Model Intelligence

NeoPlus

"Model-Space Intelligence + Repo Build Advisor"

A mobile-first platform that monitors the AI model ecosystem in real time and scans GitHub repositories for ML best-practice issues. Track model releases, assess repo health, and get actionable recommendations.

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29+ AI Models Tracked
12 Providers
A-F Risk Grading
Core Capabilities

Three Pillars of Intelligence

From model tracking to actionable recommendations.

Model Space Tracker

  • HuggingFace polling every 6 hours
  • New model & update detection
  • License change monitoring
  • Security advisory alerts

Repo Build Mapper

  • GitHub repo scanning via OAuth
  • Framework & model detection
  • A-F risk grading system
  • Infrastructure analysis

Advisor + Patch Plan

  • Ranked recommendations
  • File-level fix suggestions
  • Implementation steps
  • YAML-based rule engine
Platform Features

Built for AI Engineers

Everything you need to stay ahead of the model ecosystem.

Model Space Feed

Live feed of AI model events across 10+ curated organizations. Track releases, updates, deprecations, and security advisories.

GitHub Integration

OAuth-based repo connection with AES-256-GCM token encryption. Scan repositories for ML best-practice compliance.

Risk Grading

Automated A-F grading for repository health covering reproducibility, security, performance, and compliance.

AI Model Catalog

Curated catalog of 29+ models across 12 providers including Gemini, DeepSeek, OpenAI, Llama, Qwen, and more.

Smart Notifications

Event-driven alerts for model updates, license changes, and security vulnerabilities relevant to your repositories.

Rule Engine

10 YAML-based rules covering reproducibility, security, performance, and compliance with extensible architecture.

Technical Stack

Modern Full-Stack Architecture

Built with a React Native frontend and Express.js backend, powered by PostgreSQL and real-time data pipelines.

React Native + Expo SDK 51 Mobile-first glassmorphism UI
Express.js + Prisma ORM PostgreSQL on Neon with background workers
Firebase Auth + AES-256-GCM Secure authentication and token encryption
Octokit + GitHub OAuth Repository scanning and analysis
build_mapper.js 
class BuildMapper {
    /** Scan repos for ML best practices. */

    async scanRepository(repo) {
        // Detect models & frameworks
        const buildMap = await this.analyze(repo);

        // Apply rule engine
        const grade = this.ruleEngine.evaluate(
            buildMap, { rules: 'all' }
        );

        // Generate recommendations
        return this.advisor.recommend(grade);
    }
}
Roadmap

What's Next

Upcoming features and improvements.

Complete

Model Space Feed v1

HuggingFace polling, event classification, and curated organization tracking.

Complete

Build Map + Risk Grading

GitHub repo scanning with A-F grading and rule engine evaluation.

In Progress

Push Notifications

Real-time alerts for model updates and security advisories.

Planned

Team Collaboration

Shared workspaces and team-level repo scanning with role-based access.

Stay Ahead of the AI Ecosystem

NeoPlus keeps you informed about model releases and repo health.

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