# authorsauravkushwaha/saurav-empire architecture

> Architecture diagram of the GitHub repository authorsauravkushwaha/saurav-empire, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-26). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/authorsauravkushwaha/saurav-empire
- Repository: https://github.com/authorsauravkushwaha/saurav-empire

## Overview

This repository is a collection of Python agents for an apparently autonomous publishing and marketing operation, plus business-support workflows. The likely operating pattern is an operator or scheduler invoking individual agents that read configured business data, produce analyses or campaign assets, and save results. Sampled code confirms content generation, branded Instagram asset creation, experiment review, and contract review, supported by shared file I/O and an AI router. Other capabilities are represented by their agent modules; their internal wiring is uncertain because the README is empty and those sources were not sampled.

Main entry points: [`agents/utils/ai_router.py`](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/utils/ai_router.py) (AI router), [`agents/content_gen.py`](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/content_gen.py) (Content generation), [`agents/experiment_review.py`](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/experiment_review.py) (Experiment review), [`agents/contract_review.py`](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/contract_review.py) (Contract review)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_growth["Growth intelligence"]
  node_market["Market scan<br/>[market_scan.py]"]
  node_analytics["Analytics dashboard"]
  node_weekly["Weekly report<br/>[weekly_report.py]"]
  node_monthly["Monthly optimization"]
  node_experiments["Experiment review"]
end

subgraph group_content["Content and publishing"]
  node_contentgen["Content generation<br/>[content_gen.py]"]
  node_visual["Visual content<br/>[visual_content.py]"]
  node_poster["Instagram assets"]
  node_uploader["Image uploader<br/>[image_uploader.py]"]
  node_calendar["Content calendar"]
  node_publishing["Publishing operations<br/>[publishing_ops.py]"]
end

subgraph group_engagement["Audience engagement"]
  node_social["Social media<br/>[social_media.py]"]
  node_instagram["Instagram posting<br/>[instagram_post.py]"]
  node_manualpost["Manual post helper"]
  node_emailauto["Email automation"]
  node_emailmarketing["Email marketing<br/>[email_marketing.py]"]
  node_leads["Lead enrichment<br/>[lead_enrich.py]"]
  node_support["Customer support"]
end

subgraph group_operations["Business operations"]
  node_affiliate["Affiliate management"]
  node_finance["Finance reconciliation"]
  node_contracts["Contract review<br/>[contract_review.py]"]
  node_risk["Risk compliance<br/>[risk_compliance.py]"]
  node_backup["Backup recovery<br/>[backup_recovery.py]"]
end

subgraph group_shared["Shared services"]
  node_ai["AI router<br/>[ai_router.py]"]
  node_io["Configuration and JSON I/O<br/>[github_io.py]"]
  node_validators["Policy validators<br/>[validators.py]"]
end

node_operator(("Operator / scheduler"))
node_groq{{"Groq API"}}
node_ollama{{"Ollama service"}}
node_files[("Repository data files")]

node_operator -->|"invokes"| node_market
node_operator -->|"invokes"| node_contentgen
node_operator -->|"invokes"| node_poster
node_operator -->|"invokes"| node_publishing
node_operator -->|"invokes"| node_experiments
node_operator -->|"invokes"| node_contracts
node_contentgen -->|"loads catalog"| node_io
node_contentgen -->|"reads trends"| node_files
node_contentgen -->|"requests generation"| node_ai
node_experiments -->|"reads and writes experiments"| node_files
node_experiments -->|"requests analysis"| node_ai
node_contracts -->|"loads and saves"| node_io
node_contracts -->|"requests analysis"| node_ai
node_ai -.->|"calls model"| node_groq
node_ai -.->|"calls model"| node_ollama
node_io -->|"reads and writes"| node_files
node_validators -->|"reads policy"| node_files

click node_market "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/market_scan.py"
click node_analytics "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/analytics_dashboard.py"
click node_weekly "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/weekly_report.py"
click node_monthly "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/monthly_optimization.py"
click node_experiments "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/experiment_review.py"
click node_contentgen "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/content_gen.py"
click node_visual "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/visual_content.py"
click node_poster "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/instagram_poster.py"
click node_uploader "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/image_uploader.py"
click node_calendar "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/content_calendar.py"
click node_publishing "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/publishing_ops.py"
click node_social "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/social_media.py"
click node_instagram "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/instagram_post.py"
click node_manualpost "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/manual_post_helper.py"
click node_emailauto "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/email_automation.py"
click node_emailmarketing "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/email_marketing.py"
click node_leads "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/lead_enrich.py"
click node_support "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/customer_support.py"
click node_affiliate "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/affiliate_management.py"
click node_finance "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/finance_reconcile.py"
click node_contracts "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/contract_review.py"
click node_risk "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/risk_compliance.py"
click node_backup "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/backup_recovery.py"
click node_ai "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/utils/ai_router.py"
click node_io "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/utils/github_io.py"
click node_validators "https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/utils/validators.py"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_market,node_analytics,node_weekly,node_monthly,node_experiments toneBlue
class node_contentgen,node_visual,node_poster,node_uploader,node_calendar,node_publishing,node_files toneAmber
class node_social,node_instagram,node_manualpost,node_emailauto,node_emailmarketing,node_leads,node_support,node_groq toneMint
class node_affiliate,node_finance,node_contracts,node_risk,node_backup,node_operator toneRose
class node_ai,node_io,node_validators,node_ollama toneIndigo
```

## Components

### Growth intelligence

- [Market scan](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/market_scan.py): `agents/market_scan.py`
- [Analytics dashboard](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/analytics_dashboard.py): `agents/analytics_dashboard.py`
- [Weekly report](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/weekly_report.py): `agents/weekly_report.py`
- [Monthly optimization](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/monthly_optimization.py): `agents/monthly_optimization.py`
- [Experiment review](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/experiment_review.py): `agents/experiment_review.py`

### Content and publishing

- [Content generation](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/content_gen.py): `agents/content_gen.py`
- [Visual content](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/visual_content.py): `agents/visual_content.py`
- [Instagram assets](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/instagram_poster.py): `agents/instagram_poster.py`
- [Image uploader](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/image_uploader.py): `agents/image_uploader.py`
- [Content calendar](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/content_calendar.py): `agents/content_calendar.py`
- [Publishing operations](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/publishing_ops.py): `agents/publishing_ops.py`

### Audience engagement

- [Social media](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/social_media.py): `agents/social_media.py`
- [Instagram posting](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/instagram_post.py): `agents/instagram_post.py`
- [Manual post helper](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/manual_post_helper.py): `agents/manual_post_helper.py`
- [Email automation](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/email_automation.py): `agents/email_automation.py`
- [Email marketing](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/email_marketing.py): `agents/email_marketing.py`
- [Lead enrichment](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/lead_enrich.py): `agents/lead_enrich.py`
- [Customer support](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/customer_support.py): `agents/customer_support.py`

### Business operations

- [Affiliate management](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/affiliate_management.py): `agents/affiliate_management.py`
- [Finance reconciliation](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/finance_reconcile.py): `agents/finance_reconcile.py`
- [Contract review](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/contract_review.py): `agents/contract_review.py`
- [Risk compliance](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/risk_compliance.py): `agents/risk_compliance.py`
- [Backup recovery](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/backup_recovery.py): `agents/backup_recovery.py`

### Shared services

- [AI router](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/utils/ai_router.py): `agents/utils/ai_router.py`
- [Configuration and JSON I/O](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/utils/github_io.py): `agents/utils/github_io.py`
- [Policy validators](https://github.com/authorsauravkushwaha/saurav-empire/blob/main/agents/utils/validators.py): `agents/utils/validators.py`

### Other components

- **Operator / scheduler**
- **Groq API**
- **Ollama service**
- **Repository data files**

## Connections

- Operator / scheduler → Market scan: invokes
- Operator / scheduler → Content generation: invokes
- Operator / scheduler → Instagram assets: invokes
- Operator / scheduler → Publishing operations: invokes
- Operator / scheduler → Experiment review: invokes
- Operator / scheduler → Contract review: invokes
- Content generation → Configuration and JSON I/O: loads catalog
- Content generation → Repository data files: reads trends
- Content generation → AI router: requests generation
- Experiment review → Repository data files: reads and writes experiments
- Experiment review → AI router: requests analysis
- Contract review → Configuration and JSON I/O: loads and saves
- Contract review → AI router: requests analysis
- AI router → Groq API: calls model
- AI router → Ollama service: calls model
- Configuration and JSON I/O → Repository data files: reads and writes
- Policy validators → Repository data files: reads policy