The Only
AI-Native
Context Storage
You'll Ever Need
Stop building vector storage from scratch. Vecstor provides production-ready semantic context storage with both REST APIs and Model Context Protocol (MCP) — the only service that natively supports the emerging AI ecosystem while maintaining full backward compatibility.
Trusted by developers building the future of AI
Why Developers Choose Vecstor
We solve the hardest problems in AI context management so you can focus on building amazing applications
The Problem: Vector Storage is Hard
Building semantic search from scratch takes months. You need embeddings, vector databases, chunking strategies, search algorithms, and production infrastructure. Most teams get it wrong.
The Solution: AI-Native Context Storage
Vecstor provides everything out-of-the-box: advanced embeddings, hybrid search, automatic chunking, MCP protocol support, and enterprise-grade infrastructure. Deploy in minutes, not months.
The Result: Ship Faster, Scale Better
Focus on your core product while Vecstor handles the complexity. From prototypes to enterprise scale, with both REST and MCP support for maximum compatibility.
Get started in under 5 minutes
# Install & store your first context
curl -X POST "https://api.vecstor.com/v1/context/" \
-H "Authorization: Bearer YOUR_API_KEY" \
-d '{"content": "Your knowledge base content"}'
# Search semantically
curl -X POST "https://api.vecstor.com/v1/search/semantic" \
-H "Authorization: Bearer YOUR_API_KEY" \
-d '{"query": "find relevant information"}'
# Or use MCP with Claude Desktop
{
"mcpServers": {
"vecstor": {
"command": "npx",
"args": ["@vecstor/mcp-server"]
}
}
}
Everything You Need for AI Context Storage
Production-ready features that scale from your first prototype to enterprise applications
First-Class MCP Protocol Support
Native Model Context Protocol integration means your AI applications work seamlessly with Claude, GPT, and emerging AI tools.
- ✓ Direct Claude Desktop integration
- ✓ Tools, Resources & Prompts support
- ✓ JSON-RPC 2.0 transport
- ✓ Future-proof AI ecosystem compatibility
Complete REST API
Full-featured REST APIs for web applications, mobile apps, and traditional integrations. OpenAPI documented.
- ✓ RESTful endpoints for all operations
- ✓ OAuth2 & API key authentication
- ✓ Rate limiting & monitoring
- ✓ SDKs for popular languages
Advanced Search
- • Semantic similarity search
- • Hybrid search (dense + sparse)
- • Temporal & filtered search
- • Query expansion & auto-correction
- • Real-time analytics
Smart Processing
- • Automatic text chunking
- • Multi-format document support
- • Content summarization
- • Metadata extraction
- • Background processing
Enterprise Ready
- • Role-based access control
- • Custom vector databases
- • SaaS integrations
- • SOC 2 compliance ready
- • 99.9% uptime SLA
Advanced Capabilities
Powerful features that set Vecstor apart
Performance & Scaling
- • Redis caching for sub-second responses
- • Async processing with Celery workers
- • Horizontal scaling support
- • Usage analytics & optimization
Developer Experience
- • RESTful API with OpenAPI documentation
- • Docker deployment ready
- • Comprehensive dashboard & analytics
- • Multi-language SDK support (planned)
What Developers Are Saying
Real feedback from engineers building AI applications
"Finally, a context storage solution that actually understands AI workflows. The MCP integration saved us weeks of custom development. Our Claude Desktop integration went from complex to trivial."
"The hybrid search capabilities are game-changing. We're getting much better retrieval quality compared to our previous vector-only solution. The analytics help us optimize our prompts in real-time."
"Having both REST and MCP protocols means we can use the same backend for our web app and our AI research tools. The document processing pipeline handles our messy research papers perfectly."
Simple, Developer-Friendly Pricing
Start free, scale when you're ready. No hidden fees, no vendor lock-in.
Free Plan
For individuals & testing
$0
- 5,000 API Calls/Month
- 1 GB Vector Storage
Basic Plan
For small teams & projects
$20 /month
30 day free trial
- 30,000 API Calls/Month
- 3 GB Vector Storage
Premium Plan
For growing businesses
$49 /month
30 day free trial
- 50,000 API Calls/Month
- 5 GB Vector Storage
Production Plan
For large scale deployments
$99 /month
30 day free trial
- 100,000 API Calls/Month
- 10 GB Vector Storage
Self-hosted options are coming soon!
Check back later for updates.
Ready to get started?
Sign up today and start leveraging the power of semantic context storage.