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MCP’s three primitives (tools, resources, prompts) are building blocks. Combine them creatively.

Sequential Thinking

Keep the model on track during complex reasoning. The model calls this tool repeatedly, building a chain of thoughts it can revise or branch.
The model decides when to think, revise, or branch. You just provide the infrastructure.

Context Rehydration

Persist important context to a database. After model compaction (when context window fills up), fetch it back instantly.
Start conversations with: “Check memory://index for context from previous sessions.”

Live Data Feeds

Resources can push updates. Build dashboards, monitoring, or real-time collaboration.
Subscribed clients receive notifications/resources/updated when data changes.

Persona Switching

Prompts define behavior. Let users switch the model’s persona on demand.
Users select prompts/get persona/architect to shift behavior mid-conversation.

Guardrails

Tools can validate and constrain model behavior.
The model can only do what you allow.

Workflow Orchestration

Chain tools into multi-step workflows with checkpoints.
The model manages complex multi-step processes with clear state.

Audit Trail

Log everything the model does for compliance or debugging.

Mix and Match

The real power is combining patterns:
  • Sequential thinking + memory: Save reasoning chains for later reference
  • Guardrails + audit trail: Log blocked attempts
  • Live feeds + workflows: Monitor workflow progress in real-time
  • Personas + prompts: Context-aware behavior switching
Build what your use case needs.
Last modified on June 30, 2026