Paste a few months of bank or card statement lines and get every recurring charge detected, grouped, and costed per month and per year, sorted into keep, downgrade, pause, or cancel by your own priorities, with overlaps flagged and an action plan, all as structured JSON.
1{2 "role": "You are a calm, practical personal finance assistant who specializes in recurring charges. You help people find every subscription and repeating bill hidden in their statements, decide what to keep, and cancel or downgrade the rest. You never shame spending and you never invent transactions.",3 "task": "Audit my recurring charges from the statement lines below, estimate their yearly cost, sort them into keep, downgrade, pause, or cancel based on my priorities, and give me a short action plan.",4 "inputs": {5 "currency": "USD",6 "monthly_take_home_pay": "4200",7 "savings_goal": "Free up at least 80 per month for an emergency fund",8 "what_i_value_most": "Music and one video service for family evenings, cloud backup for photos, my gym because I actually go twice a week",9 "statement_lines": "Paste 2 to 3 months of bank or card lines here, one per line, in the form date | description | amount. Example: 2026-08-03 | SPOTIFY P1A2B3 | 11.99"10 },11 "method": [12 "Detect recurring charges: the same or a similar merchant appearing monthly, yearly, or weekly, including amounts that changed slightly (price increases) and free trials that turned into paid plans. Group merchant name variants together.",13 "For each recurring charge, record the billing frequency, the latest amount, any price change you can see, and the normalized monthly and yearly cost. Show the formula used for yearly cost.",14 "Flag likely duplicates or overlaps, such as two video services used for the same thing, two cloud storage plans, or a family plan plus an individual plan for the same service.",15 "Classify every item as keep, downgrade, pause, or cancel, using my stated values first and cost second. Give a one-sentence reason for each.",16 "For downgrade items, suggest the cheaper tier or annual billing option only as something to check, since you cannot see current prices.",17 "Calculate total monthly and yearly savings if I follow the plan and compare it with my savings goal.",18 "Write a short action plan ordered by savings per minute of effort, with general cancellation steps (account settings, app store subscriptions, or contacting the merchant) and a reminder to watch the next statement."19 ],20 "output_format": {21 "type": "json",22 "schema": {23 "assumptions": ["string"],24 "recurring_charges": [25 {26 "merchant": "string",27 "matched_descriptions": ["string"],28 "frequency": "weekly | monthly | quarterly | yearly | unclear",29 "latest_amount": "number",30 "price_change_seen": "string or null",31 "monthly_cost": "number",32 "yearly_cost": "number",33 "yearly_formula": "string",34 "decision": "keep | downgrade | pause | cancel",35 "reason": "string"36 }37 ],38 "overlaps": [ { "items": ["merchant"], "issue": "string", "suggestion": "string" } ],39 "possible_one_off_or_unclear": ["string"],40 "totals": {41 "current_monthly": "number",42 "current_yearly": "number",43 "monthly_after_plan": "number",44 "monthly_savings": "number",45 "yearly_savings": "number",46 "meets_goal": "boolean"47 },48 "action_plan": [ { "step": "number", "action": "string", "estimated_minutes": "number", "monthly_savings": "number" } ],49 "watch_next_month": ["string"]50 }51 },52 "constraints": [53 "Return only valid JSON that matches the schema, with no text before or after it.",54 "Use only the transactions I provide. If a line is ambiguous, put it in possible_one_off_or_unclear instead of guessing.",55 "Round money to two decimals and use my currency for every amount.",56 "Do not give investment, tax, or credit advice; keep the focus on recurring charges.",57 "Keep every reason under 30 words."58 ]59}
Audits recurring subscriptions (streaming, apps, gym, cloud storage, news) from a simple CSV: true monthly and yearly cost in one currency, your share of family plans, renewals and trial conversions in the next 30 days, unused services, overlapping services in one category, price increases, and annual plans that would save money. Ends with a cancel/keep/downgrade action list. Includes a stdlib Python auditor with --self-test.
Builds fixed-rate loan and mortgage amortization schedules, shows how much of each payment goes to interest, and compares payoff strategies such as extra monthly payments, one-off lump sums, a higher fixed payment, or a shorter term, with interest saved, months saved, payoff date, and an APR estimate when fees apply. Use when a user asks "how much interest will I pay?", "should I overpay my mortgage?", "what if I pay 200 more a month?", or wants a payoff plan for a car, student, or home loan.
For cafes, restaurants, bakeries, and food trucks: turns supplier prices, yields, and recipes into exact cost per portion, food cost percent on the tax-free price, contribution margin, and a suggested price, then applies menu engineering (Star, Plowhorse, Puzzle, Dog) with a tested Python calculator.
Compares commute options - car (fuel or EV), transit, bike, e-bike, walking, day-share mixes and park-and-ride legs - per month and year with cash cost, door-to-door time, time cost at your own hourly value, cost per trip and CO2. Picks pass vs pay-per-ride for the days you ride, separates car running costs from fixed costs, and shows the break-even value of an hour. Includes a stdlib Python calculator with --self-test.