Python · MIT
Emmimal/context-engine
A pure-Python context management layer for LLM systems — retrieval, re-ranking, memory decay, and token-budget enforcement in one pipeline.
★ 199
Stars
29 forks · 0 open issues
+1.0/wk
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
21.4
Momentum / 100
see the breakdown below
7mo ago
Created
last push 5mo ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 1.1 | +1.0/wk, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 12.9 | last week ran 1.86× the monthly pace |
| Freshness | 15 | 0.7 | last push 5mo ago; decays to zero at 180 days |
| Scale | 15 | 6.7 | 199 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 21.4 | sum of the above |
Detail
| Topics | context-engineeringlarge-language-modelsllmprompt-engineeringrag |
| Matched on | LLM & Inference (large-language-models) |
| Short window | +1 stars over 7 days = 0.1/day |
| Long window | +2 stars over 26 days = 0.1/day |
| Lifetime average | 0.95 stars/day over 209 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |