Second Commit

AI-powered Predictive Intelligence Engine for reviving abandoned software projects.

Team Information

Field	Details
Team Name	Commit2.0
Team Leader	Akshara Dixit
Team Leader Email	dixitakshara96@gmail.com
Team Leader Phone Number	9682729612
Team Size	3

Problem Statement

Predictive Intelligence Engine – Develop a system that predicts future trends using historical and real-time data.

Project Title

Second Commit

Project Description

Second Commit predicts the revival potential of abandoned GitHub repositories using historical repository data, real-time developer activity, Retrieval-Augmented Generation (RAG), and a CrewAI multi-agent system. It helps founders discover reusable software projects, estimate feasibility, identify contributors, and generate explainable revival plans.

Features

• Repository revival prediction
• GitHub repository search
• Multi-agent AI analysis
• RAG-powered reports
• Contributor recommendation
• AI-generated outreach
• Explainable predictions
• Startup, Freelancer & Admin dashboards

Overall Architecture

flowchart LR
User-->React
React-->FastAPI
FastAPI-->Postgres
FastAPI-->Qdrant
FastAPI-->GitHub
FastAPI-->CrewAI
CrewAI-->RepoAgent
CrewAI-->DocAgent
CrewAI-->HealthAgent
CrewAI-->TrendAgent
CrewAI-->SkillAgent
CrewAI-->CommAgent
CrewAI-->LLM
LLM-->Report
Report-->React

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Complete Platform Flow

flowchart TD
Register-->Startup
Register-->Freelancer
Register-->Admin
Startup-->Idea
Idea-->Search
Search-->Analysis
Analysis-->Report
Report-->Recommend
Freelancer-->GitHubProfile
GitHubProfile-->SkillExtraction
SkillExtraction-->Recommend
Recommend-->Outreach
Outreach-->Revival
Admin-->Analytics

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Startup Owner Flow

flowchart TD
Login-->Dashboard-->SubmitIdea-->AIRefine-->SearchGitHub-->SelectRepo-->MultiAgent-->RevivalReport-->RecommendContributors-->Outreach-->Revival

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Freelancer Flow

flowchart TD
Register-->Profile-->ConnectGitHub-->ExtractSkills-->Recommendations-->Invitation-->JoinProject

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Admin Flow

flowchart TD
Login-->Analytics-->Users-->Repositories-->Reports-->Monitoring

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Backend

flowchart LR
React-->FastAPI
FastAPI-->Auth
FastAPI-->RepositoryService
FastAPI-->AIService
RepositoryService-->GitHubAPI
AIService-->CrewAI
AIService-->Qdrant
FastAPI-->PostgreSQL

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Multi-Agent Pipeline

flowchart LR
Repository-->RepositoryReader-->DocumentationAgent-->CodeHealthAgent-->TrendPredictionAgent-->SkillGapAgent-->CommunicationAgent-->FinalReport

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AI Modules

Repository Reader

• Reads commits, README, issues and pull requests.
• Creates repository summary.

Documentation Agent

• Scores documentation quality.
• Detects missing documentation.

Code Health Agent

• Measures repository health.
• Estimates maintenance effort.

Trend Prediction Agent

• Predicts future technology relevance.
• Detects ecosystem trends.

Skill Gap Agent

• Finds missing skills.
• Matches contributors.

Communication Agent

• Generates outreach emails.
• Personalizes invitations.

RAG Pipeline

flowchart LR
GitHub-->Embeddings-->Qdrant-->Retriever-->LLM-->RevivalReport

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Explainable AI

flowchart TD
HistoricalData-->ForecastModel-->ReasoningEngine-->NaturalLanguageExplanation-->User

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Database ER Diagram

erDiagram
USER ||--o{ PROJECT : owns
PROJECT ||--o{ ANALYSIS : generates
PROJECT ||--o{ INVITATION : sends
USER ||--o{ PROFILE : has
PROFILE ||--o{ SKILL : contains
USER{
uuid id
string name
string role
}
PROJECT{
uuid id
string title
}
ANALYSIS{
uuid id
float revival_score
}
PROFILE{
uuid id
string github
}
SKILL{
uuid id
string technology
}
INVITATION{
uuid id
string status
}

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Sequence Diagram

sequenceDiagram
participant U as User
participant F as Frontend
participant B as Backend
participant G as GitHub
participant A as CrewAI
participant L as LLM
U->>F: Submit Idea
F->>B: Request
B->>G: Fetch Repo
G-->>B: Data
B->>A: Analyze
A->>L: RAG Context
L-->>A: Prediction
A-->>B: Report
B-->>F: Response
F-->>U: Dashboard

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Tech Stack

Frontend

• React
• Vite
• Tailwind CSS
• shadcn/ui
• Framer Motion

Backend

• FastAPI
• Python
• Celery
• Redis
• JWT
• Pydantic

Database

• PostgreSQL
• Qdrant

AI

• CrewAI
• LangChain
• Sentence Transformers
• HuggingFace
• Zephyr
• Mistral
• DeepSeek
• RAG

APIs

• GitHub REST API
• GitHub Search API
• GitHub Commits API
• GitHub Contributors API
• GitHub Issues API
• GitHub Topics API

Folder Structure

frontend/
backend/
agents/
rag/
database/
docs/

Installation

git clone <repo>
cd second-commit
pip install -r requirements.txt
npm install
npm run dev
uvicorn app:app --reload

Team Members

Name	Role
Akshara Dixit	AI/ML
Kriti Jain	Backend
Jahnvi Katiyar	Frontend

Prototype

Add link

PPT

Add Google Drive link

Video Demo

Add Google Drive link

Future Scope

• Continuous monitoring
• CI/CD integration
• PR automation
• Slack/Discord integration
• Funding prediction
• Organization-wide analytics