The SuperGitSight Algorithm

A comprehensive 8-metric scoring system that evaluates developers across consistency, contribution, reliability, impact, security, maintainability, ambition, and growth.

KCRISMAG

Consistency

SOFT

Daily cadence, streaks, and recent momentum.

Contribution

SOFT

Influential open-source depth and breadth.

Reliability

HARD

Shipping quality without regressions.

Impact

SOFT

Reach through stars, adoption, and standout repos.

Security

HARD

Dependabot coverage, alert response, and CI hygiene.

Maintainability

HARD

Documentation rigor, architecture clarity, active upkeep.

Ambition

BUILDER

Builder mindset: originality, cross-domain reach, systems thinking.

Growth

SOFT

Language diversity and forward velocity.

ACID® Builder Skills Evaluation for Uniqueness

New Feature

We conduct in-depth analysis of your repositories to evaluate their uniqueness and innovation potential through our proprietary ACID® scoring system, which meticulously examines Architecture, Cross-Domain integration, Innovation approaches, and Documentation quality to identify truly groundbreaking projects.

Architecture
Evaluates the structural design and organization of the codebase.
Cross-Domain
Measures integration across different technical domains and technologies.
Impact
Assesses the novelty and creative approaches in the project.
Documentation
Reviews the quality and completeness of project documentation.

How We Score Developers

Our scoring algorithms are completely transparent. We analyze public GitHub activity using two comprehensive frameworks: KCRISMAG for overall developer assessment and ACID for repository quality.

The Magic Formula
A comprehensive 8-metric scoring system that evaluates developers across consistency, contribution, reliability, impact, security, maintainability, ambition, and growth.
magic-formula.ts
// Overall Rating CalculationOverall Rating = 30% Hard Skills + 40% Soft Skills + 30% Builder Skills// Skill Categories Breakdown┌─────────────────────────────────────────────────────────┐│ Hard Skills (30%)                                       ││ ─────────────────────────────────────────────────────── ││ • Security                                              ││ • Maintainability                                       ││ • Reliability                                           ││                                                         │└─────────────────────────────────────────────────────────┘┌─────────────────────────────────────────────────────────┐│ Soft Skills (40%)                                       ││ ─────────────────────────────────────────────────────── ││ • Growth                                                ││ • Consistency                                           ││ • Contribution                                          ││ • Impact                                                │└─────────────────────────────────────────────────────────┘┌─────────────────────────────────────────────────────────┐│ Builder Skills (30%)                                    ││ ─────────────────────────────────────────────────────── ││ • Uniqueness                                            ││                                                         ││ Evaluated with:                                         ││   - ACID® scoring system                                │└─────────────────────────────────────────────────────────┘// Data SourcesWe scan through:  • Public repositories  • Private repositories (with permission)  • Other GitHub stats// Aggregation ProcessAggregate scan results → Overall score with 3 categories