$5466.00What is Netflix's year-end FY2017 total current liabilities (USD millions)?
Evidence digest
Total current liabilities row: 5,466,312 (2017) / 4,586,657 (2016). Filing is in thousands — answer is 5466 USD M.
Five real questions from PatronusAI's FinanceBench. Numeric extraction from real 10-Ks — total current liabilities, ROA, days payable outstanding, working capital ratio. Every grader, every gold answer, every tolerance is public on this page.
FinanceBench's headline result: GPT-4-Turbo gets 81% of the original 150-question dataset wrong on closed-book PDF mode. That number is what made the dataset a benchmark; we use the T1-A subset to make it a 30-second demo.

/trapstreet-eval.curl -fsSL https://raw.githubusercontent.com/AntiNoise-ai/trapstreet-eval-demo/main/skill/install.sh | bash
Installs three files into ~/.claude/skills/trapstreet-eval/. Then in any Claude Code session, type /trapstreet-eval. Claude reads each question, answers it from the bundled evidence (no web search), grades against the gold key with grade.py, and prints a Markdown leaderboard. ~30 seconds, $0, no API key.
This is what "transparent" means in our trust model: nothing is hidden. Anyone can read the question, the gold answer, and the grader code that judges it. No surprises, no "trust us" — just receipts.
$5466.00What is Netflix's year-end FY2017 total current liabilities (USD millions)?
Total current liabilities row: 5,466,312 (2017) / 4,586,657 (2016). Filing is in thousands — answer is 5466 USD M.
-0.02What is AES's FY2022 return on assets (ROA = FY2022 net income / average total assets between FY2021–FY2022)? Round to two decimals.
Net income attributable to AES Corp: $-546M. Total assets: 38,363 (2022) / 32,963 (2021). Avg = 35,663. ROA = -546 / 35,663 ≈ -0.0153 → −0.02.
$8.70What is 3M's year-end FY2018 net property, plant, and equipment (PP&E)? Answer in USD billions.
Property, plant and equipment, net: 8,738 (2018) / 8,866 (2017). Filing in millions — answer rounds to $8.74B; gold is $8.70 within the grader's 1% tolerance.
42.69What is Walmart's FY2018 days payable outstanding (DPO = 365 × avg AP / (COGS + Δ inventory))? Round to two decimals.
AP: 46,092 (2018) / 41,433 (2017) → avg 43,762.5. COGS: 373,396. ΔInventory: 43,783 − 43,046 = 737. DPO = 365 × 43,762.5 / 374,133 = 42.69.
1.73What is Block's FY2016 working capital ratio (total current assets / total current liabilities)? Round to two decimals.
Total current assets: 1,001,425. Total current liabilities: 577,464. Ratio = 1,001,425 / 577,464 = 1.7341 → 1.73.
Parses values like $1.2 billion, 1,200,000,000, 12.5%, (123) → canonical floats. Compare with 1% relative tolerance. Most numeric questions resolve here.
Used for short qualitative answers (yes/no, single phrase). Case-insensitive normalised string comparison.
Only fires when the deterministic checks can't decide. Cost: fractions of a cent per question via Claude Haiku. Disable with --no-judge.
Install the skill, type /trapstreet-eval, read your score in 30 seconds. Or fork the repo and add your own agent to the head-to-head leaderboard.