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Signals
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Graphify-Labs/graphify

Breakoutrank #9

Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.

126.1k+15.1k · 7d 12.2k 282est. Apache-2.0Pythonpushed 16h ago
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Composite

78

conf 65%

Momentum

82

conf 60%

Vitality (PVI)

65

conf 67%

Community

74

conf 60%

Security & maint.

95

conf 85%

Ecosystem influence

76

conf 60%

Opportunity

66

conf 60%

Breakout · 7d

82%

conf 71%

Executive summary

graphify is currently classified as breakout with a composite score of 78/100. Momentum (82) and vitality (65) diverge — attention is running ahead of maintenance depth. Estimated 7-day gain of 15,133 stars against a 126.1k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 82%.

Analyst note

AI-drafted · numbers from tracked data

The momentum-vs-vitality relationship suggests that a project's current momentum (82/100) is higher than its vital value (65/100). This indicates that the project has gained significant traction and attention, which could be a good sign for adoption. However, it also means that the project lacks significance in terms of vital value, implying that adopting or building on Graphify-Labs may not bring substantial benefits to users.

Video breakdown

@gptaiclips on YouTube
Connect Claude Desktop to Graphify: Live Notion Knowledge Graphs in Minutes (MCP Tutorial)Connect Claude Desktop to Graphify: Live Notion Knowledge Graphs in Minutes (MCP Tutorial)4mo agoMonetizing Tech Debt: $87K From Legacy Code (Graphify + Claude + Obsidian)Monetizing Tech Debt: $87K From Legacy Code (Graphify + Claude + Obsidian)5mo agoLearn ANYTHING 10x Faster (Perplexity + Graphify + Obsidian Stack) #shortsLearn ANYTHING 10x Faster (Perplexity + Graphify + Obsidian Stack) #shorts5mo ago

90-day trajectory

+58.1k · 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%56
Fork velocityest.10%100
Contributor growthest.10%87
Issue activity growthest.10%97
PR activity growthest.10%42
External mention velocityest.10%100
Release event impactest.5%64
Trending-rank persistenceest.5%60

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

Project Vitality Index

Commit consistency20%98
Release cadenceest.15%78
PR responsivenessest.15%47
Issue responsivenessest.15%35
Contributor diversityest.10%91
Maintainer continuityest.10%49
Documentation qualityest.5%56
Dependency freshnessest.5%50
Security hygieneest.5%41

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

Security & maintenance

Release recency25%98
License clarity20%92
Maintenance status25%98
Dependency stalenessest.15%86
Bus factorest.15%100

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

Ecosystem influence

Dependent repositoriesest.30%98
Quality-weighted dependentsest.20%72
Documentation citationsest.15%77
Contributor overlapest.15%35
Registry adoptionest.10%50
Topic centralityest.10%100

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