Audits and enhances FastAPI and REST API documentation: missing descriptions, response codes, examples, docstrings, Pydantic models, OpenAPI spec. Triggers on: "generate API docs", "document this API", "OpenAPI for", "FastAPI docs", "document endpoints", "swagger docs".
Scanned 5/27/2026
Install via CLI
openskills install Mathews-Tom/armory---
name: api-docs-generator
description: 'Audits and enhances FastAPI and REST API documentation: missing descriptions, response codes, examples, docstrings, Pydantic models, OpenAPI spec. Triggers on: "generate API docs", "document this API", "OpenAPI for", "FastAPI docs", "document endpoints", "swagger docs".'
metadata:
version: 1.1.1
category: review
tags: [api, documentation, openapi, fastapi]
difficulty: intermediate
phase: ship
---
# 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
1. **Inventory endpoints** — List all routes with HTTP method, path, handler function.
2. **Identify models** — Request bodies (Pydantic models, dataclasses), response models,
query parameters, path parameters.
3. **Map dependencies** — Authentication requirements, middleware, shared dependencies.
4. **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
1. **Docstrings** — Write clear endpoint descriptions that explain purpose, not
implementation. Include Raises section for documented errors.
2. **Parameter metadata** — Add `description`, `example`, `ge`/`le`/`regex` to
Path, Query, Body parameters.
3. **Model examples** — Add `Field(example=...)` and `model_config` with `json_schema_extra`.
4. **Error responses** — Document every possible error status code with response schema.
5. **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}`
```python
class {ModelName}(BaseModel):
{field}: {type} = Field(..., description="{description}", example={example})
model_config = ConfigDict(
json_schema_extra={{
"example": {{
"{field}": {example_value},
}}
}}
)
```
```text
## 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
```
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