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Startup Intelligence
Markets
  • Signal Feed
  • Startups
  • Categories
  • Founders
  • Revenue
  • Beyond the launch
Intelligence
  • Content Desk
  • Editorial QA
  • Ask Market
  • Signature Index
  • Trends
Lab
  • Metric Bench
  • Tagline Lab
  • Smart Search
Yours
  • Watchlist
  • Alerts
  • Search
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17,655 products · 85,709 snapshots
mcpspan

mcpspan

Quiet signal

Analytics for MCP servers: see how AI agents use your tools

Launched 23d ago
Signal
17
Velocity
0

What this means

40%Vote pace is below typical for this category.
Running at 40% of comparable launches.
10Founder Conviction Index: 10 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability
3%
today
Projected end-of-day votes
2range 2–3
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
0.4×
280 comparable launches

About

mcpspan shows how AI agents actually use your MCP server: which tools they call and from which client, how long calls take, how they fail, and what agents ask for that your server doesn't have. It also shows what your tool list costs agents in tokens, and which tools they never use. Open source (MIT), with SDKs in eight languages: TypeScript, Python, Go,NET, Java, Rust, Ruby and PHP. Self-host it free with every feature, or let mcpspan Cloud run it.

Attention & discussion velocity

Performance

Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured

Signal sources

1 of 6 active
  • Launch tracking2 readings since we picked it up
  • AI analysisnot yet enriched
  • Comment intelligencethread not yet analysed
  • Outside discussionnot checked — domain is a storefront or shared
  • Revenue signalsno match on this domain
  • Editorial scoringbelow the signal threshold for this pass

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

Founders

Kacper
@krwn
rep 13
Kacper
@krwn · hunter

Topics

AnalyticsDeveloper ToolsGitHubOpen Source