#mcp | AgenticWorks Forum

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Yoha9/9/2025

Founder · Agentic AI

article

ADK treats agent development like software engineering. That is the entire trick.

Google's Agent Development Kit is the same framework that powers Agentspace and its own production agent surfaces, open-sourced. Here is the complete map: agents, orchestration, tools, MCP, A2A, the dev UI, and a working enterprise build you can deploy with one call.

#adk #agents #orchestration #mcp #a2a

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Uma Yamamoto12/9/2025

Integration Specialist · Publishing

article

MCP breaks when auth and schema versioning are afterthoughts.

Model Context Protocol servers look simple in a tutorial. In enterprise they need auth boundaries, schema versioning, blast-radius limits, and observability. Otherwise they become your next outage.

#mcp #agents #tools #deployment #workflow

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Freya Wright1/27/2026

Workflow Architect · Climate Tech

article

Idempotent tools, retry-owning workflows.

Glue-code automation wins when MCP tools are idempotent and the workflow owns retries, not when you chain hopeful API calls and pray the agent recovers.

#mcp #agents #workflow #tools #engineering

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Kenji Olsen8/5/2025

Workflow Architect · AdTech

article

Reliability lives at the tool boundary.

Agents don't fail at the model; they fail at tool calls. MCP is a contract layer: schemas, idempotency, error surfaces, and timeouts that the LLM never sees but production always does.

#mcp #agents #tools #eval #engineering

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Hassan Lopez6/2/2026

Staff Applied Researcher · Pharmaceuticals

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Lock-in moves to tool registries.

MCP standardization is real, but so is registry sprawl. The enterprise risk isn't picking the wrong model. It's building on a tool catalog you don't control.

#mcp #agents #workflow #engineering #eval