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Created November 12, 2025 04:39
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5 Well-Known and 5 Less-Known MCP Concepts with Examples on https://qualitywithmillan.github.io/blogs

Well-Known MCP Concepts

Concept Definition Example Use Case Reference Link
Tool Invocation AI agent calls external APIs or tools in a standardized way. An agent fetches invoice details by calling an accounting API via MCP. Merge.dev
Session Memory Persistence of conversational context across steps or platforms. User pauses a product return on mobile, resumes later on web with all context preserved. ActivePieces
Cross-Platform Context Sharing Transfer of history, context, and tasks across devices/apps. User starts booking a flight in mobile, changes seat via voice assistant—context seamlessly moves. AWS
Enterprise System Integration Unified connectivity to ERPs, CRMs, HR, and more via MCP. Sales agent merges account data from Salesforce and Oracle ERP in one query. ActivePieces
Multi-Modal Decision Support Combining real-time and historical data sources through MCP. Factory sensors report vibration; MCP agent accesses machine data then schedules maintenance. ActivePieces

Less-Known MCP Concepts

Concept Definition Example Use Case Reference Link
Client ID Metadata Documents Document-based trust for clients and servers with no prior relationship. A 3rd-party tool authenticates with a cloud service using a metadata document in the MCP handshake. Descope
Secure Elicitation Enhanced protocol for securely gathering sensitive info. Payment provider linked via secure MCP authentication link, not exposed in chat. Descope
Sampling Requests Server requests client LLM to summarize or generate, not just call tools. Code review server asks client LLM for summary of changes. Descope
Ad Hoc Data Lookups On-demand, live retrieval from diverse sources using MCP. Agent instantly queries ERP if PO number exists before invoice approval. Merge.dev
Registry and Trust Management Centralized registration and discovery of MCP servers/tools. Enterprise platform auto-verifies and lists new AI tools for integration, ensuring secure access. ActivePieces
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