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MemPalace/mempalace

Establishedrank #12

The best-benchmarked open-source AI memory system. And it's free.

59.5k+4k · 7d 7.6k 270est. MITPythonpushed 19h ago
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Composite

77

conf 65%

Momentum

83

conf 60%

Vitality (PVI)

74

conf 67%

Community

62

conf 60%

Security & maint.

89

conf 85%

Ecosystem influence

74

conf 60%

Opportunity

62

conf 60%

Breakout · 7d

51%

conf 71%

Executive summary

mempalace is currently classified as established with a composite score of 77/100. Momentum (83) and vitality (74) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 3,961 stars against a 59.5k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 51%.

Analyst note

AI-drafted · numbers from tracked data

The relationship between momentum and vitality suggests that the project is gaining traction, with a current momentum score of 83/100. This indicates that the team has successfully implemented key features and is receiving positive feedback from users. The vitality score of 74/100 implies that the user base is growing steadily, which could be a strong indicator for adoption. However, the high security-maintenance ratio (89/100) suggests that there may be some ongoing issues with stability and reliability. This could impact the overall user experience and make it more challenging to maintain and update the project over time.

90-day trajectory

+18.3k · 30d
2026-07-172026-10-14

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%100
Star accelerationest.15%46
Fork velocityest.10%99
Contributor growthest.10%89
Issue activity growthest.10%100
PR activity growthest.10%84
External mention velocityest.10%64
Release event impactest.5%69
Trending-rank persistenceest.5%73

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%97
Release cadenceest.15%71
PR responsivenessest.15%70
Issue responsivenessest.15%47
Contributor diversityest.10%90
Maintainer continuityest.10%74
Documentation qualityest.5%89
Dependency freshnessest.5%66
Security hygieneest.5%41

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%98
License clarity20%92
Maintenance status25%97
Dependency stalenessest.15%63
Bus factorest.15%84

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%94
Quality-weighted dependentsest.20%67
Documentation citationsest.15%57
Contributor overlapest.15%54
Registry adoptionest.10%55
Topic centralityest.10%100

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption