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Good for Bots

Startup launch directory with permanent pages and daily rankings

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Good for Bots report

bunny.directory scores 57 of 100: 42 of the 50 base points, 15 of the 50 agent-layer points, no penalties.

Earned

42 of the 50 base points above the line, 15 of the 50 agent-layer points below it.

57

3 prompts away

Copy them below ↓

31

Still open

Behind the checks below, with prompts in Pro.

12
Penalties0
How scoring works · current methodology →

Through a bot’s eyes

“bunny.directory is a startup directory where founders can launch products for free, maintain a permanent page, and climb daily rankings through community engagement.”

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 this input learns about a startup launch directory and its submission guidelines. The homepage markdown details current product rankings, categories like AI and SaaS, top builders, a FAQ section explaining the ranking and streak mechanics, and free guides. The provided llms.txt file adds concrete technical instructions for submitting via an MCP client at a specific API endpoint, along with direct URLs for RSS feeds and site pages. Facts such as pricing are explicitly covered by stating that launching is free. Contact details and legal terms are absent, but submission requirements, badge conditions, and API connection pathways are fully outlined in the text.

What stays hidden

The input does not state who owns or operates bunny.directory, nor does it provide direct contact information or support email addresses for the directory itself.

What is bunny.directory?

directory is a startup directory that provides permanent product pages for newly launched projects. Aimed at founders, builders, and developers, it offers free listings where products climb daily rankings based on community engagement and carrots.

Read more →

txt generator and a startup launch checklist. Listings include do-follow links to the submitted products under the condition that a site badge is displayed on the target website.

3 prompts, 31 points

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

+12.5score from 57 to 69

Serve Markdown at its own URL

No /llms-full.txt and no markdown versions linked from llms.txt.

Read prompt

+10score from 69 to 79

Serve Markdown when asked for it

None of the 4 pages read pass. Asking the homepage for markdown still returns text/html.

Read prompt

+8.3score from 79 to 88

Describe the site with schema.org JSON-LD

2 of 4 pages read pass. The homepage publishes no structured data at all: no JSON-LD, no microdata, no RDFa.

Read prompt

Pro

14 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 bunny.directory 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

41.7 / 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 53 URLs.

Fails.

0 of 8.3 points.

2 of 4 pages read pass. The homepage publishes no structured data at all: no JSON-LD, no microdata, no RDFa.

Passes.

10 of 10 points.

3 of 4 pages read pass; 1 partly. The page at /blog is partly structured: The outline jumps from h1 to h3, which the standard forbids.

Passes.

8.3 of 8.3 points.

7 of 7 assessed homepage navigation links expose usable destinations.

Passes.

4.2 of 4.2 points.

296 of 296 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.

297 of 297 assessed homepage controls and role declarations meet the static role, state and relationship checks.

Passes.

1.7 of 1.7 points.

All 4 pages read pass. The homepage declares itself as its canonical URL.

Agent layer

15 / 50

Passes.

11.3 of 11.3 points.

/llms.txt is well formed: 15 links across 2 sections.

Half passes.

3.8 of 7.5 points.

/llms.txt is partly descriptive: only 47% of links carry a description. Every description follows the link with something other than ":", the separator the format specifies (`- [name](url): notes`).

Prompt in Pro →
Fails.

0 of 12.5 points.

No /llms-full.txt and no markdown versions linked from llms.txt.

Fails.

0 of 10 points.

None of the 4 pages read pass. 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 990 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 186 ms.

Agent capabilities

0 of 10 · 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.

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://bunny.directory/

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://bunny.directory/

    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://bunny.directory/

    https://bunny.directory/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

7th of 11 in Directories & Aggregators

Whole category →
  1. 1SaaS Cubessaascubes.com
  2. 2Mydentifymydentify.com
  3. 7bunny.directory · this reportbunny.directory

The prompts above would take bunny.directory to 88, first in its category.

To the prompts ↑

Category average 60. The percentile appears once the catalogue holds a few hundred sites.

Scanned

Site profile

Login
Detected
A sign-in or sign-up link
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
4 Oct 2026
Rubric
0.9.0
Requests
26
Fetched
2.7 MB
Took
15.5 s
Homepage
186 ms · direct
Pages read
4
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
  • /blog/ai-search-visibility-checker-guide-for-founders-and-marketersarticle · linked from the homepage · from the sitemap · read
  • /product/ai-for-databaseproduct · linked from the homepage · from the sitemap · read
  • /blogcollection · linked from the homepage · from the sitemap · read

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