Update README.md

Author: nmdra

README.md

@@ -1,6 +1,7 @@
 # Semantic Book Search with Go, pgvector, and Gemini API
 
 [![Release with GoReleaser](https://github.com/nmdra/Semantic-Search/actions/workflows/release.yaml/badge.svg)](https://github.com/nmdra/Semantic-Search/actions/workflows/release.yaml)
+[![golangci-lint](https://github.com/nmdra/Semantic-Search/actions/workflows/golangci-lint.yaml/badge.svg)](https://github.com/nmdra/Semantic-Search/actions/workflows/golangci-lint.yaml)
 [![Go Version](https://img.shields.io/badge/go-1.24-blue.svg)](https://golang.org/dl/)
 [![License: MIT](https://img.shields.io/badge/license-MIT-green.svg)](LICENSE)
 [![Docker Image](https://img.shields.io/badge/docker-ghcr.io%2Fnmdra%2Fsemantic--search-blue?logo=docker)](https://ghcr.io/nmdra/semantic-search)
@@ -28,9 +29,9 @@ C4Context
   UpdateRelStyle(gemini, api, $offsetY="0", $offsetX="80")
   UpdateRelStyle(db, api, $offsetY="40", $offsetX="50")
   UpdateLayoutConfig($c4ShapeInRow="3", $c4BoundaryInRow="1")
-```
+````
 
-> [!CAUTION]
+> \[!CAUTION]
 > This project is intended for learning and demonstration purposes only.
 > While it tries to follow best and security practices, it may contain errors or incomplete implementations.
 
@@ -39,39 +40,29 @@ C4Context
 * **Semantic Search** — Search books by semantic similarity using vector embeddings
 * **Gemini API Integration** — Generates high-quality embeddings via Google's Gemini API
 * **PostgreSQL + pgvector** — Efficient storage and approximate nearest neighbor search
+* **Redis-powered Cache** — Speeds up repeated search queries with vector caching
+* **Run Migrations via CLI** — Run `-migrate` to apply database schema changes at startup
 * **Multi-Platform Support** — Build and release for Linux, macOS, Windows, amd64, and arm64
 * **Docker & GitHub Container Registry** — Easy deployment with multi-arch Docker images
 * **Clean Architecture** — Modular codebase with separate API, service, repository layers
 * **Automated Releases** — GitHub Actions + GoReleaser for continuous delivery
 
-## Architecture & Directory Structure
-
-```
-.
-├── api                # HTTP handlers (Echo framework)
-├── cmd                # Main application entrypoint
-├── internal           # Core business logic, embedder, repository implementations
-│   ├── embed          # Gemini embedding client
-│   └── repository     # Database access layer (sqlc generated)
-├── db                 # SQL migration files & schema
-├── Dockerfile         # Multi-stage Docker build for scratch image
-├── .goreleaser.yml    # Release automation configuration
-├── go.mod             # Go modules dependencies
-├── Makefile           # Helper commands (build, migrate, test)
-└── README.md          # Project documentation (this file)
-```
-
-For detailed project layout, see [Go Project Directory Structure](https://gist.github.com/ayoubzulfiqar/9f1a34049332711fddd4d4b2bfd46096).
-
 ## Getting Started
 
 ### Prerequisites
 
 * Go 1.24+
 * PostgreSQL with `pgvector` extension installed
 * Gemini API Key ([Get API Key Here](https://aistudio.google.com/app/apikey))
+* Redis (for vector caching)
 * Docker (optional, for containerized deployment)
 
+### API Endpoints
+
+* `POST /books` — Add a book with title and description; stores embedding in DB
+* `GET /search?q=your+query` — Search books semantically by query text
+* `GET /ping` — Health check endpoint
+
 ### Setup PostgreSQL
 
 1. Create your database:
@@ -82,13 +73,17 @@ Run migrations:
 make migrate-up
 ```
 
-### Environment Variables
+Or via the binary:
 
-Create a `.env` file with the following:
+```bash
+semantic-search-api -migrate=true
+```
+### Environment Variables
 
 ```
 DATABASE_URL=postgres://user:password@localhost:5432/semantic_search?sslmode=disable
 GEMINI_API_KEY=your_gemini_api_key_here
+REDIS_URL=localhost:6379
 ```
 
 ### Running Locally
@@ -99,22 +94,27 @@ go run ./cmd/main.go
 
 API will be available at `http://localhost:8080`.
 
-### API Endpoints
-
-* `POST /books` — Add a book with title and description; stores embedding in DB
-* `GET /search?q=your+query` — Search books semantically by query text
-* `GET /ping` — Health check endpoint
-
 ### Docker
 
-Build multi-arch images with GoReleaser or manually:
+Run Database migrations:
 
 ```bash
-docker buildx build --platform linux/amd64,linux/arm64 -t ghcr.io/nmdra/semantic-search:latest .
+docker run --rm \
+  --network=host \
+  ghcr.io/nmdra/semantic-search:latest \
+  -apikey="$GEMINI_API_KEY" \
+  -db-dsn="$DATABASE_URL" \
+  -migrate
 ```
 
 Run container:
 
 ```bash
-docker run -p 8080:8080 ghcr.io/nmdra/semantic-search:latest
+docker run --rm \
+  --network=host \
+  ghcr.io/nmdra/semantic-search:latest \
+  -apikey="$GEMINI_API_KEY" \
+  -db-dsn="$DATABASE_URL" \
+  -redis="localhost:6379" \
+  -loglevel="warn"
 ```