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devtodevtools

Your Agent Planned the Right Tools. It Still Crashed the Machine.

Agent correctly selected tools but still crashed, showing gaps in integration robustness.

Steady

18

signal score

Accelerating

7-day est. ~33

Why this scored 18

every term, weighted
Velocity+0.0 / 40 max

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+10.8 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities are talking about the same entity

Recency+8.5 / 10 max

Decays to zero over 14 days

Saturation penalty0.9 / 30 max

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite18.4

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~33

range 045

14-day

~37

range 051

30-day

~38

range 057

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

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[![Signalcrest signal](https://www.signalcrest.app/api/badge/dev%3A4495004)](https://www.signalcrest.app/topic/dev%3A4495004)

Drop this in a README or blog post — it updates automatically as the score moves.