://burntop.dev/

    robots.txt is present and valid

  • Declared allow · robots.txt

    • goodforbotsbot (Site diagnostics)
    • * (Default robots group)
    • oai-searchbot (ai-search)
    • claude-searchbot (ai-search)
    • perplexitybot (ai-search)
    • mistralai-index (ai-search)
    • kimi-searchbot (ai-search)
    • amzn-searchbot (ai-search)
    • meta-webindexer (ai-search)
    • exasearchbot (ai-search)
    • aiwebindex (ai-search)
    • duckassistbot (ai-search)
    • shapbot (ai-search)
    • yandexadditional (ai-search)
    • yandexadditionalbot (ai-search)
    • gptbot (ai-training)
    • claudebot (ai-training)
    • mistralai-training (ai-training)
    • kimibot (ai-training)
    • ai2bot (Unknown)
    • applebot-extended (ai-training)
    • webzio-extended (ai-training)
    • chatgpt-user (user-fetch)
    • claude-user (user-fetch)
    • perplexity-user (user-fetch)
    • mistralai-user (user-fetch)
    • kimi-user (user-fetch)
    • amzn-user (user-fetch)
    • diffbot-user (user-fetch)
    • firecrawlagent (extraction)
    • webzio (extraction)
    • meta-externalfetcher (user-fetch, agent)
    • google-extended (ai-training, grounding)
    • meta-externalagent (ai-training, product-improvement)
    • amazonbot (ai-training, product-improvement)
    • ccbot (open-dataset, ai-training)
    • googlebot (search)
    • bingbot (search)

    No matching refusal for this URL in the applicable robots group. This is a declaration, not an access test.

    Acquisition of https://burntop.dev/

    https://burntop.dev/robots.txt

    User-agent: *
    allow: /

    robots.txt is present and validStates a position on AI crawlersAllows search and user-fetch crawlers

Observed access

GoodForBotsBot received HTTP 200 via a direct request.

Sources and scope: observed access
Coverage and interpretation
  • Crawler coverage includes the registered identities and up to 50 user-agent entries from robots.txt. Source excerpts and detail groups are bounded; omissions are labelled.
  • Observed access describes GoodForBotsBot only. Other crawler entries describe declared rules, not tests of those operators' access.
  • Coverage is the sampled homepage response and collected robots.txt files. No indexing or citation is guaranteed. Usage preferences are declarations, not a legal determination of permission.
  • This explanation adds no points or penalties. Any score effects belong to the linked checks.
  • AIPREF and Content Signals keep their own definitions. AIPREF search can include processing used exclusively for search; training preferences are not a blanket ruling on every search process.

In its category

19th of 36 in Developer Tools & APIs

Whole category →
  1. 1Good for Botsgoodforbots.com
  2. 2Chrome Goldminechromegoldmine.com
  3. 19burntop · this reportburntop.dev

The prompts above would take burntop to 86, 6th in its category.

To the prompts ↑

Category average 62. The percentile appears once the catalogue holds a few hundred sites.

Scanned

Site profile

Login
Not established
API
Not established
Commerce
Not established

It decides which conditional checks apply. “Not established” means no proof in what we read, not proof of absence.

Scan details

Every scan is kept. Pro draws the history as a chart →

Scanned
22 Oct 2026
Rubric
0.9.0
Requests
19
Fetched
206.7 KB
Took
12.4 s
Homepage
26 ms · direct
Pages read
2
robots.txt
allowed
Which pages the scan read

The homepage and up to three pages from the sitemap and homepage links. Structured data, page structure, Markdown negotiation and typed links check each page read and take the median page; other checks read the homepage.

  • Homepagealways read
  • /featuredlinked from the homepage · from the sitemap · read

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