MCP deployments,
shipped in minutes not days
From fintech support copilots to AI-powered documentation search, see how MCPFlow delivered secure Model Context Protocol servers with website crawlers, vector search, and governed tokens.
Use cases
Each story details the challenge, MCPFlow configuration, and measurable outcomes.
Fintech support copilot with compliance-grade audit trails
A regulated fintech launched a Claude MCP agent that resolves support tickets using live banking data and policy PDFs with complete compliance transparency. MCPner.com delivered the secure API + text connector stack with audit trails, OAuth 2.1 authorization, and sub-10-second redeploys.
View use caseKey metrics
- • 43% faster ticket resolution time
- • 100% of MCP calls logged with policy citations for compliance
- • Sub-10-second redeploys during schema changes
- • Zero security incidents in first 6 months of production
Ecommerce AI assistant with real-time inventory and CRM integration
A DTC marketplace deployed a ChatGPT MCP assistant that answers product questions, checks live Shopify inventory, and surfaces personalized HubSpot offers—all through one governed endpoint. MCPner.com's connector library and MCP inspector eliminated stale data and manual integrations.
View use caseKey metrics
- • 18% lift in assisted conversion rate
- • Zero pricing misquotes after MCPner.com guardrails deployed
- • 3 new marketing campaigns shipped in first week
- • 60% reduction in engineering time for CRM updates
AI tutor with per-cohort access control and LMS integration
An online university deployed an AI tutor that cites course PDFs, syllabi, and LMS gradebook data via Claude MCP while enforcing student privacy and per-cohort access controls. MCPner.com's text ingestion and database connectors eliminated months of custom development.
View use caseKey metrics
- • 22% increase in student satisfaction scores
- • Over 4,000 course files indexed with granular access controls
- • Single-click rollout to 12 new cohorts (previously took 2-3 weeks)
- • 80% reduction in 'where can I find this material' support tickets
Salesforce Agentforce: 70% autonomous case resolution at scale
A global enterprise deployed Salesforce Agentforce with 35+ partner MCP servers from AgentExchange, achieving 70% autonomous resolution of customer cases. MCPner.com enabled seamless connection to Stripe, Google Cloud, AWS, and internal legacy systems through standardized MCP connectors.
View use caseKey metrics
- • 70% autonomous case resolution rate
- • 45min → 5min average case handling time for routine requests
- • 35+ partner MCP servers integrated via AgentExchange
- • 12 new agent workflows shipped by admins in first quarter
From Figma design to live web app in under 10 minutes
A design-led agency automated their entire web app deployment pipeline using AI agents orchestrating Figma, GitHub, Docker, and Puppeteer MCP servers. What previously took 2-3 days of developer handoff now completes in under 10 minutes with 100% design fidelity.
View use caseKey metrics
- • 2-3 days → 10 minutes deployment time
- • 100% design fidelity on standard UI components
- • 5x increase in client projects handled per quarter
- • Zero developer hours spent on routine design-to-code translation
Verifiable AI research assistant with zero hallucinations
A major academic publisher launched an AI research assistant for university students that cites authoritative journal articles with 100% accuracy and proper academic attribution. MCPner.com's text connector and citation engine eliminated hallucinations while creating a new revenue stream for publisher content.
View use caseKey metrics
- • 100% citation accuracy on indexed scholarly content
- • 40% reduction in student research time
- • Zero hallucination incidents across 50,000+ queries
- • 12 university campus-wide deployments in first semester
Private banking automation with real-time compliance
A private bank deployed AI agents that handle client onboarding, KYC/AML checks, portfolio reporting, and risk profiling while maintaining 100% regulatory audit compliance. MCPner.com's OAuth 2.1 security framework and granular permissions enabled PSD2, BSA/AML, and GLBA adherence from day one.
View use caseKey metrics
- • 60% reduction in client onboarding time
- • 100% regulatory audit compliance maintained (PSD2, BSA/AML, GLBA)
- • Real-time portfolio reporting replacing quarterly manual reports
- • 40% increase in advisor capacity for high-value client interactions
Natural language payment workflows with Stripe and Modern Treasury
A payments platform enabled natural language control of invoicing, refunds, and reconciliations through Stripe and Modern Treasury MCP servers. Finance teams now execute complex payment operations by simply describing what they need—no API documentation or code required.
View use caseKey metrics
- • 15 minutes → 5 seconds invoice generation time
- • 80% of reconciliations fully automated
- • 20 hours per week saved on manual transaction matching
- • Zero payment API errors after MCP validation layer deployed
Natural language SQL at enterprise scale with centralized governance
A Fortune 500 company deployed AI agents that allow non-technical business users to query Teradata and BigQuery data warehouses using natural language, while IT maintains centralized governance for 50+ AI applications through a single MCP server gateway.
View use caseKey metrics
- • 40% → 90% SQL query accuracy rate
- • 70% reduction in data team support tickets
- • Single governed gateway replacing 50+ fragmented database connections
- • 100% of AI queries logged with user attribution and execution time
Turn any documentation site into a searchable AI knowledge base
A SaaS company transformed their public documentation and competitor sites into searchable MCP knowledge bases, enabling Claude to answer customer questions with exact citations and perform competitive analysis autonomously. MCPner.com's website crawler eliminated manual content updates and stale information.
View use caseKey metrics
- • 67% reduction in support response time
- • 500+ documentation pages indexed with auto-update detection
- • 12 competitor features discovered through automated monitoring
- • 90% of customer questions answered with exact source citations
Law firm knowledge management with case law and precedent search
A mid-sized law firm deployed an AI research assistant that searches through 10+ years of internal case files, legal briefs, and client documentation, providing instant answers with exact paragraph citations. MCPner.com's crawler processed 15,000+ documents while maintaining attorney-client privilege and access controls.
View use caseKey metrics
- • 58% reduction in legal research time
- • 15,000+ documents indexed with matter-level access controls
- • 3 major case wins using AI-discovered precedents
- • 45% increase in associate billable hour productivity
Self-service customer onboarding with product knowledge AI
An enterprise software company reduced onboarding time by 71% by deploying an AI assistant that answers customer questions about their complex platform using crawled knowledge base articles, video transcripts, and API documentation. MCPner.com's crawler processed multi-format content and enabled semantic search across 1,200+ resources.
View use caseKey metrics
- • 71% reduction in onboarding time (10 weeks → 3 weeks)
- • 1,200+ knowledge resources indexed across multiple formats
- • 68% self-service adoption rate (up from 15%)
- • 3x increase in CSM capacity for strategic customer work
Investigative journalism with automated source aggregation
A news organization deployed an AI research assistant that monitors and searches 200+ news sites, government databases, and public records, enabling journalists to discover story connections and fact-check claims in seconds instead of days. MCPner.com's crawler updated indices in real-time as breaking news emerged.
View use caseKey metrics
- • 64% reduction in investigative research time
- • 200+ news sources and databases monitored in real-time
- • 5 exclusive stories broken using AI-discovered connections
- • 3-4 days faster publication vs. competitors