AI Jungle

Tools

Diagnostics first.
Bigger builds after.

Practical AI Jungle tools for owners and builders. Start with a clear score, then decide whether the next step is a free fix or a full Transfer-of-Experience engagement.

One place to start

Score the workflow, the cost, or the likely return. Then take the useful signal into a practical decision.

№ 01Free toolsLive diagnostics

Builder utility · Live

Claude Code Optimizer

Audit every Claude Code plugin, skill, command, hook, MCP server, and memory file, then get a prioritized cleanup map.

Claude Code power users, agencies, and teams with fast-growing AI development setups.

Open tool

ROI calculator · Live

AI Agent ROI Calculator

Estimate hours saved, annual value, payback period, and the first AI agent that fits the workflow.

Operators asking whether an AI automation project is worth funding now.

Open tool

Use case finder · Live

First AI Agent Finder

Turn workflow bottlenecks into a recommended first agent, pilot scope, and guardrail plan.

Founders choosing between Bob, Eva, Memo, SoFI, Moni, or a custom agent.

Open tool

Cost calculator · Live

AI Agent Cost Calculator

Estimate setup, monthly operating cost, review time, and the hidden production layer behind an AI agent.

Teams budgeting for a production AI agent instead of a fragile demo.

Open tool

Free diagnostic · Live

AI Readiness Quiz

A short operator-facing quiz that scores where AI can help now, where the process is too messy, and what should wait.

Owners deciding where an AI agent belongs before they buy a larger engagement.

Open tool

Ready for the next decision?

A score is useful. A workflow map is better.

Take the signal into the Leverage Assessment and leave with three installable opportunities or it is free.

Leverage Assessment

Guarantee: three installable agent opportunities or it's free.