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Vector Stream CLI

Command-Line API Integration Tools

Powerful command-line tools for developers and data scientists. Connect APIs, train ML models locally, and integrate with your development workflow—all from the terminal.

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API Integration

Connect to any REST or GraphQL API with authentication

  • • One-command API connections
  • • Automatic schema detection
  • • OAuth and API key support
  • • Real-time data streaming
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Local ML Training

Train machine learning models on your local machine

  • • Vector clustering (K-Means)
  • • NLP text classification & sentiment analysis
  • • RAG (Retrieval-Augmented Generation)
  • • GPU acceleration support
  • • Model performance metrics
  • • Export trained models
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Data Pipeline Tools

Build and manage data processing pipelines

  • • ETL pipeline management
  • • Data validation & cleaning
  • • Batch and streaming processing
  • • Pipeline monitoring & alerts
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Cloud Sync

Seamlessly sync with Vector Stream Hub & Labs

  • • Secure cloud synchronization
  • • Model deployment to production
  • • Collaborative workspaces
  • • Version control for models
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Analytics & Monitoring

Monitor API performance and model metrics

  • • Real-time API monitoring
  • • Model performance tracking
  • • Custom dashboard creation
  • • Alert configuration
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Developer Tools

Built for developers, by developers

  • • RESTful API for automation
  • • Plugin system for extensions
  • • Configuration management
  • • Comprehensive logging

Command Examples

🔗 API Integration

Connect to any E-commerce API
vector-stream api connect shopify \
  --api-key sk_live_... \
  --webhook-secret whsec_...
Monitor API performance
vector-stream api monitor \
  --endpoint /v1/charges \
  --interval 30s
Export API data
vector-stream api export \
  --format json \
  --date-range 2024-01-01:2024-12-31 \
  --output stripe-data.json

🤖 ML Training

Train vector clustering model
vector-stream-trainer train \
  --adapter linfa_kmeans \
  --streams stream-id-1,stream-id-2 \
  --hyperparameters '{"clusters": 4, "max_iterations": 100}'
Train NLP text classifier
vector-stream-trainer train \
  --adapter nlp_text_classifier \
  --streams stream-id-1 \
  --hyperparameters '{"model_type": "sentiment", "max_features": 5000}'
Train RAG retrieval system
vector-stream-trainer train \
  --adapter rag_retrieval \
  --streams stream-id-1,stream-id-2 \
  --hyperparameters '{"retrieval_method": "cosine", "top_k": 5, "similarity_threshold": 0.7}'
Monitor training progress
curl http://127.0.0.1:8089/events

Get Started with CLI

1. Install CLI

curl -fsSL https://cli.vector-stream.dev/install.sh | bash

Available for macOS, Linux, and Windows

2. Authenticate

vector-stream auth login

Secure OAuth authentication with your account

3. Start Building

vector-stream init my-project

Create your first API integration project

Ready to Build with CLI?

Join developers worldwide using Vector Stream CLI to integrate APIs, train ML models, and build data-driven applications.

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