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Rank #1002 · on radar since 2026-07-03

constellation-engine

Most AI agents forget you the moment the tab closes. Constellation Engine gives them a hippocampus — a living star map with spreading activation, Hebbian writeback, episodic recall, and post-turn consolidation. Local-first, model-agnostic, AGPL.

Visit homepage ↗vector-databasellmharnessmemory+14GitHub

Momentum

42.2
24h7d

Why it's ranked

Every score decomposes into published factors — the same math for every tool, paid or not. Read the methodology →

Velocity (weighted, cohort-normalized)0.438
Signal decay0.995
Corroboration1.000
Quality gate1.000

Raw signals (30 days)

github · forks11 latest · 2 snapshots
github · stars60 latest · 2 snapshots