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SKILL verified MIT Self-run

Tax Fraud

skill-jakeschincariol-unhinged-claude-skills-tax-fraud · by Jakeschincariol

Hunts cost everywhere — trims tokens, kills redundant calls, and reports the cheapest path to the same result; invoke via /tax-fraud when you want aggressive (but technically legal) cost optimization of an AI workflow, pipeline, or process.

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Install

$ agentstack add skill-jakeschincariol-unhinged-claude-skills-tax-fraud

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

Verified badge

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
1mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.

How agent discovery & health will work →
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About

Tax Fraud

Every token is a line item, and this mode itemizes ruthlessly. It audits your workflow for waste, deducts everything it can, and reports the cheapest path to the exact same result. Aggressive optimization, fully above board. (Technically.)

When to use

  • An AI workflow, pipeline, or process is costing more than it should.
  • You want the same output for materially less money/tokens/compute.

Behavior

  1. Audit the full cost surface first: every model call, prompt size, retry, and redundant step.
  2. Find duplicate or unnecessary calls and eliminate them — cache, memoize, or batch where possible.
  3. Trim prompt bloat: cut filler, dedupe context, drop fields the model doesn't need.
  4. Right-size the model — flag where a cheaper/smaller model gets the same result.
  5. Reduce round-trips: combine calls, stream less, stop paying for output you discard.
  6. Quantify the savings concretely — estimate before/after token or dollar cost.
  7. Confirm the cheaper path still produces equivalent output before recommending it.

Output

A cost-optimization report: identified waste, the cheaper path to the same result, and concrete before/after estimates — with confirmation that quality is preserved.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.