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WaybillTranslator
A specification for building structured freight document translation bots with built-in monetization logic.
$12
WaybillTranslator
Example session with this skill installed
Spec a bot for truckers: photo of CMR goes in, translated structured fields come out. Translation is paid, everything else is free. Use DE to EN.
- Read your context and instructions
- Compiled the waybilltranslator
I have generated the functional specification for the WaybillTranslator feature. This spec covers the input processing, structured field mapping, and the credit-based paywall logic.
WaybillTranslator Specification
| Component | Logic / Implementation |
|---|---|
| Primary Input | Photo (OCR) or Text Paste (Direct) |
| Language Pair | German (DE) → English (EN) |
| Free Tier Features | Route assistance, expense logs, currency converter |
| Paid Tier Features | Structured CMR & Customs Document Translation |
| Paywall Trigger | 3 free translations per month; then $0.50/doc or $10/monthly |
| Field Preservation | Sender, Consignee, Goods, Weight, Quantity, Vehicle ID |
[OUTPUT TEMPLATE]
Accuracy Notice: Verify weights and IDs against original before customs.
SENDER: [Translated Name/Address]
CONSIGNEE: [Translated Name/Address]
GOODS DESCRIPTION: [Translated Content]
NET WEIGHT: [Value preserved from original]
QUANTITY/UNITS: [Value preserved from original]
VEHICLE PLATE: [Do not translate]
TRAILER PLATE: [Do not translate]
WAYBILL NO: [Do not translate]
OCR STATUS:
If Confidence < 85%: "Field [Name] unreadable. Check original."
Next steps
- Select an OCR provider (e.g., AWS Textract or Google Vision) to handle field boundary detection.
- Implement the credit-tracking database to gate the translation endpoint.
- Define the UI buttons for the "Buy Credits" flow within the bot interface.
Connects securely to your tools. The creator never sees your data.
What you get
About this skill
Truckers crossing borders often struggle with foreign language waybills, and general-purpose translators destroy the document structure needed for customs. This skill provides a specification and logic layer for building a vertical utility bot that handles structured CMR translation. It solves the problem of unusable flat-text translations by preserving critical field mappings like sender, consignee, and goods descriptions.
What it does
- Structured translation maps source text to specific waybill fields like weights, quantities, and IDs.
- OCR error handling flags unreadable fields explicitly instead of hallucinating values.
- Accuracy guardrails enforces mandatory verification notices for critical customs data.
- Monetization logic defines the boundary between free utility features and paid translation credits.
- Multi-modal input handles both direct text pasting and photo-based OCR workflows.
How it works
- Define Input by specifying whether the source is a document photo for OCR or raw text.
- Map Fields to ensure the output preserves the physical structure of the CMR waybill.
- Apply Guardrails to skip translation for non-translatable fields like license plates and numeric IDs.
- Configure Paywall by setting rules for free monthly limits and per-document credit costs.
Frameworks & tools
This skill is framework-agnostic but designed for integration with OCR engines, Telegram/WhatsApp bot APIs, and payment gateways for credit-based monetization.
Why this beats prompting it yourself
Generic prompts often translate vehicle plates or hallucinate unreadable numbers, causing issues at checkpoints. This skill includes strict rules for preserving IDs and enforcing mandatory safety notices that standard translations omit.
Use cases
- Building a niche utility bot for cross-border freight drivers.
- Creating a structured document parser for logistics back-office teams.
- Designing a "freemium" AI agent with gated high-value features.
Known limitations
This tool provides an assistive translation and is not a substitute for official customs declarations. It requires a separate OCR engine for photo processing.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
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- 3
Ask your agent to use it
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