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🤖 Github AI — AI-Powered GitHub Repository Assistant

Next.js TypeScript PostgreSQL OpenAI Pinecone Clerk LangChain

An intelligent SaaS platform that turns any GitHub repository into an interactive, AI-powered knowledge base.

Live Demo · Report Bug · Request Feature

📋 Table of Contents

  1. Project Overview
  2. System Architecture
  3. Tech Stack
  4. Features
  5. Installation Guide
  6. Environment Variables
  7. API Documentation
  8. Project Structure
  9. Database Design
  10. Security
  11. Deployment
  12. Future Improvements
  13. Author / License

1. Project Overview

Github AI is a full-stack SaaS application that integrates deeply with GitHub repositories to provide:

  • AI-powered Q&A over your entire codebase using Retrieval-Augmented Generation (RAG)
  • Automated commit summarization using GPT-4o-mini to help teams stay up to date
  • Meeting intelligence: Upload audio recordings of meetings and get AI-generated issue summaries
  • Team collaboration: Invite teammates via secure links and collaborate within shared projects

Problem Statement

Modern software teams struggle with:

  • Onboarding friction — new developers spend days understanding an unfamiliar codebase
  • Knowledge silos — critical architectural decisions are buried in commit histories
  • Meeting overhead — hours of meeting recordings go unwatched

Github AI solves all three by combining GitHub integration, vector search, and LLMs into a single, collaborative workspace.

2. System Architecture

Overview

The application follows a Modular Monolith architecture built on Next.js App Router with clear separation between feature modules, API routes, and shared infrastructure.

Browser (React 19 + TanStack Query)
         │
         ▼
  Next.js App Router (SSR + API Routes)
         │
   ┌─────┴─────────────────────────────┐
   │                                   │
API Routes (/api/*)              Server Components
   │                                   │
   ├── Clerk Auth Middleware            └── Prisma ORM
   ├── Prisma → NeonDB (PostgreSQL)
   ├── OpenAI (GPT-4o-mini, text-embedding-3-small)
   ├── Pinecone (Vector Search)
   ├── Supabase Storage (Audio files)
   ├── GitHub API (Octokit)
   └── Inngest (Background jobs)

Request Flow — AI Q&A (RAG)

User asks question
       │
       ▼
POST /api/projects/:id/ask/stream
       │
       ├─ 1. Create AskSession (DB) — prevent duplicate concurrent asks
       │
       ├─ 2. Embed question → OpenAI text-embedding-3-small
       │
       ├─ 3. Vector search → Pinecone (top-5, score ≥ 0.4)
       │
       ├─ 4. Fetch matched source code → PostgreSQL
       │
       ├─ 5. Build context prompt + stream → OpenAI GPT-4o-mini
       │
       └─ 6. SSE stream response → Browser
                       │
                       └─ 7. Save Q&A to DB (Question + QuestionReference)

Request Flow — Meeting Processing

User uploads audio file
       │
       ▼
PUT /api/upload-url → Supabase signed upload URL
       │
       ▼
File uploaded to Supabase Storage
       │
       ▼
POST /api/meetings → Create Meeting record (PROCESSING)
       │
       ▼
Inngest event: "meeting/process" fired
       │
  Background job (up to 2h timeout, 3 retries):
       ├─ 1. Generate signed URL from Supabase
       ├─ 2. AssemblyAI transcription (auto_chapters + language_detection)
       ├─ 3. Save issues to DB
       └─ 4. Update Meeting status → COMPLETED

Frontend–Backend Communication

  • REST API via Next.js Route Handlers (/api/**)
  • Server-Sent Events (SSE) for streaming AI responses
  • TanStack Query for client-side data fetching, caching, and polling
  • Zustand for global client state (selected project)

3. Tech Stack

Frontend

Technology Version Purpose
Next.js 16.1.6 Full-stack framework (App Router)
React 19.2.3 UI library
TypeScript 5.x Type safety
TailwindCSS 4.x Utility-first CSS
shadcn/ui 3.x Component library (Radix UI based)
TanStack React Query 5.x Async state management & caching
Zustand 5.x Global client state
React Hook Form + Zod 7.x / 4.x Form handling & validation
Sonner 2.x Toast notifications
react-markdown 10.x Markdown rendering
@uiw/react-md-editor 4.x Markdown editor

Backend

Technology Version Purpose
Next.js Route Handlers 16.1.6 REST API endpoints
Prisma ORM 7.x Database access & migrations
Inngest 3.x Durable background jobs
OpenAI SDK 6.x GPT-4o-mini + embeddings
LangChain (@langchain/core) 1.x Document type, abstraction layer for LLM pipelines
LangChain Community (@langchain/community) 1.x GithubRepoLoader — crawl & load all source files from a GitHub repo
Octokit REST 22.x GitHub API integration (commits, diffs)
AssemblyAI 4.x Audio transcription + auto-chapter detection
Zod 4.x Schema validation (API bodies + env vars)

Infrastructure & Services

Service Purpose
Neon (PostgreSQL) Primary relational database (serverless)
Pinecone Vector database for semantic code search
Supabase Storage Audio file storage
Clerk Authentication & user management
Inngest Serverless background job orchestration

Dev Tools

Tool Purpose
pnpm Package manager
tsx TypeScript script runner
ESLint Code linting
concurrently Run multiple dev processes

4. Features

🔐 Authentication (via Clerk)

  • Sign up / Sign in with email or Google OAuth
  • Auto user sync on first login (/sync-user flow)
  • Session management handled by Clerk middleware
  • All protected routes require authentication

📁 Project Management

  • Create project by linking a GitHub repository URL (public or private with PAT)
  • Validates the GitHub URL against the real API before creating
  • Soft delete (archive) projects — data preserved, removed from active view
  • Team collaboration — invite members via secure time-limited invite links
  • View team members per project

📊 Dashboard

  • At-a-glance view of linked GitHub repository
  • Commit log with per-commit AI-generated summaries
  • Empty state handled gracefully when no project is selected

🧠 AI Code Q&A (RAG)

  • Ask natural-language questions about any file, function, or behavior in the codebase
  • Answers stream in real-time via Server-Sent Events (SSE)
  • References exact source files used to generate the answer
  • Answers are saved to the Q&A history and can be reviewed anytime
  • Session deduplication prevents concurrent duplicate requests

🎙️ Meeting Intelligence

  • Upload meeting audio files (MP3, WAV, etc.) per project
  • AI automatically transcribes + splits into chapters via AssemblyAI
  • Each chapter becomes a structured Issue with: headline, gist, summary, start, end timestamps
  • Real-time processing status (PROCESSING → COMPLETED) with polling and toast notifications
  • Delete meetings when no longer needed

💳 Billing (Coming Soon)

  • Credit-based system designed in schema (credits field on User)
  • Billing page scaffolded — payment integration planned

5. Installation Guide

Prerequisites

  • Node.js >= 20
  • pnpm >= 9
  • A PostgreSQL database (Neon recommended)
  • Accounts for: Clerk, OpenAI, Pinecone, Supabase, AssemblyAI, Inngest

Step 1 — Clone the repository

git clone https://github.com/NTA1210/ai-github-saas.git
cd ai-github-saas

Step 2 — Install dependencies

pnpm install

Step 3 — Configure environment variables

cp .env.example .env

Fill in all required values (see Environment Variables section).

Step 4 — Run database migrations

pnpm prisma migrate deploy

Or for development (auto-creates migration files):

pnpm prisma migrate dev

Step 5 — Generate Prisma client

pnpm prisma generate

Step 6 — Run the development server

# Run Next.js + Inngest dev server in parallel
pnpm dev:all

Or separately:

# Terminal 1: Next.js
pnpm dev

# Terminal 2: Inngest Dev Server
pnpm dev:inngest

Open http://localhost:3000 in your browser.

6. Environment Variables

Create a .env file in the project root with the following variables:

# ─── App ──────────────────────────────────────────────
# Base URL of the application
NEXT_PUBLIC_BASE_URL=http://localhost:3000

# ─── Database ─────────────────────────────────────────
# PostgreSQL connection string (Neon serverless recommended)
DATABASE_URL=postgresql://user:password@host/dbname?sslmode=require

# ─── Clerk (Authentication) ───────────────────────────
# Publishable key from Clerk Dashboard (safe to expose publicly)
NEXT_PUBLIC_CLERK_PUBLISHABLE_KEY=pk_test_...

# Secret key from Clerk Dashboard (NEVER expose publicly)
CLERK_SECRET_KEY=sk_test_...

# Clerk redirect URLs
NEXT_PUBLIC_CLERK_SIGN_IN_URL=/sign-in
NEXT_PUBLIC_CLERK_SIGN_UP_URL=/sign-up
NEXT_PUBLIC_CLERK_SIGN_IN_FALLBACK_REDIRECT_URL=/dashboard
NEXT_PUBLIC_CLERK_SIGN_UP_FALLBACK_REDIRECT_URL=/dashboard
NEXT_PUBLIC_CLERK_SIGN_IN_FORCE_REDIRECT_URL=/dashboard
NEXT_PUBLIC_CLERK_SIGN_UP_FORCE_REDIRECT_URL=/sync-user   # Triggers user sync on first signup

# ─── GitHub ───────────────────────────────────────────
# Personal Access Token for GitHub API (read:repo scope)
# Required to fetch commits from private repos and avoid rate limits
GITHUB_PAT=ghp_...

# ─── OpenAI ───────────────────────────────────────────
# API key for GPT-4o-mini completions and text-embedding-3-small
OPENAI_API_KEY=sk-proj-...

# ─── Pinecone (Vector Database) ───────────────────────
# API key from Pinecone console
PINECONE_API_KEY=pcsk_...

# Name of the Pinecone index to use (must be pre-created with 1536 dimensions)
PINECONE_INDEX=ai-github-saas

# ─── Supabase (File Storage) ──────────────────────────
# Project URL from Supabase Dashboard
SUPABASE_PROJECT_URL=https://xxxx.supabase.co

# Anon (public) key — safe for client-side signed URL generation
SUPABASE_ANON_KEY=eyJ...

# Storage bucket name for audio file uploads
SUPABASE_BUCKET_NAME=github-ai-saas

# Service role key — used server-side only for generating signed URLs
SUPABASE_SERVICE_ROLE_KEY=eyJ...

# ─── AssemblyAI ───────────────────────────────────────
# API key for audio transcription
ASSEMBLY_AI_API_KEY=...

# ─── Inngest (Background Jobs) ────────────────────────
# Required in production; optional in local dev (Inngest Dev Server handles it)
INNGEST_SIGNING_KEY=signkey-prod-...
INNGEST_EVENT_KEY=...

Variables Summary Table

Variable Required Description
NEXT_PUBLIC_BASE_URL ✅ App base URL
DATABASE_URL ✅ PostgreSQL connection string
NEXT_PUBLIC_CLERK_PUBLISHABLE_KEY ✅ Clerk public key
CLERK_SECRET_KEY ✅ Clerk secret key (server-only)
GITHUB_PAT ✅ GitHub Personal Access Token
OPENAI_API_KEY ✅ OpenAI API key
PINECONE_API_KEY ✅ Pinecone API key
PINECONE_INDEX ✅ Pinecone index name
SUPABASE_PROJECT_URL ✅ Supabase project URL
SUPABASE_ANON_KEY ✅ Supabase anon key
SUPABASE_BUCKET_NAME ✅ Supabase storage bucket
SUPABASE_SERVICE_ROLE_KEY ✅ Supabase service role key
ASSEMBLY_AI_API_KEY ✅ AssemblyAI API key
INNGEST_SIGNING_KEY ⚠️ Production Inngest webhook signing key
INNGEST_EVENT_KEY ⚠️ Production Inngest event API key

7. API Documentation

Base URL

Development: http://localhost:3000/api
Production:  https://<your-domain>/api

Authentication

All endpoints (except /api/inngest) require a valid Clerk session. The session token is automatically attached via HTTP-only cookies managed by Clerk.

Unauthorized requests receive:

{ "error": "Unauthorized" } // HTTP 401

Projects

GET /api/projects

Returns all non-archived projects belonging to the authenticated user.

Response 200:

{
  "projects": [
    {
      "id": "clxxx...",
      "name": "My Repo",
      "githubUrl": "https://github.com/owner/repo",
      "createdAt": "2025-01-01T00:00:00.000Z"
    }
  ]
}

POST /api/projects

Create a new project linked to a GitHub repository.

Request Body:

{
  "projectName": "My Repo",
  "repoUrl": "https://github.com/owner/repo",
  "githubToken": "ghp_..." // optional, for private repos
}

Response 201:

{
  "project": { "id": "clxxx...", "name": "My Repo", ... }
}

Errors:

  • 422 — Invalid GitHub URL or cannot access repository
  • 404 — User not found in DB

GET /api/projects/:id

Get a single project by ID.

DELETE /api/projects/:id/archive

Soft-delete (archive) a project. Sets deletedAt timestamp.

GET /api/projects/:id/commits

Get all commits with AI summaries for a project.

POST /api/projects/:id/summarize

Trigger batch AI summarization for unsummarized commits.

GET /api/projects/:id/questions

Get all saved Q&A pairs for a project.

Response 200:

{
  "questions": [
    {
      "id": "clxxx...",
      "question": "How does auth work?",
      "answer": "## Authentication\n...",
      "createdAt": "...",
      "user": { "imageUrl": "..." },
      "fileReferences": [
        {
          "sourceCodeEmbedding": {
            "fileName": "src/proxy.ts",
            "summary": "..."
          }
        }
      ]
    }
  ]
}

POST /api/projects/:id/ask (non-streaming)

Ask a question about the codebase (blocking response).

GET /api/projects/:id/ask/stream

Ask a question via Server-Sent Events for real-time streaming.

Query Params:

  • question (string, required)
  • sessionId (string, required) — created via /api/projects/:id/ask first

SSE Events:

event: chunk
data: {"content": "The auth"}

event: chunk
data: {"content": " system uses..."}

event: done
data: {"questionId": "clxxx..."}

event: error
data: {"message": "Session not found or expired"}

POST /api/projects/:id/invite-links

Generate a new invite link for the project (expires in 7 days).

GET /api/projects/:id/team-members

Get all team members of a project.

Meetings

GET /api/projects/:id/meetings

Get all meetings for a project (includes issues count and processing status).

POST /api/meetings

Create a new meeting entry and trigger background processing.

Request Body:

{
  "projectId": "clxxx...",
  "meetingUrl": "storage/path/to/audio.mp3",
  "name": "Sprint Planning"
}

Response 201:

{
  "meeting": { "id": "clxxx...", "status": "PROCESSING", ... }
}

DELETE /api/meetings/:id

Delete a meeting and all its associated issues.

GET /api/issues/:meetingId

Get all AI-generated issues for a meeting.

File Upload

GET /api/upload-url

Get a pre-signed Supabase upload URL for direct browser-to-storage upload.

Query Params:

  • fileName (string, required)
  • contentType (string, e.g. audio/mpeg)

Response 200:

{
  "signedUrl": "https://supabase.co/storage/v1/object/sign/...",
  "filePath": "meetings/2025-01-01_filename.mp3"
}

Background Jobs (Inngest)

POST /api/inngest

Inngest webhook endpoint. Not called directly by clients — used by Inngest cloud to trigger and orchestrate background functions.

Registered functions:

  • process-meeting — triggered by meeting/process event

8. Project Structure

ai-github-saas/
├── prisma/
│   ├── schema.prisma         # Database schema & models
│   └── migrations/           # Auto-generated migration SQL files
│
├── src/
│   ├── app/
│   │   ├── (protected)/      # Auth-required pages (route group)
│   │   │   ├── layout.tsx    # Protected layout (sidebar + providers)
│   │   │   ├── app-sidebar.tsx
│   │   │   ├── dashboard/    # Main dashboard page
│   │   │   ├── qa/           # Q&A history page
│   │   │   ├── meetings/     # Meetings list & detail pages
│   │   │   ├── billing/      # Billing page (WIP)
│   │   │   ├── create/       # Create project page
│   │   │   └── join/         # Join project via invite link
│   │   │
│   │   ├── api/
│   │   │   ├── projects/     # Project CRUD + sub-resources
│   │   │   │   └── [id]/
│   │   │   │       ├── ask/  # Q&A endpoints (streaming + blocking)
│   │   │   │       ├── commits/
│   │   │   │       ├── summarize/
│   │   │   │       ├── questions/
│   │   │   │       ├── meetings/
│   │   │   │       ├── invite-links/
│   │   │   │       ├── team-members/
│   │   │   │       └── archive/
│   │   │   ├── meetings/     # Meeting-level endpoints
│   │   │   ├── issues/       # Issue retrieval
│   │   │   ├── upload-url/   # Supabase signed URL
│   │   │   ├── signed-url/   # Supabase signed download URL
│   │   │   └── inngest/      # Inngest webhook handler
│   │   │
│   │   ├── sign-in/          # Clerk sign-in page
│   │   ├── sign-up/          # Clerk sign-up page
│   │   ├── sync-user/        # Post-signup user sync to DB
│   │   ├── layout.tsx        # Root layout
│   │   └── globals.css       # Global styles
│   │
│   ├── features/             # Feature-scoped API hooks & schemas
│   │   ├── projects/         # useGetProjects, useCreateProject, schemas
│   │   ├── questions/        # useGetQuestions, useSaveAnswer
│   │   ├── meetings/         # useGetMeetings, useDeleteMeeting
│   │   ├── issues/           # useGetIssues
│   │   └── uploads/          # useUploadFile
│   │
│   ├── lib/                  # Core service integrations
│   │   ├── openai.ts         # OpenAI: summarize commits, code, Q&A stream, embeddings
│   │   ├── github.ts         # Octokit: getCommits, pollCommits, summarizeCommit
│   │   ├── github-loader.ts  # LangChain GitHub document loader
│   │   ├── pipecone.ts       # Pinecone: indexGithubRepo, getAskQuestionContext
│   │   ├── assembly-ai.ts    # AssemblyAI: audio transcription
│   │   ├── inngest.ts        # Inngest client + processMeetingFn
│   │   ├── prisma.ts         # Singleton Prisma client
│   │   ├── supabase.ts       # Supabase client + storage client
│   │   └── utils.ts          # cn() helper
│   │
│   ├── components/           # Shared UI components
│   │   └── ui/               # shadcn/ui primitives + custom components
│   │
│   ├── configs/
│   │   └── env.ts            # Zod-validated environment variable config
│   │
│   ├── store/
│   │   └── use-project-store.ts  # Zustand store: selected project state
│   │
│   ├── hooks/                # Custom React hooks (useRefetch, etc.)
│   ├── providers/            # React context providers
│   ├── utils/                # http client, etc.
│   └── proxy.ts              # Clerk middleware configuration
│
├── generated/
│   └── prisma/               # Auto-generated Prisma client
│
├── public/                   # Static assets
├── .env                      # Environment variables (gitignored)
├── next.config.ts
├── prisma.config.ts
├── tsconfig.json
└── package.json

9. Database Design

Entity Relationship Overview

User ─────────── UserToProject ─────────── Project
                                               │
                               ┌───────────────┼───────────────────┐
                               │               │                   │
                            Commit    SourceCodeEmbedding       Meeting
                                               │                   │
                                       QuestionReference        Issue
                                               │
                                          Question ──── User
                                                   └─── Project

Project ────── InviteLink

Tables

User

Column Type Description
id cuid Internal primary key
clerkId String (unique) Clerk user ID
emailAddress String (unique) User email
firstName, lastName String? Display name
imageUrl String? Avatar URL
credits Int AI credits remaining (default: 150)

Project

Column Type Description
id cuid Primary key
name String Human-readable project name
githubUrl String Linked GitHub repository URL
isFirstTimeSetup Boolean Flag for initial indexing state
deletedAt DateTime? Soft-delete timestamp

UserToProject (join table)

Column Type Description
userId String FK → User
projectId String FK → Project

Unique composite index on (userId, projectId) prevents duplicate memberships.

Commit

Column Type Description
projectId String FK → Project
commitHash String Git commit SHA
commitMessage String Original commit message
commitAuthorName String Author name
commitAuthorAvatar String Author avatar URL
commitDate String ISO date string
summary String? AI-generated summary (nullable until processed)

SourceCodeEmbedding

Column Type Description
projectId String FK → Project
fileName String Relative file path within the repo
sourceCode String Raw source code content
branch String Git branch name
summary String AI-generated code summary (used for embedding)

Unique index on (projectId, branch, fileName). Also stored in Pinecone with vector ID {projectId}-{branch}-{fileName}.

AskSession

Column Type Description
userId String The user asking
projectId String The project being queried
question String The question text
expiresAt DateTime Auto-expires after 5 minutes

Used to prevent concurrent duplicate streaming requests.

Question

Column Type Description
question String User's question
answer String AI-generated answer (Markdown)
projectId String FK → Project
userId String FK → User

QuestionReference (join table)

Links a Question to the SourceCodeEmbedding records that were used to answer it, enabling "referenced files" display in the UI.

Meeting

Column Type Description
name String Meeting name (updated to first chapter headline after processing)
meetingUrl String Supabase storage file path
projectId String FK → Project
status MeetingStatus PROCESSING or COMPLETED

Issue

Column Type Description
start String Timestamp (MM:SS)
end String Timestamp (MM:SS)
headline String Short title of the segment
gist String One-line gist
summary String Detailed summary of the chapter
meetingId String FK → Meeting

InviteLink

Column Type Description
projectId String FK → Project
expiresAt DateTime When the invite link expires
revokedAt DateTime? If set, link is revoked

10. Security

Authentication & Authorization

  • Clerk handles all authentication (OAuth + email/password) with zero-trust session management
  • Middleware (src/proxy.ts) uses clerkMiddleware to protect all routes except explicitly whitelisted public paths
  • Every API handler calls await auth() from @clerk/nextjs/server and returns 401 if no session exists
  • Users can only access projects they are members of — enforced at the database query level (users: { some: { userId: user.id } })

Input Validation

  • All request bodies are validated with Zod schemas before any DB operation
  • GitHub URLs are validated against the real GitHub API before a project is created — invalid or inaccessible URLs are rejected with 422
  • Environment variables are validated via a typed Zod schema at startup (src/configs/env.ts)

Secrets & Key Management

  • All sensitive keys live exclusively in .env files (.gitignored)
  • Supabase Storage uses service role key only on the server side
  • Client side uses the anon key exclusively
  • Inngest webhook uses a signing key to verify request authenticity in production

API Protection

  • Inngest endpoint (/api/inngest) is intentionally public (required for webhook delivery) but is verified with the signing key by the Inngest SDK
  • Join page (/join/[linkId]) is public to allow unauthenticated link access, but joining requires authentication
  • AskSession model prevents session replay and concurrent duplicate AI requests per user/project

11. Deployment

Platform Recommendation

Vercel (recommended) — native Next.js deployment with zero configuration.

Steps

  1. Push to GitHub

    git push origin main

  2. Connect to Vercel

    • Import the repository at vercel.com/new
    • Framework: Next.js (auto-detected)

  3. Set Environment Variables

    • Copy all variables from .env into the Vercel project settings
    • Change NEXT_PUBLIC_BASE_URL to your production domain

  4. Deploy Inngest

    • Connect your Vercel deployment to Inngest Cloud
    • Set INNGEST_SIGNING_KEY and INNGEST_EVENT_KEY from Inngest dashboard
    • Inngest will automatically discover your functions at /api/inngest

  5. Run Database Migrations

    # Run from local machine against production DB
DATABASE_URL=<prod-url> pnpm prisma migrate deploy

Server Requirements (if self-hosting)

Resource Minimum
Node.js >= 20
RAM >= 512 MB
Storage Minimal (Supabase offloads files)
PostgreSQL Managed (Neon recommended)

Environment Differences

Variable Development Production
NEXT_PUBLIC_BASE_URL http://localhost:3000 https://yourdomain.com
INNGEST_SIGNING_KEY Optional Required
INNGEST_EVENT_KEY Optional Required

12. Future Improvements

Feature Description
💳 Billing & Credits Stripe integration for credit top-ups and subscription plans
🔒 Private Repo Support (UX) Guided UI for generating and storing GitHub PATs per project
🔄 Commit Webhook GitHub webhook to auto-poll new commits on push events
🌐 Multi-branch Support Index and query across multiple branches per project
🗂️ File Tree Explorer Visual source tree with per-file AI summaries
📤 Export Q&A Export saved questions and answers to Markdown / PDF
🔔 Notifications Email or Slack notifications when meeting processing completes
👥 Role-based Access Owner / Member / Viewer roles per project
📈 Usage Analytics Track credits used, questions asked, meetings processed per project
♻️ Re-index Project Manually trigger re-indexing when the repo changes significantly

13. Author / License

Author

Nguyen Tuan Anh (NTA1210)

License

This project is licensed under the MIT License.

MIT License

Copyright (c) 2025 Nguyen Tuan Anh

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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