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Signals
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Ryze-AI-Adgent/open-seo-mcp-skills

Establishedrank #185

Free SEO MCP server + open-source SEO and GEO skills for Claude: keyword research, rank tracking, audits, backlinks, AI visibility on your real GSC/GA4/ads data. claude mcp add ryze --transport http https://connector.get-ryze.ai/mcp

4.2k+1.5k · 7d 364 50est. MITShellpushed 12d ago

Composite

66

conf 65%

Momentum

67

conf 60%

Vitality (PVI)

70

conf 67%

Community

58

conf 60%

Security & maint.

67

conf 85%

Ecosystem influence

62

conf 60%

Opportunity

57

conf 60%

Breakout · 7d

49%

conf 71%

Executive summary

open-seo-mcp-skills is currently classified as established with a composite score of 66/100. Momentum (67) and vitality (70) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 1,454 stars against a 4.2k-star base. Risk is assessed as moderate; the interpretable model puts its probability of entering the top trend cohort within 7 days at 49%.

90-day trajectory

+6.3k · 30d
2026-07-092026-10-06

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%88
Star accelerationest.15%49
Fork velocityest.10%87
Contributor growthest.10%63
Issue activity growthest.10%8
PR activity growthest.10%57
External mention velocityest.10%100
Release event impactest.5%85
Trending-rank persistenceest.5%38

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

Project Vitality Index

Commit consistency20%60
Release cadenceest.15%69
PR responsivenessest.15%78
Issue responsivenessest.15%90
Contributor diversityest.10%63
Maintainer continuityest.10%64
Documentation qualityest.5%71
Dependency freshnessest.5%56
Security hygieneest.5%74

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

Security & maintenance

Release recency25%70
License clarity20%92
Maintenance status25%60
Dependency stalenessest.15%52
Bus factorest.15%53

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

Ecosystem influence

Dependent repositoriesest.30%66
Quality-weighted dependentsest.20%50
Documentation citationsest.15%84
Contributor overlapest.15%41
Registry adoptionest.10%29
Topic centralityest.10%100

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