Same category
goodforbots.com
Evaluates website readability for AI crawlers and language models with a scoring rubric

Directory playbooks and agent workflows to automate product submissions
LaunchIntel is a product that provides directory playbooks and an agent skill designed to help users list their products across multiple online directories using Claude or Codex. It offers 160 tested playbooks containing submission instructions, requirements, and routes, along with a local browser dashboard to track submissions, manage product kits, and review shortlists. The product is intended for creators and developers looking to automate and organize their directory launch process through AI agents working in their browsers.
“LaunchIntel is a tool that provides 160 directory playbooks and an agent skill for Claude or Codex to help users automate product submissions and track them in a local dashboard.”
Simulated from the response GoodForBotsBot received on , not a live answer from any AI assistant.
A language model reading this text learns about LaunchIntel, a software tool that pairs 160 directory playbooks with an agent skill for Claude and Codex. The text covers how the system works through four steps: intake, choosing fit, submission, and tracking. It details what is included, such as playbooks for launch platforms, software catalogs, and communities like The Hack Stack, SaaSHub, and Uneed. Pricing is explicitly mentioned as a one-time purchase of 149 dollars, down from 249 dollars, delivered as access to a private GitHub repository. The homepage also lists dozens of specific directory names that have shipped playbooks. No alternative data formats such as an llms.txt or JSON-LD were provided.
Good for Bots report
robots.txt is present and valid. robots.txt is valid, with 1 user-agent group.
Sitemap is present and parses. Sitemap declared in robots.txt, listing 197 URLs.
Content is marked up so a reader can find it. All 4 pages read pass. The homepage marks its content root, its heading outline and its landmarks.
Navigation links expose usable destinations. 9 of 9 assessed homepage navigation links expose usable destinations.
Links and buttons have accessible names. 254 of 254 assessed homepage links and buttons have a nonempty accessible name.
Controls expose roles, states and relationships. 263 of 263 assessed homepage controls and role declarations meet the static role, state and relationship checks.
Each page declares one usable canonical URL. All 4 pages read pass. The homepage declares itself as its canonical URL.
Section links reach an element on the page. All 4 pages read pass. The homepage has 174 section links, and every one reaches an element on the page.
Describes itself to machines with schema.org JSON-LD. None of the 4 pages read pass. The homepage publishes no structured data at all: no JSON-LD, no microdata, no RDFa. +8.8 with its prompt in Pro.
Serves markdown at its own URL. No /llms-full.txt and no markdown versions linked from llms.txt. +12.5 with its prompt.
llms.txt is present and well formed. No /llms.txt on this site. +11.3 with its prompt.
Serves markdown when asked for it. None of the 4 pages read pass. Asking the homepage for markdown still returns text/html. +10 with its prompt.
llms.txt is descriptive, not a bare link list. No usable /llms.txt to judge. +7.5 with its prompt in Pro.
States a position on AI crawlers. robots.txt names no AI crawlers, so every operator has to guess. +5 with its prompt in Pro.
Declares AI usage preferences. No usage declaration found in robots.txt or the final successful homepage response header. +2.5 with its prompt in Pro.
Advertises machine-readable resources with typed links. None of the 4 pages read pass. The homepage's links are all ordinary page furniture; none point an agent anywhere. +1.3 with its prompt in Pro.
Earned
41 of the 50 base points above the line, none of the agent layer below it.
3 prompts away
Still open
Behind the checks below, with prompts in Pro.
For the owner of launchintel.dev
They are in the owner view, ready to paste into Claude Code, Cursor or Codex, beside the badge and rescans.
Select a check to see what we found and how it is graded.
Readable base
41.2 / 50
3.5 of 3.5 points.
robots.txt is valid, with 1 user-agent group.
8.8 of 8.8 points.
Sitemap declared in robots.txt, listing 197 URLs.
0 of 8.8 points.
None of the 4 pages read pass. The homepage publishes no structured data at all: no JSON-LD, no microdata, no RDFa.
10.5 of 10.5 points.
All 4 pages read pass. The homepage marks its content root, its heading outline and its landmarks.
4.4 of 4.4 points.
254 of 254 assessed homepage links and buttons have a nonempty accessible name.
0 of 0 points.
No applicable form fields were observed in the homepage HTML.
2.6 of 2.6 points.
263 of 263 assessed homepage controls and role declarations meet the static role, state and relationship checks.
1.8 of 1.8 points.
All 4 pages read pass. The homepage declares itself as its canonical URL.
0.9 of 0.9 points.
All 4 pages read pass. The homepage has 174 section links, and every one reaches an element on the page.
Agent layer
0 / 50
0 of 11.3 points.
No /llms.txt on this site.
0 of 12.5 points.
No /llms-full.txt and no markdown versions linked from llms.txt.
0 of 10 points.
None of the 4 pages read pass. Asking the homepage for markdown still returns text/html.
0 of 5 points.
robots.txt names no AI crawlers, so every operator has to guess.
0 of 2.5 points.
No usage declaration found in robots.txt or the final successful homepage response header.
0 of 1.3 points.
None of the 4 pages read pass. The homepage's links are all ordinary page furniture; none point an agent anywhere.
Penalties
− 0
Penalty: 0 of 15 points.
Our crawler reaches the page without being challenged.
Penalty: 0 of 20 points.
Nothing on the homepage tells a crawler to skip it or to withhold its snippet.
Penalty: 0 of 25 points.
The captured homepage HTML contains 2584 content words; completeness is not assessed.
Penalty: 0 of 25 points.
robots.txt allows every known search and user-fetch crawler to reach the homepage.
Penalty: 0 of 10 points.
The homepage is served over HTTPS and returns HTTP 200.
Penalty: 0 of 3 points.
The homepage provides both a non-empty title and meta description.
Penalty: 0 of 3 points.
The homepage is reached in 0 redirects.
Penalty: 0 of 3 points.
The homepage reached a plain crawler in 147 ms.
Agent capabilities
0 of 11 · no points
Each one found adds +1 to the badge.
Adds +1 to the badge when found.
No API catalog published.
Adds +1 to the badge when found.
No /auth.md published.
Adds +1 to the badge when found.
No AI Catalog published, so no MCP server card can be discovered.
Adds +1 to the badge when found.
No A2A Agent Card at /.well-known/agent-card.json, and none listed in an AI Catalog.
Adds +1 to the badge when found.
No usable Agent Skills index was found at either well-known path or in the AI Catalog.
Adds +1 to the badge when found.
No WebMCP declarations were found in the collected HTML or inline scripts. External scripts were not inspected.
Adds +1 to the badge when found.
No Web Bot Auth key directory at /.well-known/http-message-signatures-directory.
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.
Adds +1 to the badge when found.
No ACP discovery declaration established at /.well-known/acp.json.
Adds +1 to the badge when found.
No UCP discovery declaration established at /.well-known/ucp.
Adds +1 to the badge when found.
No public AMP discovery declaration established. Private or hidden agents may not advertise one to our crawler.
It decides which conditional checks apply. “Not established” means no proof in what we read, not proof of absence.
Access & usage policy
GoodForBotsBot received HTTP 200 via a direct request. No indexing restriction was observed in the supported homepage directives.
Sampled URL: https://launchintel.dev/
No matching refusal for this URL was found for the listed identities.
Declared allow · Scan admission
The recorded robots admission decision allowed our crawler to proceed.
GoodForBotsBot admission along the homepage request chain
https://launchintel.dev/
Declared allow · robots.txt
No matching refusal for this URL in the applicable robots group. This is a declaration, not an access test.
Acquisition of https://launchintel.dev/
https://launchintel.dev/robots.txt
User-agent: * allow: /
robots.txt is present and validStates a position on AI crawlersAllows search and user-fetch crawlers
GoodForBotsBot received HTTP 200 via a direct request.
Observed · Direct request
Our request received HTTP 200. A status alone does not identify a WAF.
Our recorded direct transport attempt; intermediate attempt URLs are not retained
https://launchintel.dev
HTTP 200
Observed · Final homepage response
GoodForBotsBot received HTTP 200 via a direct request.
homepage response
https://launchintel.dev/
HTTP 200 Transport: direct
Serves the homepage over HTTPS with HTTP 200Serves our crawler without a challenge
No indexing restriction was observed in the supported homepage directives.
Not observed · Homepage directives
No indexing restriction was observed in the supported homepage directives.
homepage response
https://launchintel.dev/
No snippet restriction was observed in the supported homepage directives.
Not observed · Homepage directives
No snippet restriction was observed in the supported homepage directives.
homepage response
https://launchintel.dev/
No applicable preference for this use was established.
Unstated · AIPREF Content-Usage
No applicable AIPREF preference was established for this purpose.
Purpose: search; applicable robots group/path and this response's header
https://launchintel.dev/
No applicable preference for this use was established.
Unstated · AIPREF Content-Usage
No applicable AIPREF preference was established for this purpose.
Purpose: ai-use; applicable robots group/path and this response's header
https://launchintel.dev/
No applicable preference for this use was established.
Unstated · AIPREF Content-Usage
No applicable AIPREF preference was established for this purpose.
Purpose: train-ai; applicable robots group/path and this response's header
https://launchintel.dev/
In its category
The prompts in the owner view would take LaunchIntel to 75, 11th in its category.
To the prompts →Category average 62. The percentile appears once the catalogue holds a few hundred sites.
Every scan is kept. Pro draws the history as a chart →
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.
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