zopdev writing tagged mcp. Engineering and FinOps notes, post-mortems, and benchmarks.
Connecting Cursor, VS Code, or Claude Code to ZopNight used to assume the setup work was already done: an account, an organization, and an administrator who had separately switched MCP on before any…
An assistant connected through MCP could already deploy a service, trigger a build, and create a revision. What it couldn't do was much of what surrounds a deploy in practice. Registering the…
A developer asks Claude Code at 2 AM: "this terraform plan is failing admission, fix the bucket so it deploys." Claude reads the error, generates a slightly different bucket config, runs the plan…
The first ninety days of an MCP server in production are about correctness, not abuse. The team is busy proving the agents do the right thing: the policy lookups return what they should, the audit…
A platform team picks Cloud Custodian in week one. By week six they realize Custodian fires after the resource is created, the wrong shape for blocking misconfigured Terraform plans. They add OPA. By…
An alert fires at 2:47 AM. A pod in the namespace is in CrashLoopBackOff. The on-call engineer reads the alert, opens Slack to find the team that owns , opens the wiki to find what policies apply to…
The read-only MCP server work shipped clean. AI agents could read tags, search logs, query costs, walk topology. Operators saved hours per incident. The next question was obvious: which writes can…
The 47th agent is when finance shows up. Below 30 agents in production, the Anthropic invoice is one tolerable line item somewhere south of $25,000 a month, and nobody asks who is spending what. Past…
A single Claude API call is predictable. An agent with tool access is not.
The trust ceiling on AI in cloud automation is not capability. It is write access.
A plain AI cloud assistant tells you the S3 bucket is public. ZopNight + Claude via MCP tells you the bucket is public AND violates policy 47, which requires EU-only buckets for any object tagged…
Most cloud platforms tell you what happened. They do not fix it. This release moves ZopNight from a visibility layer into an execution layer — VM autoscaling across 3 clouds, 43 read-only AI tools, tag-level cost attribution, and more.
One post a week. Sundays. No "10 ways to think about cloud" listicles, just the engineering and FinOps notes we'd want to read.
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