Every conversation below is a real session with Clamp's MCP server. No dashboard. No setup beyond the initial install.
You open your IDE before writing any code. One question gets you the full picture.
› how's the site doing today?
1,247 sessions today (up 12% vs yesterday)
Top pages: /pricing (289), /features (214), /blog/how-to-send-invoices-faster (198)
Bounce rate: 34% (steady)
3 visitors on the site right now
› where's the traffic coming from?
Organic:58%(Google, mostly “invoicing software for freelancers”)
Direct: 24%
Referral: 18%top referrer is producthunt.com (142 sessions)
› how's the Product Hunt traffic converting?
PH visitors: 142 sessions
/pricing views: 41 (29%)
signups: 8 (5.6% of PH traffic)
above average. site-wide signup rate is 3.2%
30 seconds. No tabs, no filters, no login. Three questions, full picture.
You pushed a pricing page redesign 2 hours ago.
› I just deployed a pricing page update. how's it performing?
/pricing in the last 2 hours:
Sessions:89(vs 72 same window yesterday, +24%)
Bounce rate:28%(was 35%)
/pricing → /signup:11.2%(was 7.8%)+43%
desktop drove the lift. mobile is flat.
› break it down by device
Desktop:14.3%(was 8.1%)+76%
Mobile:6.8%(was 7.2%)↓
Tablet:too few sessions to be meaningful (4)
› anything look broken on mobile?
No error events on mobile in the last 2 hours.
Mobile bounce rate is 41% (was 39%), within normal range.
The conversion dip might be layout-related. Worth checking viewport < 390px.
Deploy validated without leaving your editor. Desktop wins, mobile needs a look. Total time: 45 seconds.
Your onboarding has four steps. You want to know which one kills activation.
› build a funnel: signup → create workspace → send first invoice → invite teammate
Funnel created. Last 30 days:
signup2,847100%
↓create workspace1,82264%
↓send first invoice65536%← biggest drop
↓invite teammate19830%
Overall: signup → invite teammate = 7.0%
› why is create workspace → send first invoice so low?
Median time from create workspace to abandon: 4m 12s
61% of drop-offs happen on the invoice template screen
Mobile users convert at 18% vs desktop at 42%
› show me that funnel for just US users
US only (last 30 days):
signup982100%
↓create workspace70171%
↓send first invoice29442%← still biggest drop, but better
↓invite teammate9833%
US converts 42% at the invoice step vs 36% overall.
From “something's wrong” to “the invoice template screen loses 64% of users in under 5 minutes, especially on mobile” in three questions.
You're posting on Twitter, running LinkedIn ads, and listed on Capterra. You want to know what's worth it.
› which referral sources send the most signups?
Top converting referrers (last 30 days):
twitter.com341 sessions→28 signups8.2%
linkedin.com289 sessions→19 signups6.6%
capterra.com187 sessions→14 signups7.5%
google (organic)1,204 sessions→38 signups3.2%
producthunt.com94 sessions→11 signups11.7%
› which countries have the highest conversion?
Top 5 by signup rate:
Germany8.4%
Netherlands7.9%
US5.1%
UK4.8%
Canada4.2%
› show me traffic from google over the last 90 days
Google organic sessions (90d, weekly):
W1: 198 · W2: 212 · W3: 241 · W4: 289
W5: 301 · W6: 287 · W7: 334 · W8: 318
W9: 342 · W10: 389 · W11: 412 · W12: 438
W13: 461
Trending up. +133% from week 1 to week 13.
Product Hunt sends the fewest visitors but converts the best. Google is trending up 133% over the quarter. You'd need three different reports in GA4 to get this picture.
You didn't ask anything. Clamp noticed on its own.
[clamp] heads up. /signup bounce rate jumped 22% since yesterday.
Isolated to mobile Safari, viewport < 390px.
Started after yesterday's deploy (merged 3:41pm).
Likely cause: hero section overflow pushing CTA below fold.
› show me the /signup numbers before and after that deploy
Before yesterday's deploy (7 days prior):
Mobile bounce rate:31%
Mobile signup rate:6.8%
After yesterday's deploy (last 18 hours):
Mobile bounce rate:53%
Mobile signup rate:2.1%
Desktop is unaffected (bounce: 24% → 25%).
› create an alert if /signup bounce rate goes above 40% again
Done. Watching /signup bounce rate daily.
Alert fires on next MCP connection if bounce_rate > 40%.
The agent caught a regression you wouldn't have noticed for days. Narrowed it to the device, viewport, and deploy. Fixed before most users saw it.
You want a weekly pulse without opening anything.
› send me a weekly summary every Monday
Weekly report created. First one goes out next Monday.
Includes: sessions, top pages, referrers, signup rate, bounce rate.
› also alert me if daily signups drop below 10
Alert set. Checking daily.
If signups < 10 in any 24-hour window, you'll see it on next connection.
› and if bounce rate on /pricing goes above 50%
Done. Two alerts active:
1.signups < 10/day
2./pricing bounce_rate > 50%
Both checked daily, alerts surface on MCP connect.
Set it once, never think about it again. Your agent watches while you build.
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