# shauryaverma03/automated-rag-ai-news-agent architecture
> Architecture diagram of the GitHub repository shauryaverma03/automated-rag-ai-news-agent, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-05-12). It is an AI-made overview: check details against the source.
- Interactive diagram: https://gitdiagram.com/shauryaverma03/automated-rag-ai-news-agent
- Repository: https://github.com/shauryaverma03/automated-rag-ai-news-agent
## Overview
1. **Two-part repo: offline ingestion + React presentation**
- This repository is not a full API server stack in the tree. It is split into a **Python ingestion pipeline** at the root and a **React frontend** in `tech-news-frontend/`.
- The main architectural boundary is between **data production** (`ingest_and_push.py`) and **data consumption** (`tech-news-frontend`).
2. **Python ingestion is the data source**
- `ingest_and_push.py` is the central backend-like entry point.
- Per the README, it gathers news from external sources, extracts content, and prepares structured records and summaries.
- Its output is persisted to `knowledge_base.json`, which acts as the shared knowledge store for the rest of the project.
3. **Knowledge base is a file-based contract**
- `knowledge_base.json` exists at the repo root and is also checked into `tech-news-frontend/public/knowledge_base.json`.
- This strongly suggests the frontend consumes a **static JSON artifact** rather than calling a live backend API.
- In architecture terms, this file is the handoff boundary between ingestion and UI.
4. **GitHub Actions automates refresh**
- `.github/workflows/update_data.yml` indicates the dataset is periodically or automatically regenerated.
- This creates a simple pipeline: **scheduled workflow → Python ingestion → updated JSON artifact → frontend-visible content**.
- That workflow is likely the repo’s deployment/update mechanism for keeping news fresh.
5. **Frontend is a client-side React app**
- `tech-news-frontend/` is a standard React application with `src/`, `public/`, `package.json`, and test files.
- It is responsible for rendering the news experience, not data collection.
- The app is likely bootstrapped via Create React App, given the file layout and `index.js`, `reportWebVitals.js`, and `setupTests.js`.
6. **Data loading is isolated in a custom hook**
- `src/hooks/useNewsData.js` is the key frontend data-access layer.
- This hook likely encapsulates loading/parsing of `knowledge_base.json` and exposes loading state plus news records to the UI.
- That keeps data-fetching concerns separate from the presentation components.
7. **UI is composed of small presentation components**
- The UI is split into reusable components: `Header`, `Navigation`, `Hero`, `NewsGrid`, `NewsCard`, `Footer`, and `Loading`.
- `App.js` likely composes these into the page layout, with `NewsGrid` and `NewsCard` forming the main content path.
- `Loading` suggests asynchronous data initialization before the news list renders.
8. **Utilities support display formatting**
- `src/utils/helpers.js` contains shared view logic or formatting helpers.
- This is probably where dates, titles, or text snippets are normalized before rendering.
- That utility boundary keeps the news cards and grid simple.
9. **Static frontend assets live in `public/`**
- `public/knowledge_base.json`, `index.html`, `manifest.json`, `robots.txt`, and `styles.css` indicate the frontend can be served as a static site.
- The presence of the JSON file in `public/` means the browser can load it directly without a server-side API layer.
- This reinforces a static-content architecture rather than a request/response backend architecture.
10. **External services are part of the ingestion side, not the UI**
- The README references Hugging Face, Google Generative AI, and Pinecone.
- In this repo, those services are part of the **news processing / RAG enrichment pipeline**, not the frontend runtime.
- Architecturally, they sit behind the ingestion script as enrichment and storage dependencies.
11. **Current code tree does not show a live backend service**
- Although the README mentions Flask/FastAPI and HTTP/REST, there is no server app file in the tree.
- For diagramming, treat the backend as an **offline or batch processing service** that produces artifacts, unless other files outside this tree define an API.
- The runtime interaction visible here is primarily **frontend reads JSON artifact**.
12. **End-to-end data flow**
- External news sources feed the Python ingestion script.
- The script cleans, summarizes, and stores results in `knowledge_base.json`.
- GitHub Actions can refresh that artifact automatically.
- The React app loads the JSON and renders it through the hook/component layer.
13. **What to put on an architecture diagram**
- Draw three main boxes: **News sources + AI enrichment**, **Python ingestion / knowledge base generation**, and **React frontend**.
- Show `knowledge_base.json` as the shared artifact between ingestion and UI.
- Optionally show GitHub Actions as the automation trigger above ingestion.
Main entry points: [`tech-news-frontend/src/App.js`](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/App.js) (App shell), [`ingest_and_push.py`](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/ingest_and_push.py) (Ingest script), [`tech-news-frontend/src/components/NewsCard.js`](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/NewsCard.js) (News card), [`knowledge_base.json`](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/knowledge_base.json) (KB artifact)
## Diagram (Mermaid)
```mermaid
flowchart TD
subgraph group_automation["Automation"]
node_github_actions["GitHub Actions
workflow
[update_data.yml]"]
end
subgraph group_ingestion["Ingestion"]
node_ingest_script["Ingest script
python batch
[ingest_and_push.py]"]
node_news_sources(("News sources
external inputs"))
node_ai_services{{"AI services
enrichment deps"}}
end
subgraph group_data["Knowledge base"]
node_kb_root["KB artifact
json dataset"]
node_kb_public["Public KB
json asset"]
end
subgraph group_frontend["React frontend"]
node_use_news_data["News hook
data hook
[useNewsData.js]"]
node_app_shell["App shell
react root
[App.js]"]
node_index_js["Entry point
react bootstrap
[index.js]"]
node_public_html["HTML shell
static shell
[index.html]"]
node_public_styles["Site styles
css assets
[styles.css]"]
node_helpers["Helpers
formatting utils
[helpers.js]"]
end
subgraph group_ui["UI components"]
node_header["Header
presentational component
[Header.js]"]
node_nav["Navigation
presentational component
[Navigation.js]"]
node_hero["Hero
presentational component
[Hero.js]"]
node_loading["Loading
state component
[Loading.js]"]
node_news_grid["News grid
list component
[NewsGrid.js]"]
node_news_card["News card
item component
[NewsCard.js]"]
node_footer["Footer
presentational component
[Footer.js]"]
end
node_github_actions -->|"runs"| node_ingest_script
node_news_sources -->|"inputs"| node_ingest_script
node_ai_services -->|"enriches"| node_ingest_script
node_ingest_script -->|"writes"| node_kb_root
node_kb_root -->|"syncs"| node_kb_public
node_kb_public -->|"loads"| node_use_news_data
node_use_news_data -->|"provides data"| node_app_shell
node_app_shell -->|"mounted by"| node_index_js
node_public_html -->|"hosts"| node_index_js
node_public_styles -->|"styles"| node_public_html
node_app_shell -->|"composes"| node_header
node_app_shell -->|"composes"| node_nav
node_app_shell -->|"composes"| node_hero
node_app_shell -->|"composes"| node_loading
node_app_shell -->|"composes"| node_news_grid
node_news_grid -->|"renders"| node_news_card
node_news_card -->|"formats"| node_helpers
node_app_shell -->|"composes"| node_footer
node_news_card -.->|"formats"| node_helpers
click node_github_actions "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/.github/workflows/update_data.yml"
click node_ingest_script "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/ingest_and_push.py"
click node_kb_root "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/knowledge_base.json"
click node_kb_public "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/public/knowledge_base.json"
click node_use_news_data "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/hooks/useNewsData.js"
click node_app_shell "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/App.js"
click node_index_js "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/index.js"
click node_public_html "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/public/index.html"
click node_public_styles "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/public/styles.css"
click node_header "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Header.js"
click node_nav "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Navigation.js"
click node_hero "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Hero.js"
click node_loading "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Loading.js"
click node_news_grid "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/NewsGrid.js"
click node_news_card "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/NewsCard.js"
click node_footer "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Footer.js"
click node_helpers "https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/utils/helpers.js"
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_github_actions toneBlue
class node_ingest_script,node_news_sources,node_ai_services toneAmber
class node_kb_root,node_kb_public toneMint
class node_use_news_data,node_app_shell,node_index_js,node_public_html,node_public_styles,node_helpers toneRose
class node_header,node_nav,node_hero,node_loading,node_news_grid,node_news_card,node_footer toneIndigo
```
## Components
### Automation
Scheduled dataset refresh and repository update flow.
- [GitHub Actions](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/.github/workflows/update_data.yml): workflow · Scheduled refresh that runs the data-generation pipeline. · `.github/workflows/update_data.yml`
### Ingestion
Python batch pipeline that gathers, enriches, and writes news data.
- [Ingest script](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/ingest_and_push.py): python batch · Central offline pipeline entry point for collecting and preparing news records. · `ingest_and_push.py`
- **News sources**: external inputs · Upstream news feeds and content sources consumed by ingestion.
- **AI services**: enrichment deps · External model and vector services used for extraction, summarization, and retrieval enrichment.
### Knowledge base
Static JSON contract shared between ingestion and frontend.
- [KB artifact](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/knowledge_base.json): json dataset · Repository-root knowledge base produced by ingestion. · `knowledge_base.json`
- [Public KB](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/public/knowledge_base.json): json asset · Frontend-visible copy of the knowledge base served as a static asset. · `tech-news-frontend/public/knowledge_base.json`
### React frontend
Client-side app that loads the knowledge base and renders the experience.
- [News hook](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/hooks/useNewsData.js): data hook · Custom hook that loads and exposes news data to the UI. · `tech-news-frontend/src/hooks/useNewsData.js`
- [App shell](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/App.js): react root · Top-level React composition for the news experience. · `tech-news-frontend/src/App.js`
- [Entry point](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/index.js): react bootstrap · Frontend bootstrap that mounts the app. · `tech-news-frontend/src/index.js`
- [HTML shell](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/public/index.html): static shell · Static document that hosts the React app. · `tech-news-frontend/public/index.html`
- [Site styles](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/public/styles.css): css assets · Static stylesheet used by the frontend shell. · `tech-news-frontend/public/styles.css`
- [Helpers](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/utils/helpers.js): formatting utils · Shared display and text formatting helpers. · `tech-news-frontend/src/utils/helpers.js`
### UI components
Presentation components used by the React app.
- [Header](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Header.js): presentational component · Top-level page header. · `tech-news-frontend/src/components/Header.js`
- [Navigation](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Navigation.js): presentational component · Primary navigation for the page. · `tech-news-frontend/src/components/Navigation.js`
- [Hero](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Hero.js): presentational component · Intro banner or featured section. · `tech-news-frontend/src/components/Hero.js`
- [Loading](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Loading.js): state component · Loading state shown while news data initializes. · `tech-news-frontend/src/components/Loading.js`
- [News grid](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/NewsGrid.js): list component · Main collection view for the news feed. · `tech-news-frontend/src/components/NewsGrid.js`
- [News card](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/NewsCard.js): item component · Individual news item presentation. · `tech-news-frontend/src/components/NewsCard.js`
- [Footer](https://github.com/shauryaverma03/automated-rag-ai-news-agent/blob/main/tech-news-frontend/src/components/Footer.js): presentational component · Page footer and closing information. · `tech-news-frontend/src/components/Footer.js`
## Connections
- GitHub Actions → Ingest script: runs · Workflow triggers the ingestion pipeline.
- News sources → Ingest script: inputs · External news feeds are collected by the pipeline.
- AI services → Ingest script: enriches · Model and retrieval services support extraction and summarization.
- Ingest script → KB artifact: writes · Pipeline persists the canonical knowledge base artifact.
- KB artifact → Public KB: syncs · The dataset is mirrored into the frontend public asset.
- Public KB → News hook: loads · The custom hook reads the static JSON artifact.
- News hook → App shell: provides data · Hook supplies news records and loading state to the app.
- App shell → Entry point: mounted by · React entry point bootstraps the app shell.
- HTML shell → Entry point: hosts · Static HTML shell hosts the React bundle.
- Site styles → HTML shell: styles · Static styles are applied to the frontend shell.
- App shell → Header: composes · App includes the header component.
- App shell → Navigation: composes · App includes the navigation component.
- App shell → Hero: composes · App includes the hero section.
- App shell → Loading: composes · App renders loading state during data initialization.
- App shell → News grid: composes · App renders the main news list.
- News grid → News card: renders · Grid maps records to individual cards.
- News card → Helpers: formats · Card display uses shared helper logic.
- App shell → Footer: composes · App includes the footer component.
- News card → Helpers: formats · Text and date presentation are normalized by helpers.