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punkpeye/awesome-mcp-servers

Saturatedrank #9

A collection of MCP servers.

95.6k+2.4k · 7d 16.7k 507est. MITUnknownpushed 21h ago
Compare View on GitHub

Composite

77

conf 65%

Momentum

74

conf 60%

Vitality (PVI)

72

conf 67%

Community

72

conf 60%

Security & maint.

90

conf 85%

Ecosystem influence

83

conf 60%

Opportunity

64

conf 60%

Breakout · 7d

51%

conf 71%

Executive summary

awesome-mcp-servers is currently classified as saturated with a composite score of 77/100. Momentum (74) and vitality (72) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 2,397 stars against a 95.6k-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 momentum-vs-vitality relationship indicates that the project has shown significant growth and adoption (momentum of 74/100), with a relatively high level of project vitality. However, this is balanced by lower levels of security maintenance, suggesting that while the project may be well-adopted, it still requires attention to its underlying infrastructure. Given these metrics, adopting or building on the awesome-mcp-servers repository now could be beneficial if one prioritizes maintaining a robust and secure server environment.

90-day trajectory

+10.6k · 30d
2026-06-302026-09-27

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%94
Star accelerationest.15%49
Fork velocityest.10%87
Contributor growthest.10%100
Issue activity growthest.10%74
PR activity growthest.10%74
External mention velocityest.10%23
Release event impactest.5%81
Trending-rank persistenceest.5%68

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

Project Vitality Index

Commit consistency20%97
Release cadenceest.15%94
PR responsivenessest.15%41
Issue responsivenessest.15%40
Contributor diversityest.10%100
Maintainer continuityest.10%67
Documentation qualityest.5%61
Dependency freshnessest.5%70
Security hygieneest.5%58

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

Security & maintenance

Release recency25%98
License clarity20%92
Maintenance status25%97
Dependency stalenessest.15%55
Bus factorest.15%100

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

Ecosystem influence

Dependent repositoriesest.30%100
Quality-weighted dependentsest.20%93
Documentation citationsest.15%83
Contributor overlapest.15%53
Registry adoptionest.10%68
Topic centralityest.10%76

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