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[ARTICLE · art-21228] src=dev.to pub= topic=ai-agents verified=true sentiment=· neutral

I'm building the trust layer between humans and AI agents

A developer built a local dashboard that reveals token usage and costs for Claude Code, addressing the lack of visibility into AI agent actions. The tool reads JSONL data from `~/.claude/projects/` without sending anything off the user's machine. The project is part of a broader effort to create trust infrastructure—including audit trails and permission layers—for autonomous AI agents.

read1 min publishedJun 4, 2026

I'd been using Claude Code every day for months.

Then one day I asked myself a simple question:

"How much have I actually spent?"

I had no idea.

Not approximately. Not roughly.

Zero visibility into what was happening.

That's when I understood the real problem.

It's not about cost. It's about trust.

Claude Code can read files, write code, run commands,

and make decisions on your behalf.

But there's no dashboard. No audit trail.

No way to know what happened, why, or what it cost.

We're giving AI agents more and more autonomy

while building less and less visibility into their actions.

That's a problem that compounds.

I started with the most obvious gap:

token visibility for Claude Code users.

The data was always there — sitting in

~/.claude/projects/ as JSONL files.

Nobody told you it existed.

So I built a dashboard that reads it locally.

Nothing leaves your machine.

What I found in my own data:

The real goal is bigger.

Think about how we built trust around cars:

AI agents need the same stack.

That's what I'm working toward:

The dashboard is the audit trail layer.

AgentPass is the identity and permission layer.

Together, they're the foundation of

what I'm calling the AI trust infrastructure.

We're at the moment right before the problem becomes obvious.

Most companies still say "ChatGPT is convenient."

But AI agents are already making decisions,

sending emails, placing orders.

The question isn't whether AI will act autonomously.

It's whether humans will be able to understand,

verify, and trust those actions.

I'm building the infrastructure for that trust.

npm install -g @notenkidev/claude-token-dashboard
claude-token-dashboard

GitHub: https://github.com/notenkitoclient-cpu/claude-token-dashboard

If you're building in this space —

identity, permissions, audit, cost accountability for AI agents —

I'd love to connect.

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