Toad

Notable signal

Point your agent at any machine you own.

Launched 28d ago

Signal

Velocity

What this means

4.3×Growing 4.3× faster than the typical AI Agents launch.

Compared to 234 AI Agents launches at the same age.

17Founder Conviction Index: 17 — low signal.

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

Prediction

Top-5 finish probability

25%

today

Projected end-of-day votes

55range 41–74

Trajectory

stable

Vote pace holding steady.

Speed vs peers

4.3×

234 AI Agents launches

About

Toad lets Claude, Claude Code, Cursor, or any MCP client run commands and work with files on all your machines through one MCP server. Install a small service on each machine. No open ports, and every change asks for your approval.

AI Summary

Toad enables agents like Claude and Cursor to execute commands and manage files across multiple machines via a single MCP server, requiring minimal installation. The service operates securely without open ports, with all changes subject to user approval.

Attention & discussion velocity

Performance

Velocity0

Vote pace vs average

Momentum0

Sustained over 6h

Virality0

Spread × engagement

Engagement18

Discussion per unit of attention

Signal sources

2 of 6 active

Launch tracking9 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 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.