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Signals
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awslabs/mcp

Emergingrank #149

Open source MCP Servers for AWS

9.9k+413 · 7d 1.8k 147est. Apache-2.0Pythonpushed 12m ago
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Composite

73

conf 65%

Momentum

62

conf 60%

Vitality (PVI)

78

conf 67%

Community

61

conf 60%

Security & maint.

95

conf 85%

Ecosystem influence

78

conf 60%

Opportunity

55

conf 60%

Breakout · 7d

65%

conf 71%

Executive summary

mcp is currently classified as emerging with a composite score of 73/100. Momentum (62) and vitality (78) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 413 stars against a 9.9k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 65%.

90-day trajectory

+1.6k · 30d
2026-08-022026-10-30

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%73
Star accelerationest.15%54
Fork velocityest.10%61
Contributor growthest.10%62
Issue activity growthest.10%84
PR activity growthest.10%40
External mention velocityest.10%39
Release event impactest.5%65
Trending-rank persistenceest.5%66

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%94
PR responsivenessest.15%71
Issue responsivenessest.15%57
Contributor diversityest.10%80
Maintainer continuityest.10%62
Documentation qualityest.5%80
Dependency freshnessest.5%85
Security hygieneest.5%51

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%87
Bus factorest.15%91

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

Ecosystem influence

Dependent repositoriesest.30%81
Quality-weighted dependentsest.20%72
Documentation citationsest.15%68
Contributor overlapest.15%77
Registry adoptionest.10%72
Topic centralityest.10%100

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