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DeusData/codebase-memory-mcp

Breakoutrank #41

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

46.5k+5k · 7d 3.8k 230est. MITCpushed 23h ago

Composite

75

conf 65%

Momentum

79

conf 60%

Vitality (PVI)

73

conf 67%

Community

59

conf 60%

Security & maint.

91

conf 85%

Ecosystem influence

73

conf 60%

Opportunity

71

conf 60%

Breakout · 7d

84%

conf 71%

Executive summary

codebase-memory-mcp is currently classified as breakout with a composite score of 75/100. Momentum (79) and vitality (73) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 4,951 stars against a 46.5k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 84%.

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%58
Fork velocityest.10%100
Contributor growthest.10%79
Issue activity growthest.10%54
PR activity growthest.10%65
External mention velocityest.10%100
Release event impactest.5%74
Trending-rank persistenceest.5%37

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

Project Vitality Index

Commit consistency20%97
Release cadenceest.15%89
PR responsivenessest.15%60
Issue responsivenessest.15%43
Contributor diversityest.10%88
Maintainer continuityest.10%59
Documentation qualityest.5%70
Dependency freshnessest.5%59
Security hygieneest.5%80

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

Security & maintenance

Release recency25%98
License clarity20%92
Maintenance status25%97
Dependency stalenessest.15%78
Bus factorest.15%80

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

Ecosystem influence

Dependent repositoriesest.30%88
Quality-weighted dependentsest.20%76
Documentation citationsest.15%36
Contributor overlapest.15%62
Registry adoptionest.10%63
Topic centralityest.10%100

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