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Directory / Fourward AI visibility tools
Fourward AI visibility tools
by fourwardhq.com · https://www.fourwardhq.com/mcp
Score any website's AI search visibility out of 100 and see which of 20 AI crawlers can read it.
11 of 11 checks · 29 Oct 2026
Is Fourward AI visibility tools MCP server safe?
- No hidden instructions were found in its tool descriptions.
- Its error messages showed no secrets or internal details.
- All 2 of its tools are labeled read-only.
- Overall it scored 95/100 on 29 Oct 2026.
A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.
What it can do
2 tools, in the server's own words.
check_ai_visibilityread-onlyScores how well AI search engines (ChatGPT, Perplexity, Gemini, Google AI Overviews) can find, read and understand a website.
check_ai_crawlersread-onlyShows which of 20 AI crawlers can read a website's homepage: AI search and answer bots (OAI-SearchBot, ChatGPT-User, Claude-SearchBot, PerplexityBot, Googlebot…
Test results
Safe mode: only tools labeled read-only were run. How the test works
- !Ready for the newest MCP versionnote
1 warning
- !Uses an older MCP version (2025-11-25). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
- ✓ConnectsConnected in 436 mspass
- ✓Lists its toolsFound 2 toolspass
- ✓Every tool is describedAll 2 tools and their inputs are describedpass
- ✓Tools are labeled safe or dangerousEvery tool has a safety labelpass
- ✓No hidden instructionsNo hidden instructions found in tool descriptionspass
- ✓Tools work with good inputspass
All good
- ✓check_ai_visibility: Answered with an error, probably because of our sample input: Pass a public website as a domain, for example "example.com".
- ✓check_ai_crawlers: Answered with an error, probably because of our sample input: Pass a public website as a domain, for example "example.com".
- ✓Bad inputs give a clean errorpass
All good
- ✓check_ai_visibility: Refused missing required input "domain" with a clear error
- ✓check_ai_visibility: Refused wrong type for "domain" with a clear error
- ✓check_ai_crawlers: Refused missing required input "domain" with a clear error
- ✓check_ai_crawlers: Refused wrong type for "domain" with a clear error
- ✓Fast enoughpass
All good
- ✓Connecting took 436 ms
- ✓Listing tools took 56 ms
- ✓Average tool answer: 89 ms
- ✓check_ai_visibility: Slowest tool: check_ai_visibility (117 ms)
- ✓No secrets leakedChecked 6 error messages: no secrets or internal detailspass
- ✓Follows MCP best practices (not scored yet)Tool names, safety labels and tool list size follow the MCP guidepass
- –Tools work togetherNo safe tool returned data to start a chain from, so chains were not tested (not counted either way)not tested
Test it yourself
Free and open source. Same checks, same score.
npx qamcp-cli https://www.fourwardhq.com/mcpShow this score on GitHub
Free for every server in the directory. Paste this into your README: the badge shows the score from our latest test.
[](https://qamcp.dev/s/com-fourwardhq-fourward.html)Score over time
- 29 Oct 202695
One test so far. New tests will show here.
Reviews
Coming soon: reviews from people who use Fourward AI visibility tools, signed in with GitHub, one per person. Reviews never change the score.
QAmcp Monitor (coming soon) tests it every hour and emails you when it goes down, the score drops, a tool changes or a secret leaks. You'll also be able to claim this page and get a verified owner mark. Founding price: $19/month for life for the first 50 teams.
Have a concern, or want it removed? Ask us and we'll take it off the list. How the directory works