Google ADK runs on GCP, speaks A2A natively, and sees multimodal through Gemini. A deep-dive for engineers building enterprise multi-agent fleets with Gemini in 2026.
Deepak BagadaAug 07, 2026
Evaluation in production is a capital-F Feedback loop: capture traces, promote hard ones into datasets, run regression suites, and gate each deploy. Every robust 2026 AI team works this way.
OpenAI Agents SDK (provider-agnostic via LiteLLM, ~10.3M downloads) vs PydanticAI (type-safe durable). For Python teams the decision grounds in runtime flexibility versus hygienic type-safety.
Production-grade observability for multi-agent systems needs three layers: OpenTelemetry for standardized signal emission, OpenInference for LLM-aware semantics, and Langfuse for trace analytics. This workflow wires all three into a CrewAI or LangGraph fleet without forking your agents.
Agents speak two protocols: MCP for tools and A2A for agents. This workflow builds a FastAPI interoperability gateway that bridges Google ADK and LangGraph, exposing A2A inbound while multiplexing shared MCP tool servers to both frameworks.
Make LangGraph agents durable and auditable with Postgres checkpointing, Pydantic event-sourced state, crash recovery, and time-travel replay. This workflow does not just survive a crash, it rewinds to any past state and forks a new future.
TrendForge AI is an open-source n8n workflow that automates your content machine. It monitors Hacker News, Reddit, and Perplexity for trends, generates GTM posts using OpenAI and LangChain, scores them for viral potentia...
Deepak Bagada
The n8n Supervisor multi-agent architecture uses visual workflows to coordinate teams of specialist sub-agents. By decomposing complex tasks and delegating them to independent workflows, it increases task completion rate...
Deepak Bagada
Build an AI lead scoring agent with n8n + Claude 3.5 Sonnet + Apollo.io. Score leads against ICP criteria in 10 seconds. Saves SDRs 8-12 hrs/week.
Deepak Bagada
Claude Code n8n workflow automation connects Anthropic's Claude Code CLI to n8n's workflow engine through the Model Context Protocol (MCP). Claude Code in MCP mode has live read/write access to your n8n instance — it can...
Deepak Bagada
AI video content pipeline with Claude Code and n8n connects YouTube uploads to Notion knowledge pages and Twitter threads through the n8n MCP server. When a new video is published, n8n fetches the metadata and transcript...
Deepak Bagada
AI research assistant with Claude Code and n8n connects ArXiv and PubMed to a Mem0-powered knowledge base through the n8n MCP server. The workflow runs weekly, searches configured topics across both databases, fetches pa...
Deepak Bagada
Automated e-commerce fulfillment with Claude Code and n8n connects Shopify orders to ShipStation label creation through the n8n MCP server. When a new order arrives in Shopify, n8n triggers inventory verification, sends...
Deepak Bagada
AI email campaign automation with Claude Code and n8n connects subscriber segments in Google Sheets to Mailchimp campaigns through the n8n MCP server. When triggered, the workflow reads segment data, passes it to Claude...
Deepak Bagada
Automated code deployment notifications with Claude Code and n8n connects GitHub push events to Slack deploy announcements through the n8n MCP server. When code is pushed to a production branch, n8n captures the commit d...
Deepak Bagada
