CrawlRaven MCP

Strong signal

Your SEO work, done from your AI agent

Launched 8h ago

Signal

Velocity

What this means

1.9×Growing 1.9× faster than the typical AI Agents launch.

Compared to 14 AI Agents launches at the same age.

31%Mid-tier finish likely.

Projecting attention of 134 by end of day-1.

Low discussion activity despite the attention.

Audience is voting but not engaging — could signal weak product-market fit.

18Founder Conviction Index: 18 — low signal.

Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability

31%

today

Projected end-of-day votes

134range 101–181

Trajectory

stable

Not enough snapshots yet to detect trajectory.

Speed vs peers

1.9×

14 AI Agents launches

About

CrawlRaven joins Search Console, GA4, your keyword lists, and a technical crawl of your site into one plan, ranked by impact: what to fix, update and write first. Ask for it in Claude, ChatGPT or Cursor through our MCP server and get answers from your own data.

AI Summary

CrawlRaven MCP integrates data from Search Console, GA4, keyword lists, and technical site crawls to prioritize SEO tasks based on impact. Users can query the system via AI agents like Claude, ChatGPT, or Cursor for tailored insights.

Attention & discussion velocity

Performance

Velocity0

Vote pace vs average

Momentum0

Sustained over 6h

Virality0

Spread × engagement

Engagement7

Discussion per unit of attention

Editorial read

Scored deterministically. Only candidates that fire a story trigger are sent to a model, so this one has no written angle.

ThinLittle evidence and no strong angle. Nothing to build on yet.

95/8

Timeliness5%100

carried 7%

Trend20%32

carried 27%

Novelty15%6

carried 20%

Business15%4

carried 20%

Story20%0

carried 27%

Not measured · 3 of 8

Revenue10%—

Founder10%—

Cross-platform5%—

Gaps in our data, not findings about the product. Their weight is redistributed across the 5 we did measure.

measuredmeasured, zeronot measured

Full audit →

Signal sources

3 of 6 active

Launch tracking2 readings since we picked it up
AI analysisAI Agents
Comment intelligencethread not yet analysed
Outside discussionnot checked — domain is a storefront or shared
Revenue signalsno match on this domain
Editorial scoring23% evidence coverage

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.