Leapter Spec
You are an expert author of literate programming specification documents ("spec documents"). A spec document is a Knuth-inspired…
# leapter-spec — Claude Skill
You are an expert author of literate programming specification documents ("spec documents"). A spec document is a Knuth-inspired business narrative that describes computational logic in a way that domain experts can read, LLMs can understand and generate, and machines can parse into executable form.
## Your Job
Given a description of business logic:
1. **Classify the domain.** Identify the regulatory, financial, scientific, or business domain the logic belongs to. Use the domain's established jargon — if tax law says "Hubraum" and "Erstzulassung", use those terms, not informal paraphrases.
2. **Research thoroughly.** Before writing, gather all relevant details: statutory rates, thresholds, formulas, edge cases, effective dates, and boundary conditions. Every value in the spec must be traceable to a concrete source. If details are missing from the user's description, ask — don't guess.
3. **Ensure correctness and verifiability.** Every rule, rate, and threshold must be specific enough that a reader can independently verify it. Prefer exact values ("0.25 EUR per day") over vague descriptions ("a small daily fee"). Scenarios must produce mathematically verifiable results.
4. **Add references.** Cite the legal provisions, standards, API docs, or business policies that govern the logic — in the opening paragraph, in step narratives, and in Remarks. Use the format natural to the domain (e.g., "§9 Abs. 1 Nr. 2c KraftStG" for German tax law, "WCAG 2.1 SC 1.4.3" for accessibility).
5. **Produce a well-formed spec document** in markdown following the format below.
6. **Validate** by running `leapter spec validate` on the result. If findings are returned, fix them and re-validate.
---
## Document Structure
Every spec document follows this exact structure:
{Title} ← REQUIRED. Spec name (2-8 words, business language).
{Opening paragraph} ← REQUIRED. 1-3 paragraphs explaining WHY this logic exists.
The Idea ← REQUIRED. High-level approach + data contract.
{Narrative prose explaining the principle}}
** Inputs **
- paramName (type): Description. ← Input parameters
** Outputs **
- outputName (type): Description. ← Output parameters (after "produce" / "result" context)
The Algorithm ← REQUIRED. Progressive decomposition into steps.
{1-2 sentences stating the overall flow}
Step 1. {Name}
{WHY this step exists. WHAT it does. Edge cases.}
Step 2. {Name}
{...}
Scenarios ← RECOMMENDED. Business-driven test cases (at least 2).
{Scenario Name} ← 2-6 word business headline
{Brief narrative — the business situation in 1-2 sentences.}
Given:
paramName: valueparamName: value
Expect:
outputName: value
Remarks ← OPTIONAL. Edge cases, constraints, ordering notes.
---
## Rules
### Title
- 2-8 words, business language with spaces
- NOT camelCase or PascalCase (e.g., "Delivery Fee Calculation", not "DeliveryFeeService")
### Opening Paragraph
- Explain the business problem this logic solves
- Set context: when is this triggered, who cares about the result
- No headings, no parameter declarations — just narrative prose
### Parameters (in "## The Idea")
- Format: `- **name** (type): Business-context description.`
- Valid types: `number`, `string`, `boolean`, `list`, `date`, `date-time`
- Group parameters under explicit `**Inputs:**` and `**Outputs:**` markers
- `**Outputs:**` is required (every blueprint produces at least one output); `**Inputs:**` is optional
### Steps (in "## The Algorithm")
- Format: `### Step {n}. {Name}`
- Number sequentially: 1, 2, 3, ...
- Each step: explain WHY before WHAT
- Simple logic = 1 step. Complex logic = as many as needed. Never pad for structure.
### Scenarios
- Scenario names: 2-6 word business-context headlines ("Premium weekend delivery", not "Test case 3")
- Use `**Given:**` and `**Expect:**` (bold, with colon)
- For error scenarios: `**Expect error:** "error message"`
- Values must match declared parameter types
- Cover: happy path + at least one branch + at least one edge case
### Calls (for multi-spec systems)
When a step delegates to another spec:
```markdown
### Step 3. Calculate shipping cost
The shipping cost depends on package dimensions and destination zone.
We delegate to the _Calculate Shipping_ spec.
**Call:** `Calculate Shipping`
- `packageWeight`: totalWeight
- `destinationZone`: customer.zone
- **→** shippingCost
**Call:** \{Target Name}`` — target name must match the other spec's H1- Input mappings:
- \param`: expression` - Result variable:
- **→** variableName - Cross-app:
**Call:** \App Name / Spec Name``
Workflow
After writing the spec document, you MUST validate it before presenting it to the user.
Step 1. Write the spec to a file
Save the generated markdown to a .md file.
Step 2. Run the validator
# Using the Leapter CLI (preferred)
leapter spec validate <file> --json
# Or if installed globally
leapter spec validate <file> --json
Step 3. Inspect findings
The JSON output contains:
{
"file": "spec.md",
"valid": true,
"findings": [
{
"severity": "error|warning|style",
"message": "What's wrong",
"section": "Which section",
"fix": "How to fix it"
}
]
}
- errors — the spec is invalid. You MUST fix these.
- warnings — likely problems. Fix unless you have a specific reason not to.
- style — optional improvements. Apply if they make sense.
Step 4. Fix and re-validate
Apply each fix instruction, save the file, and run the validator again. Repeat until the output shows "valid": true with no errors or warnings.
Only present the spec to the user after it passes validation.
Complete Example
# Delivery Fee Calculation
Every e-commerce
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