---
title: "35 MCP Server Statistics (2026)"
description: "Data-driven insights on Model Context Protocol adoption, security gaps, and why enterprise-grade API infrastructure matters more than ever"
url: "https://www.dreamfactory.com/hub/mcp-server-statistics"
---

# 35 MCP Server Statistics Every Enterprise Should Know in 2026

Terence Bennett

* March 3, 2026
* Technology

_Data-driven insights on Model Context Protocol adoption, security gaps, and why enterprise-grade API infrastructure matters more than ever_

The Model Context Protocol (MCP) has transformed from an experimental standard to enterprise infrastructure at a pace rarely seen in technology. With [2,200% growth](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) in just 13 months, MCP servers now connect AI models to databases, files, and enterprise systems across thousands of organizations. Yet this rapid adoption has exposed critical gaps—[38.7% of MCP servers](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) operate without authentication, creating [security vulnerabilities](https://www.dreamfactory.com/hub/model-context-protocol-security-statistics) that enterprise platforms like [DreamFactory](https://www.dreamfactory.com/features) are designed to prevent. With [over 10,000 servers](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) and [97 million+ SDK downloads](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) monthly, understanding the statistics behind MCP infrastructure is essential for enterprise decision-makers.

---

## **Key Takeaways**

* **MCP adoption exploded 2,200% in 13 months**—From 3 published implementations in October 2024 to [6,878 servers](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) by November 2025
* **Security remains the critical gap**—[38.7% of MCP servers](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) require no authentication, and [only 2.4%](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) implement rate limiting
* **Enterprise adoption accelerating**—Major Fortune 500 companies have [implemented MCP](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) in their AI stacks, with adoption more than doubling year-over-year
* **Local deployment dominates**—[86% of users](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) choose local MCP server architecture despite remote alternatives
* **DreamFactory powers enterprise-grade API infrastructure** with [50,000+ production instances](https://www.dreamfactory.com/middleware-rescue-program) processing 2+ billion calls daily

---

## **Market Growth: MCP Server Statistics Shaping 2026**

### **1\. Over 10,000 active public MCP servers confirmed by Anthropic**

The MCP ecosystem has reached a milestone of maturity, with Anthropic confirming [over 10,000 deployments](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) when donating MCP to the Linux Foundation's Agentic AI Foundation. This reflects enterprise demand for standardized AI-to-data connectivity—a use case [DreamFactory's API infrastructure](https://www.dreamfactory.com/features) directly addresses.

### **2\. Global AI market valued at $391 billion in 2025**

The broader AI market has reached [$391 billion](https://skywork.ai/skypage/en/MCP-Server-Marketplace-The-Definitive-Guide-for-AI-Engineers-in-2025/1972506919577780224), projected to hit $1.81 trillion by 2030\. MCP servers serve as the critical data access layer connecting AI models to enterprise databases—a use case [DreamFactory's AI integration](https://www.dreamfactory.com/ai) directly addresses.

### **3\. MCP adopted across every major AI platform**

MCP has been [adopted across platforms](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) including ChatGPT, Cursor, Gemini, Copilot, and VS Code, establishing it as the industry standard for AI-to-data connectivity. This cross-platform adoption signals that MCP infrastructure is no longer optional—it's foundational.

### **4\. AI server market hit an estimated $95.2 billion in Q1 2025**

AI infrastructure spending reached an [estimated $95.2 billion](https://www.binarcode.com/blog/mcp-or-why-2025-will-never-be-like-2025) in Q1 2025 with 134% year-on-year growth. MCP servers represent the connectivity layer between this infrastructure and enterprise data assets.

---

## **Adoption Metrics: How Fast MCP Is Growing**

### **5\. MCP downloads surged from 100,000 to 8 million in 6 months**

Server downloads exploded from [\~100,000 to 8 million](https://www.mcpevals.io/blog/mcp-statistics) between November 2024 and April 2025\. This 80x growth demonstrates unprecedented developer interest in standardized AI-data protocols.

### **6\. Monthly SDK downloads reached 97 million+**

Across Python and TypeScript, MCP SDKs now see [97 million+ downloads](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) monthly. This developer engagement signals MCP's evolution from experimental to production infrastructure.

### **7\. 36,039 MCP servers deployed across 32,762 GitHub repositories**

The ecosystem has expanded to [36,039 total servers](https://www.reddit.com/r/ClaudeAI/comments/1pcyzdi/current%5Fstate%5Fof%5Fmcp/) as of December 2025 (community crawler estimate), representing broad community investment in MCP tooling.

### **8\. Over 10,000 active public MCP servers worldwide**

Anthropic confirmed [10,000+ active deployments](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) when donating MCP to the Linux Foundation's Agentic AI Foundation—a milestone for protocol maturity.

### **9\. 232% growth in MCP servers over 6 months**

Between August 2025 and February 2026, MCP server count increased [232% to 1,412](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) in tracked repositories. The acceleration shows no signs of slowing.

### **10\. MCP adopted by all major AI platforms, signaling near-universal industry support**

MCP has been [adopted across platforms](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) including ChatGPT, Cursor, Gemini, Copilot, VS Code, and many others—making secure, production-ready MCP infrastructure a business-critical requirement for any organization using AI.

---

## **Security Statistics: The Critical Gap in MCP Deployments**

### **11\. 38.7% of MCP servers require no authentication**

Nearly [four in ten](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) MCP servers operate without any authentication mechanism. This exposes enterprise data to unauthorized access—a vulnerability that [DreamFactory's RBAC](https://www.dreamfactory.com/features) eliminates through mandatory authentication at the platform level.

### **12\. Only 2.4% of MCP servers implement rate limiting**

[Rate limiting](https://www.dreamfactory.com/hub/api-rate-limiting-statistics) protects against denial-of-service attacks and API abuse. Yet [only 2.4%](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) of analyzed servers include this protection. DreamFactory includes configurable rate limiting per role, user, and endpoint as standard functionality.

### **13\. 43% of tested MCP servers have command injection flaws**

Security assessments revealed [43% vulnerability rates](https://guptadeepak.com/the-complete-guide-to-model-context-protocol-mcp-enterprise-adoption-market-trends-and-implementation-strategies/) to command injection attacks (compiled from the Quix6le assessment). Enterprise API platforms prevent these vulnerabilities through query decomposition and parameterized database access.

### **14\. 95% of MCP servers run on endpoints without MCP-specific security detection**

Traditional security tools miss MCP traffic entirely—[95% of servers](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) operate on employee endpoints where existing monitoring provides no protocol-specific detection.

### **15\. 22.9% of MCP servers had wide-open CORS policies**

Cross-origin vulnerabilities affect [22.9%](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) of MCP servers. DreamFactory includes CORS management as a [configurable security control](https://www.dreamfactory.com/resources/whitepapers/security-guide).

### **16\. 3% contain hardcoded credentials in source code**

A [3% hardcoded credential](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) rate in published MCP servers creates significant exposure risk. Enterprise platforms separate [credential management](https://www.dreamfactory.com/hub/api-key-management-trends) from application code entirely.

### **17\. 38% of enterprise MCP deployments use unofficial implementations**

In typical enterprise environments, [38% of servers](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) come from unknown authors—introducing unvetted code into production infrastructure.

### **18\. 95% of respondents encountered API security issues in 2024**

Beyond MCP-specific concerns, [95% of respondents](https://salt.security/press-releases/salt-security-state-of-api-security-report-reveals-95-of-respondents-experienced-api-security-problems-driven-by-accelerated-api-usage) faced API security issues in the past year, according to Salt Security's State of API Security report. Built-in security controls—not optional configurations—are now table stakes.

---

## **Enterprise Adoption: How Organizations Deploy MCP**

### **19\. Fortune 500 companies rapidly adopting MCP**

Enterprise MCP adoption has [more than doubled](https://www.anthropic.com/news/donating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation) year-over-year, with Fortune 500 companies increasingly viewing MCP as essential AI infrastructure.

### **20\. Fintech leads MCP adoption, followed by healthcare and e-commerce**

Industry estimates suggest [fintech leads adoption](https://www.binarcode.com/blog/mcp-or-why-2025-will-never-be-like-2025), followed by healthcare and e-commerce. Financial services' strict security requirements make enterprise-grade API platforms essential for [compliant MCP deployments](https://www.dreamfactory.com/hub/mcp-security-enterprise-companies).

### **21\. Average 10,000-person organization runs 3,056 MCP server deployments**

Enterprise scale is substantial: [15.28% of employees](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) in a typical organization run an average of 2 MCP servers each—creating sprawl that demands centralized API governance.

### **22\. 81% of MCP server publishers have fewer than 200 employees**

Small and medium businesses drive MCP innovation—[81% of creators](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) come from organizations under 200 employees. However, enterprise deployments require the security and scalability these smaller implementations often lack.

### **23\. 70% of MCP servers created by B2B companies**

The [B2B focus](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) reflects enterprise use cases: connecting AI models to internal databases, CRM systems, and business applications—precisely the connectivity [DreamFactory's connectors](https://www.dreamfactory.com/connectors) provide.

---

## **Technical Implementation: How MCP Servers Are Built**

### **24\. TypeScript dominates at 43% of MCP server implementations**

Language distribution shows [TypeScript at 43%](https://www.reddit.com/r/ClaudeAI/comments/1pcyzdi/current%5Fstate%5Fof%5Fmcp/), Python at 20%, and JavaScript at 16% (community crawler estimate). This fragmentation creates maintenance challenges that configuration-driven platforms avoid.

### **25\. 86% of users choose local MCP server architecture**

Despite remote hosting options, [86% of deployments](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) remain local. This preference for on-premises control aligns with DreamFactory's mandatory self-hosted model—deployable on-premises, in customer-managed clouds, or in air-gapped environments.

### **26\. Stdio transport holds 85% market share**

Transport protocol distribution shows [stdio at 85%](https://www.reddit.com/r/ClaudeAI/comments/1pcyzdi/current%5Fstate%5Fof%5Fmcp/) (community crawler estimate) with SSE growing at 9% for remote/hosted servers.

### **27\. Average MCP server exposes 13.4 tools**

Tool exposure varies significantly—the [average is 13.4](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) tools, but the median drops to just 5\. This disparity reflects the difference between enterprise-grade and hobbyist implementations.

### **28\. 52% of MCP tools are read operations**

Operation breakdown shows [52% read, 25% write](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/), and 23% unclassified. Read-heavy patterns align with AI query use cases where models analyze rather than modify data.

---

## **Infrastructure & Hosting Statistics**

### **29\. AWS hosts 60% of MCP servers**

Cloud infrastructure concentration shows [AWS at 60%](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/)—up from 53% for traditional APIs. The platform's dominance reflects enterprise cloud preferences.

### **30\. 25% of all MCP servers sit behind Cloudflare CDN**

CDN adoption shows [Cloudflare protecting 25%](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) of MCP server traffic, providing edge security and performance optimization.

### **31\. Auth0 leads MCP authentication at 29%**

Among servers that implement authentication, [Auth0 holds 29%](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/), followed by FastAPI OAuth at 17% and WorkOS at 12%.

---

## **Business Impact: ROI and Performance Metrics**

### **32\. MCP estimated to reduce custom integration costs by up to 50%**

Organizations report [estimated 50% savings](https://www.binarcode.com/blog/mcp-or-why-2025-will-never-be-like-2025) in custom integration development through standardized MCP connections. These savings compound when combined with automated API generation—where DreamFactory delivers even greater efficiency at [Year 1 costs \~$80K](https://www.dreamfactory.com/middleware-rescue-program) versus [$350K+ via alternatives](https://www.dreamfactory.com/middleware-rescue-program).

### **33\. MCP adoption estimated to reduce development time by 40%**

Development efficiency gains [averaging an estimated 40%](https://www.binarcode.com/blog/mcp-or-why-2025-will-never-be-like-2025) through standardized protocols. When paired with auto-generated REST APIs, organizations eliminate most manual backend development entirely.

### **34\. MCP estimated to reduce model interaction latency by 40-60%**

Performance improvements show an [estimated 40-60% reduction](https://www.binarcode.com/blog/mcp-or-why-2025-will-never-be-like-2025) in latency through optimized data streaming between AI models and enterprise data sources.

### **35\. E-commerce platforms report improved conversion rates with MCP-powered personalization**

AI-powered personalization enabled by MCP connections delivers [significant conversion improvements](https://www.binarcode.com/blog/mcp-or-why-2025-will-never-be-like-2025) for e-commerce implementations, with early adopters reporting meaningful lifts in customer engagement and purchase rates.

---

## **Taking Action on These Statistics**

The MCP statistics reveal a clear pattern: explosive adoption has outpaced security and operational maturity. Organizations connecting AI models to enterprise data face significant risks when relying on community MCP servers that:

* Lack authentication in 38.7% of deployments
* Implement rate limiting in only 2.4% of cases
* Contain command injection vulnerabilities in 43% of tested servers
* Operate without meaningful documentation in 16% of implementations

Enterprise requirements demand platform-level security controls, not developer-implemented configurations. DreamFactory addresses these gaps through:

* **Built-in RBAC** at table, field, and record levels
* **Mandatory authentication** via OAuth, SAML, LDAP, and API keys
* **Automatic rate limiting** configurable per role and endpoint
* **Auto-generated documentation** that stays accurate as schemas evolve
* **Self-hosted deployment** for complete infrastructure control

With 50,000+ production instances processing [2+ billion calls](https://www.dreamfactory.com/middleware-rescue-program) daily, DreamFactory provides the enterprise-grade foundation that MCP deployments require. For organizations ready to connect AI models to enterprise data securely, [request a demo](https://www.dreamfactory.com/demo) to see how auto-generated APIs transform MCP infrastructure.

### Meet Terence

Terence is the CEO of DreamFactory Software. Previously, he was the Director of Operations at DreamFactory Software. Before joining DreamFactory, led operations at TeamPassword, was a member of Google RedTeam, and served as a U.S. Navy Officer during Operation Iraqi Freedom.

* 

### Featured posts

[MCP Security for Media CompaniesMarch 11, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-media-companies)

[MCP Security for Real EstateMarch 11, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-real-estate)

[MCP Security for LogisticsMarch 11, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-logistics)

[MCP Security for TransportationMarch 11, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-transportation)

[32 AI Data Gateway Statistics and Trends Every Enterprise Should Know in 2026March 11, 2026Technology](https://www.dreamfactory.com/hub/ai-data-gateway-statistics)

[28 On-Premise LLM Deployment Statistics Every Enterprise Should Know in 2026March 11, 2026Technology](https://www.dreamfactory.com/hub/on-premise-llm-deployment-statistics)

[35 Enterprise AI Data Governance Statistics Every Enterprise Should Know in 2026March 11, 2026Technology](https://www.dreamfactory.com/hub/enterprise-ai-data-governance-statistics)

[30 LLM Database Access Statistics Every Enterprise Should Know in 2026March 11, 2026Technology](https://www.dreamfactory.com/hub/llm-database-access-statistics)

[29 Model Context Protocol Security Statistics Every Enterprise Should Know in 2026March 3, 2026Technology](https://www.dreamfactory.com/hub/model-context-protocol-security-statistics)

[35 MCP Server Statistics Every Enterprise Should Know in 2026March 3, 2026Technology](https://www.dreamfactory.com/hub/mcp-server-statistics)

[MCP Security for TelecommunicationsMarch 3, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-telecommunications)

[MCP Security for Energy SectorMarch 3, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-energy-sector)

[MCP Security for Pharmaceutical CompaniesMarch 3, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-pharmaceutical-companies)

[MCP Security for Legal FirmsMarch 3, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-legal-firms)

[Enterprise Data Access for CopilotsFebruary 25, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-copilots)

[Enterprise Data Access for Virtual AssistantsFebruary 24, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-virtual-assistants)

[Enterprise Data Access for Knowledge BasesFebruary 24, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-knowledge-bases)

[Enterprise Data Access for RAG SystemsFebruary 24, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-rag-systems)

[Enterprise Data Access for Data SummarizationFebruary 24, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-data-summarization)

[Enterprise Data Access for LLM ApplicationsFebruary 24, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-llm-applications)

[Enterprise Data Access for ChatbotsFebruary 24, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-chatbots)

[Enterprise Data Access for AI AgentsFebruary 25, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-access-ai-agents)

[MCP Security for EducationFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-education)

[MCP Security for RetailFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-retail)

[MCP Security for InsuranceFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-insurance)

[MCP Security for ManufacturingFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-manufacturing)

[MCP Security for GovernmentFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-government)

[MCP Security for HealthcareFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-healthcare)

[MCP Security for Financial ServicesFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-financial-services)

[MCP Security for Enterprise CompaniesFebruary 17, 2026Technology](https://www.dreamfactory.com/hub/mcp-security-enterprise-companies)

[How to Set Up an MCP Server for SQL Server to Connect LLMs to DataFebruary 11, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-sql-server-to-connect-llms-to-data)

[How to Set Up an MCP Server for DB2 Mainframe DataFebruary 11, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-db2-mainframe-data)

[How to Set Up an MCP Server for Snowflake to Power AI AnalyticsFebruary 11, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-snowflake-to-power-ai-analytics)

[How to Set Up an MCP Server for MongoDB for AI Agent ToolingFebruary 11, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-mongodb-for-ai-agent-tooling)

[40 Developer Productivity with API Tools Statistics Every Enterprise Should Know in 2026February 11, 2026Technology](https://www.dreamfactory.com/hub/developer-productivity-api-tools-statistics)

[27 API Cost Reduction Statistics Every Enterprise Should Know in 2026February 11, 2026Technology](https://www.dreamfactory.com/hub/api-cost-reduction-statistics)

[35 Big Data API Integration Statistics Every Enterprise Should Know in 2026February 11, 2026Technology](https://www.dreamfactory.com/hub/big-data-api-integration-statistics)

[How to Set Up an MCP Server for PostgreSQL with Role-Based Access ControlFebruary 4, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-postgresql-role-based-access-control)

[How to Set Up an MCP Server for MySQL Without Writing Custom APIsFebruary 4, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-mysql-without-writing-custom-apis)

[How to Set Up an MCP Server for Oracle with Secure AI AccessFebruary 4, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-oracle-secure-ai-access)

[How to Set Up an MCP Server for SQL Server in Enterprise EnvironmentsFebruary 4, 2026Technology](https://www.dreamfactory.com/hub/set-up-mcp-server-for-sql-server-legacy-databases)

[32 Mobile Backend API Statistics Every Enterprise Should Know in 2026February 4, 2026Technology](https://www.dreamfactory.com/hub/mobile-backend-api-statistics)

[27 API Monitoring and Logging Statistics Every Enterprise Should Know in 2026February 4, 2026Technology](https://www.dreamfactory.com/hub/api-monitoring-and-logging-statistics)

[32 Open-Source API Platform Statistics Every Enterprise Should Know in 2026February 4, 2026Technology](https://www.dreamfactory.com/hub/open-source-api-platform-statistics)

[27 Hybrid API Deployment Statistics Every Enterprise Should Know in 2026February 4, 2026Technology](https://www.dreamfactory.com/hub/hybrid-api-deployment-statistics)

[32 API Governance Trends Every Enterprise Must Track for 2026January 28, 2026Technology](https://www.dreamfactory.com/hub/api-governance-trends)

[38 REST API Performance Statistics Every Enterprise Should Know in 2026January 28, 2026Technology](https://www.dreamfactory.com/hub/rest-api-performance-statistics)

[37 Enterprise Data Integration Statistics Every Enterprise Should Know in 2026January 28, 2026Technology](https://www.dreamfactory.com/hub/enterprise-data-integration-statistics)

[41 Custom API Scripting Statistics Every Enterprise Should Know in 2026January 28, 2026Technology](https://www.dreamfactory.com/hub/custom-api-scripting-statistics)

[How to Connect MySQL to a Customer Portal with a Secure REST API LayerJanuary 21, 2026Technology](https://www.dreamfactory.com/hub/connect-mysql-to-customer-portal)

[How to Connect Oracle to Power BI with a Secure REST API LayerJanuary 21, 2026Technology](https://www.dreamfactory.com/hub/connect-oracle-to-power-bi)

[How to Connect SQL Server to Power BI with a Secure REST API LayerJanuary 21, 2026Technology](https://www.dreamfactory.com/hub/connect-sql-server-to-power-bi)

[How to Connect Snowflake to Tableau with a Secure REST API LayerJanuary 21, 2026Technology](https://www.dreamfactory.com/hub/connect-snowflake-to-tableau)

[46 Secure API Endpoint Statistics Every Enterprise Should Know in 2026January 21, 2026Technology](https://www.dreamfactory.com/hub/secure-api-endpoint-statistics)

[45 API Rate Limiting Statistics Every Enterprise Should Know in 2026January 21, 2026Technology](https://www.dreamfactory.com/hub/api-rate-limiting-statistics)

[41 GenAI API Integration Statistics Every Enterprise Should Know in 2026January 21, 2026Technology](https://www.dreamfactory.com/hub/genai-api-integration-statistics)

[50 Database Connectivity in API Platforms Statistics Every Enterprise Should Know in 2026January 13, 2026Technology](https://www.dreamfactory.com/hub/database-connectivity-api-platforms-statistics)

[50 API Key Management Trends Every Enterprise Should Know in 2026January 13, 2026Technology](https://www.dreamfactory.com/hub/api-key-management-trends)

[50 RBAC Implementation Statistics Every Enterprise Should Know in 2026January 13, 2026Technology](https://www.dreamfactory.com/hub/rbac-implementation-statistics)

[43 API Documentation Automation Statistics Every Enterprise Should Know in 2026January 13, 2026Technology](https://www.dreamfactory.com/hub/api-documentation-automation-statistics)

[45 SOAP to REST Conversion Statistics Every Enterprise Should Know in 2026January 13, 2026Technology](https://www.dreamfactory.com/hub/soap-to-rest-conversion-statistics)

[27 On-Premises API Management Statistics Every Enterprise Should Know in 2026January 13, 2026Technology](https://www.dreamfactory.com/hub/on-premises-api-management-statistics)

[27 API Automation Trends for Developers Every Enterprise Should Know in 2026January 14, 2026Technology](https://www.dreamfactory.com/hub/api-automation-trends-for-developers)

[How to Set Up an MCP Server for Legacy DatabasesJanuary 7, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-legacy-databases)

[How to Set Up an MCP Server for Db2 for i (IBM i/AS400)January 7, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-db2)

[How to Set Up an MCP Server for SnowflakeJanuary 7, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-snowflake)

[How to Set Up an MCP Server for MongoDBJanuary 7, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-mongodb)

[50 Low-Code API Development Statistics Every Enterprise Should Know in 2026January 7, 2026Technology](https://www.dreamfactory.com/hub/low-code-api-development-statistics)

[40 OAuth Integration in API Platforms Statistics Every Enterprise Should Know in 2026January 7, 2026Technology](https://www.dreamfactory.com/hub/oauth-integration-api-platforms-statistics)

[48 Server-Side Scripting in APIs Statistics Every Enterprise Should Know in 2026January 7, 2026Technology](https://www.dreamfactory.com/hub/server-side-scripting-apis-statistics)

[40 Enterprise API Security Statistics Every Organization Should Know in 2026January 7, 2026Technology](https://www.dreamfactory.com/hub/enterprise-api-security-statistics)

[How to Connect Snowflake to Power BI with a Secure REST API LayerJanuary 6, 2026Education](https://www.dreamfactory.com/hub/connect-snowflake-to-power-bi)

[How to Connect PostgreSQL to HubSpot with a Secure REST API LayerJanuary 6, 2026Education](https://www.dreamfactory.com/hub/connect-postgresql-to-hubspot)

[How to Connect MySQL to HubSpot with a Secure REST API LayerJanuary 6, 2026Education](https://www.dreamfactory.com/hub/connect-mysql-to-hubspot)

[How to Connect Oracle to Salesforce with a Secure REST API LayerJanuary 6, 2026Education](https://www.dreamfactory.com/hub/connect-oracle-to-salesforce)

[How to Connect SQL Server to Salesforce with a Secure REST API LayerJanuary 6, 2026Education](https://www.dreamfactory.com/hub/connect-sql-server-to-salesforce)

[How to Set Up an MCP Server for PostgreSQLJanuary 6, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-postgresql)

[How to Set Up an MCP Server for MySQLJanuary 6, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-mysql)

[How to Set Up an MCP Server for Oracle DatabasesJanuary 6, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-oracle-databases)

[How to Set Up an MCP Server for SQL ServerJanuary 6, 2026Education](https://www.dreamfactory.com/hub/set-up-mcp-server-for-sql-server)

[50 API Lifecycle Management Trends Every Enterprise Should Know in 2026January 6, 2026Technology](https://www.dreamfactory.com/hub/api-lifecycle-management-trends)

[30 NoSQL API Management Statistics Every Enterprise Should Know in 2026January 6, 2026Technology](https://www.dreamfactory.com/hub/nosql-api-management-statistics)

[40 SQL Database API Generation Statistics Every Enterprise Should Know in 2026January 6, 2026Finance](https://www.dreamfactory.com/hub/sql-database-api-generation-statistics)

[25 API Security Trends 2026: Statistics Every Enterprise Must KnowJanuary 6, 2026Technology](https://www.dreamfactory.com/hub/api-security-trends-statistics)

[51 Legacy System Modernization Statistics Every Enterprise Should Know in 2026January 6, 2026Technology](https://www.dreamfactory.com/hub/legacy-system-modernization-statistics)

## Frequently Asked Questions

### What are the most critical statistics to monitor for an MCP server?

The most critical metrics include authentication status, rate limiting configuration, API response times, and tool exposure counts. Security metrics deserve primary focus given that [38.7% lack authentication](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) and [only 2.4%](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/) implement rate limiting. Performance monitoring should track latency and throughput, especially as MCP connections can deliver [significant latency reductions](https://www.binarcode.com/blog/mcp-or-why-2025-will-never-be-like-2025) when properly optimized.

### How can I automatically collect MCP server statistics?

MCP server statistics collection requires monitoring tools integrated with your API infrastructure. Enterprise platforms like DreamFactory include built-in [logging and governance](https://docs.dreamfactory.com/system-settings/logstash) capabilities that capture API usage, authentication events, and performance metrics automatically. For custom implementations, consider integrating with Elastic, Logstash, or Grafana through configurable logging endpoints.

### What security considerations apply when exposing MCP server statistics via APIs?

MCP server APIs should enforce authentication on all endpoints, implement rate limiting to prevent abuse, validate all input to prevent injection attacks, and log access for audit purposes. Given that [95% of respondents](https://salt.security/press-releases/salt-security-state-of-api-security-report-reveals-95-of-respondents-experienced-api-security-problems-driven-by-accelerated-api-usage) faced API security issues in 2024 according to Salt Security, platform-enforced security controls provide more reliable protection than developer-implemented configurations.

### Why do 86% of organizations choose local MCP server deployment?

The [86% local preference](https://www.clutch.security/blog/mcp-servers-what-we-found-when-we-actually-looked) reflects enterprise requirements for data sovereignty, regulatory compliance, and infrastructure control. Organizations in regulated industries—healthcare, finance, government—often cannot send data to cloud-hosted services. Self-hosted platforms like DreamFactory address these requirements through on-premises, customer-managed cloud, or air-gapped deployment options.

### How does DreamFactory help secure MCP server data access?

DreamFactory provides enterprise-grade API infrastructure with mandatory authentication, granular RBAC at table and field levels, automatic SQL injection prevention, configurable rate limiting, and comprehensive audit logging. These platform-level controls address the security gaps present in [43% with injection flaws](https://guptadeepak.com/the-complete-guide-to-model-context-protocol-mcp-enterprise-adoption-market-trends-and-implementation-strategies/) and the [38.7% without authentication](https://bloomberry.com/blog/we-analyzed-1400-mcp-servers-heres-what-we-learned/).
