360 Secure SkillHub
360 安全技能中心

Subscription Audit

接收用户粘贴的银行或信用卡 CSV 交易文本,或手写订阅清单,用商家规则与频率推断识别订阅项,按取消、复查、保留、待确认四类分级,估算月/年支出与可节省金额,输出 Markdown 审计表;识别不确定的商户会要求用户确认,不接入银行也不自动执行取消。

zepoldani
zepoldani
热度 41.74
最近更新 2026-05-11 17:45:58
分类:生活依赖:纯提示词应用场景:财务 / 报告撰写 / 数据处理 / 推荐

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add subscription-audit
Metadata
slug
subscription-audit
name
Subscription Audit
description
Analyze a bank or card CSV export to surface forgotten, unused, or redundant subscriptions. Categorizes into cancel / review / keep tiers, estimates annual spend, and outputs a markdown action table. Trigger when a user pastes transaction history or a manual subscription list and asks what they're paying for, what to cancel, or how much recurring charges are costing them.
version
1.0.0
license
MIT
tags
["finance","personal-finance","subscriptions","budgeting","spending"]
metadata
{"openclaw":{"requires":{"env":[],"bins":[]}}}

Subscription Audit

Turn a bank or card transaction export into a clear, prioritized action table — tiered by cancel / review / keep priority, with estimated annual spend and savings. No spreadsheet required.

When to use this skill

Trigger this skill when the user:

  • Pastes a bank or credit card CSV export and asks about subscriptions, recurring charges, or what they're paying for
  • Says "audit my subscriptions," "find my recurring charges," "what am I subscribed to," "what can I cancel"
  • Pastes a manual list of subscriptions and asks for analysis or prioritization
  • Asks how much they're spending on subscriptions per month or per year

Do NOT trigger for:

  • Full budget analysis across all income/expense categories — out of scope
  • One-time or non-recurring charges
  • Investment or savings account analysis

Step 1 — Collect input

Ask the user to provide one of the following. Do not ask for both simultaneously.

Option A: CSV export (preferred)

Bank or card transaction export covering at least 60–90 days. Most banks export from the account activity page under "Download" or "Export."

Ask the user to paste CSV contents directly into chat. Supported formats from all major US banks and credit unions. Minimum useful columns: Date, Description/Merchant, Amount. Accept any superset (Category, Type, etc.) — ignore what you don't need.

Option B: Manual list (fallback)

If the user doesn't have a CSV or prefers not to share one, accept any format:

  • Netflix $15.99/mo, Spotify $9.99/mo, Adobe CC $54.99/mo
  • A rough list from memory
  • A copy-paste from their email receipts

State this limitation once and only once: "Manual lists may miss forgotten subscriptions that don't appear from memory — a bank CSV gives fuller coverage."


Step 2 — Identify and classify subscriptions

Rules-based pass (apply first, no LLM tokens)

Flag as subscription if the merchant name matches known patterns:

Streaming & media: Netflix, Hulu, Disney+, Max, Peacock, Paramount+, Apple TV+, Amazon Prime, Spotify, Apple Music, Tidal, Pandora, YouTube Premium, SiriusXM, Audible, Kindle Unlimited

Software & SaaS: Adobe, Microsoft 365, Google One, Dropbox, iCloud, Notion, Canva, Grammarly, LastPass, 1Password, NordVPN, ExpressVPN, Mullvad, Zoom, Slack, GitHub, Figma, Loom, Webflow, Squarespace, Wix, Mailchimp, ConvertKit, Beehiiv

News & content: NYT, WSJ, Washington Post, The Atlantic, Substack, Patreon, Medium

Fitness & wellness: Peloton, ClassPass, Planet Fitness, Equinox, Calm, Headspace, Nike Training Club, Noom, Weight Watchers

Food & delivery: HelloFresh, EveryPlate, Factor, Sunbasket, Green Chef, DoorDash DashPass, Instacart+, Gopuff

Personal finance tools: Credit Karma, LifeLock, IdentityForce, Rocket Money, YNAB, Copilot

Telecom: Cell carriers, internet providers — flag as recurring but mark 🟢 Keep by default; don't recommend cancel without explicit user input

Amazon: Distinguish Prime membership from retail purchases by merchant string pattern

LLM-assisted pass (second pass for unknowns)

For mangled or unrecognized merchant strings (e.g., AMZN*MX7K3B, VZWRLSS*APOP, ACH DEBIT 123456):

  • Use amount, frequency, and partial name to infer the service
  • If confident (>80%), classify it and note the inference
  • If uncertain, flag explicitly as: ⚠️ Confirm — do not guess and present it as fact

Frequency inference

Use recurrence across the date range to infer billing cycle:

  • Monthly: charge appears ~every 28–31 days
  • Annual: single large charge from a known annual biller — label as annual, not monthly
  • Weekly: flag separately; uncommon for subscriptions, may be a gig or delivery service

Step 3 — Output the audit

Deliver the full audit in a single response. Structure:

Privacy note (once per session, not repeated on follow-ups)

🔒 Privacy note: This skill does not store, log, or transmit your financial data to any third party. Your transaction data passes only through the AI provider you configured in OpenClaw (e.g., Anthropic, OpenAI) — solely for this analysis, with no retention between sessions. For fully offline processing, configure Ollama as your model provider in OpenClaw settings.

Summary line

X subscriptions found | $Y/month | $Z/year estimated

Audit table

Service Amount Freq Est. Annual Category Priority
Netflix $15.99 Monthly $191.88 Streaming 🟡 Review
Adobe CC $54.99 Monthly $659.88 Software 🟢 Keep
Calm $69.99 Annual $69.99 Wellness 🔴 Cancel
ACH*VNDR8K3 $19.99 Monthly $239.88 ? ⚠️ Confirm

Priority tier definitions:

  • 🔴 Cancel — no recent activity pattern, clear duplicate of another active service, or user has explicitly said it's unused. Only assign Cancel when there is evidence — not by assumption.
  • 🟡 Review — possibly underused, has a direct competitor already in the Keep column, or is a category with 2+ overlapping services. Recommend the user make an active decision.
  • 🟢 Keep — clearly active and earning its cost, or a utility/telecom where cancellation has major downstream effects.
  • ⚠️ Confirm — merchant identity uncertain; do not classify until user confirms.

Assignment rule: When in doubt between 🔴 and 🟡, use 🟡. Never auto-assign Cancel without a clear reason.

Savings summary

After the table, one short paragraph:

  • Total estimated annual spend across all subscriptions
  • Estimated annual savings if all 🔴 Cancel items are removed
  • The single highest-leverage 🟡 Review item and why it's worth a decision

Step 4 — Follow-up offers

After delivering the audit, offer once:

  • "Want a focused view of just the 🔴 Cancel items with step-by-step cancellation links?"
  • "Want to re-run this with a different date range or more transactions?"
  • "Want to track these going forward and get an alert if new recurring charges appear?"

Do not auto-regenerate or add analysis unless explicitly asked.