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modelcontextprotocol/python-sdk

Establishedrank #97

The official Python SDK for Model Context Protocol servers and clients

24.5k+731 · 7d 4k 147est. MITPythonpushed 3m ago
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Composite

72

conf 65%

Momentum

61

conf 60%

Vitality (PVI)

81

conf 67%

Community

58

conf 60%

Security & maint.

94

conf 85%

Ecosystem influence

69

conf 60%

Opportunity

66

conf 60%

Breakout · 7d

52%

conf 71%

Executive summary

python-sdk is currently classified as established with a composite score of 72/100. Momentum (61) and vitality (81) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 731 stars against a 24.5k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 52%.

90-day trajectory

+3k · 30d
2026-07-052026-10-02

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%80
Star accelerationest.15%52
Fork velocityest.10%77
Contributor growthest.10%68
Issue activity growthest.10%62
PR activity growthest.10%50
External mention velocityest.10%28
Release event impactest.5%62
Trending-rank persistenceest.5%42

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

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%88
PR responsivenessest.15%81
Issue responsivenessest.15%54
Contributor diversityest.10%80
Maintainer continuityest.10%92
Documentation qualityest.5%72
Dependency freshnessest.5%69
Security hygieneest.5%63

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

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%71
Bus factorest.15%97

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

Ecosystem influence

Dependent repositoriesest.30%88
Quality-weighted dependentsest.20%73
Documentation citationsest.15%66
Contributor overlapest.15%27
Registry adoptionest.10%56
Topic centralityest.10%89

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