MCPJam

Strong signal

The testing & evaluations platform for MCP servers

Launched 1mo ago

Signal

Velocity

What this means

Decaying

Vote pace down to 5% of launch speed.

19Founder Conviction Index: 19 — low signal.

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

Prediction

Top-5 finish probability

16%

today

Projected end-of-day votes

155range 116–209

Trajectory

decaying

Vote pace down to 5% of launch speed.

About

Run User Testing, Swarms, Evals, and CI/CD gates on your MCP server to see if users actually succeed in ChatGPT, Claude, and Copilot. Test local servers via desktop app, CLI, or SDK.

AI Summary

MCPJam is a testing and evaluation platform designed for MCP servers, enabling user testing and continuous integration/continuous deployment (CI/CD) gates for AI models like ChatGPT, Claude, and Copilot. It supports local server testing through a desktop app, command-line interface (CLI), or software development kit (SDK).

Attention & discussion velocity

Performance

Velocity4

Vote pace vs average

Momentum4

Sustained over 6h

Virality15

Spread × engagement

Engagement55

Discussion per unit of attention

Signal sources

2 of 6 active

Launch tracking9 readings since we picked it up
AI analysisDeveloper Infrastructure
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.