API Docs Generator
Audits API endpoint documentation for completeness, generates enhanced docstrings with proper parameter descriptions and examples, documents all response codes, and produces Pydantic model examples — bridging the gap between auto-generated OpenAPI specs and genuinely useful API documentation.
Reference Files
| File | Contents | Load When |
|---|---|---|
references/fastapi-patterns.md | FastAPI-specific documentation patterns, Path/Query/Body parameter docs | FastAPI endpoint |
references/example-generation.md | Creating realistic field examples, model_config patterns | Example values needed |
references/response-codes.md | Standard HTTP response documentation, error response schemas | Response documentation needed |
references/openapi-enhancement.md | OpenAPI spec enrichment, tag organization, schema documentation | OpenAPI spec review |
Prerequisites
- Access to the API source code (route definitions, models)
- Framework identification (FastAPI, Flask, Django REST, Express)
Workflow
Phase 1: Analyze Endpoints
- Inventory endpoints — List all routes with HTTP method, path, handler function.
- Identify models — Request bodies (Pydantic models, dataclasses), response models, query parameters, path parameters.
- Map dependencies — Authentication requirements, middleware, shared dependencies.
- Read existing docs — Current docstrings, OpenAPI metadata, inline documentation.
Phase 2: Audit Documentation
For each endpoint, check:
| Check | What to Verify | Common Gap |
|---|---|---|
| Endpoint description | Handler has a docstring | Missing or "TODO" |
| Parameter descriptions | Each param has description= | Path params undocumented |
| Request example | Body model has example= or json_schema_extra | No request example |
| Response model | response_model= specified | Returns raw dict |
| Error responses | 4xx/5xx documented with responses= | Only 200 documented |
| Tags | Endpoint assigned to a tag group | Untagged endpoints |
Phase 3: Generate Enhancements
- Docstrings — Write clear endpoint descriptions that explain purpose, not implementation. Include Raises section for documented errors.
- Parameter metadata — Add
description,example,ge/le/regexto Path, Query, Body parameters. - Model examples — Add
Field(example=...)andmodel_configwithjson_schema_extra. - Error responses — Document every possible error status code with response schema.
- Tags — Group endpoints by resource or feature area.
Phase 4: Output
Produce a coverage report and enhanced code.
Output Format
## API Documentation Audit
### Coverage Summary
| Metric | Count | Documented | Coverage |
|--------|-------|------------|----------|
| Endpoints | {N} | {M} | {%} |
| Parameters | {N} | {M} | {%} |
| Response codes | {N} | {M} | {%} |
| Models with examples | {N} | {M} | {%} |
### Gaps Identified
| # | Endpoint | Issue | Severity |
|---|----------|-------|----------|
| 1 | `{METHOD} {path}` | {issue} | {High/Medium/Low} |
### Enhanced Code
#### `{METHOD} {path}`
```python
@router.{method}(
"{path}",
response_model={ResponseModel},
summary="{Short summary}",
responses={{
404: {{"description": "{Not found description}"}},
422: {{"description": "Validation error"}},
}},
tags=["{tag}"],
)
async def {handler}(
{param}: {type} = Path(..., description="{description}", example={example}),
) -> {ResponseModel}:
"""
{Full description of what this endpoint does.}
{Additional context about behavior, side effects, or important notes.}
Raises:
404: {Entity} not found
403: Insufficient permissions
"""
Model: {ModelName}
class {ModelName}(BaseModel):
{field}: {type} = Field(..., description="{description}", example={example})
model_config = ConfigDict(
json_schema_extra={{
"example": {{
"{field}": {example_value},
}}
}}
)
## Calibration Rules
1. **Describe behavior, not implementation.** "Retrieves the user's profile" is good.
"Calls `db.query(User).filter_by(id=id).first()`" is implementation leakage.
2. **Realistic examples.** `"alice@example.com"` not `"string"`. `42` not `0`.
Examples serve as documentation — they should look like real data.
3. **Document every error code.** If the endpoint can return 404, document it. Users
should never encounter an undocumented error response.
4. **Consistent style.** All endpoints in the same API should use the same documentation
patterns — same tag naming, same description style, same example format.
5. **Don't duplicate the type system.** If the parameter type is `int`, don't write
"An integer" as the description. Write what the integer represents: "Unique user
identifier."
## Error Handling
| Problem | Resolution |
|---------|------------|
| Non-FastAPI framework | Adapt patterns. Document the HTTP contract regardless of framework. |
| No type hints on handlers | Infer types from usage, document uncertainty, suggest adding type hints. |
| Massive API (50+ endpoints) | Prioritize undocumented and public endpoints. Batch output by resource. |
| Generated API (OpenAPI → code) | Document at the spec level, not the generated code level. |
| Authentication varies by endpoint | Document auth requirements per endpoint group. |
## When NOT to Generate
Push back if:
- The API design itself is wrong (bad URL patterns, wrong HTTP methods) — fix the API first
- The user wants SDK generation from OpenAPI — different tool
- The code is a prototype that will change significantly — document after stabilization