State of MCP in India 2026
Original research from 500,000+ deployments across Mumbai, Bengaluru, Delhi, and Hyderabad. The definitive source for AI infrastructure trends on the Indian subcontinent.
Top MCP Tools in India
Ranked by 2026 adoption growth across 50,000+ Indian developers.
| Tool | Category | Growth | Edge Latency |
|---|---|---|---|
| GitHub | Developer Tools | +180% | 8ms |
| PostgreSQL | Databases | +145% | 9ms |
| Slack | Productivity | +120% | 10ms |
| Razorpay | Finance | +310% | 7ms |
| Notion | Productivity | +95% | 11ms |
| Docker | DevOps | +160% | 8ms |
Source: MCPserver.in registry analytics, Jan-Jun 2026. Explore the directory →
Regional Deployment Patterns
Where India builds and deploys MCP servers.
Mumbai
11ms p99Fintech, BFSI, DPDP workloads
Bengaluru
9ms p99Startups, SaaS, AI/ML
Delhi NCR
14ms p99Enterprise, Government, EdTech
Hyderabad
12ms p99Pharma, Biotech, Core ML
Cost Savings: MCP Edge vs AWS Lambda
Real cost and latency benchmarks from 500,000+ production executions on MCPserver.in infrastructure.
| Metric | AWS Lambda | MCP Edge | Savings |
|---|---|---|---|
| Cold start (p50) | 450ms | 18ms | 96% |
| Warm execution (p95) | 120ms | 11ms | 91% |
| Monthly cost (10M invocations) | ₹24,000 | ₹4,500 | 81% |
| Data egress (1TB/mo) | ₹8,500 | ₹1,200 | 86% |
Benchmark: MCPserver.in managed runtime, Mumbai region, 10M invocations/month. AWS Lambda us-east-1 equivalent.
Download the Raw Data
All benchmarks and regional data are available as structured JSON for LLM ingestion and research.