Ordered by severity, then signals introduced in this release. Hidden characters are shown as ⟨U+…⟩.
-
identifier `необовʼязкові` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
### Додаткові необовʼязкові залежності { #additional-optional-dependencies }
Є ще деякі додаткові залежності, які ви можете захотіти встановити.
-
identifier `необовʼязкові` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Додаткові необовʼязкові залежності Pydantic:
* [`pydantic-settings`](https://pydantic.dev/docs/validation/latest/concepts/pydantic_settings/) - для керування налаштуваннями.
-
identifier `необовʼязкові` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Додаткові необовʼязкові залежності FastAPI:
* [`orjson`](https://github.com/ijl/orjson) - потрібно, якщо ви хочете використовувати `ORJSONResponse`.
-
identifier `імʼям` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Скажімо, у вас є клас `Person` з імʼям:
{* ../../docs_src/python_types/tutorial010_py310.py hl[1:3] *}
-
identifier `прикладi` contains homoglyph candidates: р (0440)→p, а (0430)→a (raw pass, confidence 0.70)
У попередньому прикладi *операції шляху* очікували б JSON-тіло з атрибутами `Item`, наприклад:
```JSON
-
identifier `прикладi` mixes scripts: Cyrillic + Latin (raw pass, confidence 0.80)
У попередньому прикладi *операції шляху* очікували б JSON-тіло з атрибутами `Item`, наприклад:
```JSON
-
identifier `сирa` contains homoglyph candidates: с (0441)→c, р (0440)→p (raw pass, confidence 0.70)
Якщо вас цікавить, як виглядає «сирa» схема OpenAPI, FastAPI автоматично генерує JSON (схему) з описами всього вашого API.
-
identifier `сирa` mixes scripts: Cyrillic + Latin (raw pass, confidence 0.80)
Якщо вас цікавить, як виглядає «сирa» схема OpenAPI, FastAPI автоматично генерує JSON (схему) з описами всього вашого API.
-
identifier `обʼєкт` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Ви також можете передати шлях до файлу в команду `fastapi dev`, і вона вгадає обʼєкт FastAPI app, який слід використовувати:
```console
-
identifier `памʼятати` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Але вам доведеться щоразу памʼятати передавати правильний шлях\entrypoint під час виклику команди `fastapi`.
-
identifier `необовʼязково` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
### Розгорніть ваш застосунок (необовʼязково) { #deploy-your-app-optional }
За бажанням ви можете розгорнути ваш FastAPI-застосунок у [FastAPI Cloud](https://fastapicloud.com) однією командою. 🚀
-
identifier `Підібʼємо` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
## Підібʼємо підсумки, крок за кроком { #recap-step-by-step }
### Крок 1: імпортуємо `FastAPI` { #step-1-import-fastapi }
-
identifier `навʼязує` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
**FastAPI** не навʼязує жодного конкретного значення.
Наведена тут інформація подана як настанова, а не вимога.
-
identifier `обʼєктів` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Існує багато інших обʼєктів і моделей, які будуть автоматично конвертовані в JSON (зокрема ORM тощо). Спробуйте використати свої улюблені - велика ймовірність, що вони вже підтрим
-
identifier `Підібʼємо` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
## Підібʼємо підсумки { #recap }
* Імпортуйте `FastAPI`.
-
identifier `розвʼязати` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Існувала також специфікація «OpenID». Вона намагалася розвʼязати те саме, що й **OpenID Connect**, але не базувалась на OAuth2.
Тож це була повністю додаткова система.
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
-
string literal compression ratio 0.962 (132 bytes) (raw pass, confidence 0.60)
* <dfn title="被設定為連接並以某種方式一起工作的機器群組。">叢集</dfn>
* <dfn title="一種機器學習方法，使用具備多個隱藏層的人工神經網路，在輸入與輸出層之間建立完整的內部結構">深度學習</dfn>
## 標題 { #headings }
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
-
string literal compression ratio 0.975 (161 bytes) (raw pass, confidence 0.60)
QL 資料庫函式庫（有時稱為 <abbr title="Object Relational Mapper - 物件關聯對應器：一個用來描述某些類別代表 SQL 資料表且其實例代表資料表中資料列的函式庫的術語">"ORMs"</abbr>），FastAPI 不會強迫你使用特定工具。😎
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
-
file imports decoder module(s) gzip and calls `.decompress()` — embedded payload decompressed at runtime (ast pass, confidence 0.75)
if "gzip" in self.headers.getlist("Content-Encoding"):
body = gzip.decompress(body)
self._body = body
return self._body
-
file imports decoder module(s) gzip and calls `.decompress()` — embedded payload decompressed at runtime (ast pass, confidence 0.75)
if "gzip" in self.headers.getlist("Content-Encoding"):
body = gzip.decompress(body)
self._body = body
return self._body
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* Default
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant
likely benign
LLM, confidence 0.93
U+00AD soft hyphen inside a German word in a markdown test document.
Reasoning
Soft hyphens inside German compound words in a markdown doc are typical of hyphenation in text editors or copy-paste; no code execution or hidden payload. Benign.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* Default
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant
likely benign
LLM, confidence 0.93
Second soft hyphen in the same German markdown line.
Reasoning
Same soft hyphen pattern in German prose; no functional effect on code or content hiding. Benign.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant
* die Anwendung bereitstellen
likely benign
LLM, confidence 0.93
U+00AD in 'Groß-/Klein⟨U+00AD⟩schreibung' in a German docs file.
Reasoning
Soft hyphen in German compound word in documentation prose. Benign.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant
* Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant
* die Anwendung bereitstellen
likely benign
LLM, confidence 0.93
Second U+00AD in the same German docs line.
Reasoning
Soft hyphen in German prose, repeated pattern from the same file. Benign.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Documentation example setting $Env variables before running a FastAPI app.
Reasoning
PowerShell-style environment variable assignments shown in a console example in FastAPI docs. Documentation of env var setting, not an attack; the flagged 'variable command' is just illustrative shell syntax.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Second line of the PowerShell env var example in German settings docs.
Reasoning
Same docs console example of setting env vars then running fastapi. Benign.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
Außerdem ist Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung in HTTP-Headern nicht relevant, daher können Sie sie im Standard-Python-Stil (auch bekannt als „snake_case“) deklarieren.
likely benign
LLM, confidence 0.93
U+00AD in 'Groß-/Klein⟨U+00AD⟩schreibung' in German header-params docs.
Reasoning
Soft hyphen inside a German compound in prose of a tutorial. Benign.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
Außerdem ist Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung in HTTP-Headern nicht relevant, daher können Sie sie im Standard-Python-Stil (auch bekannt als „snake_case“) deklarieren.
likely benign
LLM, confidence 0.93
Another U+00AD in the same German tutorial sentence.
Reasoning
Second soft hyphen in same German prose line. Benign.
-
line length 725 characters (raw pass, confidence 0.50)
-
line length 930 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.92
Well-known sample JWT token used as an example in OAuth2 tutorial docs.
Reasoning
This is the canonical example JWT from jwt.io documentation (header with alg HS256, sub 1234567890, name John Doe). It is a well-known public sample token, not an obfuscated payload.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* Starlette's Y: Starlettes Y
* X is case-sensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant in X
* X is case-insensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant in X
* standard Python: Standard-Python
likely benign
LLM, confidence 0.93
U+00AD in German compound word in llm-prompt doc.
Reasoning
Soft hyphen inside German compound in an LLM prompt markdown file. Benign text artifact.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* Starlette's Y: Starlettes Y
* X is case-sensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant in X
* X is case-insensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant in X
* standard Python: Standard-Python
likely benign
LLM, confidence 0.93
Another U+00AD in the German llm-prompt line.
Reasoning
Second soft hyphen in same prompt line. Benign.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* X is case-sensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant in X
* X is case-insensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant in X
* standard Python: Standard-Python
* deprecated: deprecatet
likely benign
LLM, confidence 0.93
U+00AD in German compound in llm-prompt line 317.
Reasoning
Soft hyphen in German prose of prompt doc. Benign.
-
U+00AD SOFT HYPHEN in source (raw pass, confidence 0.75)
* X is case-sensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist relevant in X
* X is case-insensitive: Groß-/Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung ist nicht relevant in X
* standard Python: Standard-Python
* deprecated: deprecatet
likely benign
LLM, confidence 0.93
Second U+00AD in the German llm-prompt line 317.
Reasoning
Repeated soft hyphen in same line. Benign.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
English settings docs showing PowerShell env var setup before running FastAPI.
Reasoning
Same PowerShell env var documentation example as the German version; illustrative only.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Second line of PowerShell env var example in English settings docs.
Reasoning
Same docs console example; benign.
-
file mixes tab and space indentation (6 tab-indented and 172 space-indented lines) (raw pass, confidence 0.40)
class Termynal {
-
line length 508 characters (raw pass, confidence 0.50)
* ✨ Allow setting the `response_class` to `RedirectResponse` or `FileResponse` and returning the URL from the function. New and updated docs are in the tutorial section **Custom Response - HTML, Stream, File, others**, in [RedirectResponse](https://fastapi.tiangolo.com/advanced/custom-response/#redirectresponse) and
-
identifier `с` contains homoglyph candidates: с (0441)→c (raw pass, confidence 0.70)
* 📝 Add link to article in Russian "FastAPI: знакомимся с фреймворком". PR [#2564](https://github.com/tiangolo/fastapi/pull/2564) by [@trkohler](https://github.com/trkohler).
likely benign
LLM, confidence 0.95
Cyrillic letter in a Russian article title in release notes.
Reasoning
The Cyrillic 'с' sits inside Russian prose in a release-notes article title; it is natural-language text, not an identifier, so the homoglyph signal is a false positive from the raw pass.
-
line length 706 characters (raw pass, confidence 0.50)
-
line length 882 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Documentation example JSON Web Token.
Reasoning
This is the well-known sample JWT from jwt.io (header, payload with sub/name/iat, signature) used in FastAPI's documentation to illustrate token format. It is a public example, not a payload or dropper.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.95
Spanish docs showing PowerShell env var setup before running a FastAPI app.
Reasoning
PowerShell environment-variable syntax ($Env:NAME = value) inside a console code block in docs; the AST pass misparsed PowerShell as bash. Shows setting env vars before running fastapi, which is benign.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.95
Spanish docs PowerShell env var example, same as adjacent finding.
Reasoning
Same PowerShell console example as the preceding finding, a benign documentation snippet misclassified as embedded bash with variable command name.
-
line length 750 characters (raw pass, confidence 0.50)
-
line length 921 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Documentation example JSON Web Token in Spanish docs.
Reasoning
Same public sample JWT from jwt.io used as a documentation example in the Spanish translation.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.95
French docs PowerShell env var example.
Reasoning
French docs PowerShell console example setting $Env variables before running fastapi; benign documentation with a parser misclassification.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.95
French docs PowerShell env var example, duplicate line.
Reasoning
Same PowerShell console example as adjacent French finding; benign.
-
compression ratio 0.850 is >2σ above file mean 0.736 (raw pass, confidence 0.50)
Si vous exécutez votre conteneur derrière un proxy de terminaison TLS (load balancer) comme Nginx ou Traefik, ajoutez l'option `--proxy-headers`, cela indiquera à Uvicorn (via la CLI FastAPI) de faire confiance aux en-têtes envoyés par ce proxy lui indiquant que l'application s'exécute derrière HTTPS, etc.
-
line length 725 characters (raw pass, confidence 0.50)
-
line length 918 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Documentation example JSON Web Token in French docs.
Reasoning
Public jwt.io sample token used as a documentation example.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.95
Hindi docs PowerShell env var example.
Reasoning
Hindi docs PowerShell console example for setting env vars; benign.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.95
Hindi docs PowerShell env var example, duplicate line.
Reasoning
Same PowerShell example as adjacent Hindi finding; benign.
-
line length 674 characters (raw pass, confidence 0.50)
-
line length 871 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Documentation example JSON Web Token in Hindi docs.
Reasoning
Public jwt.io sample token used as a documentation example in Hindi docs.
-
identifier `時々いくつかランダムに見える変更を行うことがあります` mixes scripts: Han + Other + Hiragana + Katakana (raw pass, confidence 0.80)
�良であることを意味します（時々いくつかランダムに見える変更を行うことがあります。理由は [LLM は決定論的アルゴリズムではない](https://doublespeak.chat/#/handbook#deterministic-output) ためです）。
likely benign
LLM, confidence 0.90
Japanese sentence in an LLM test document flagged for mixed scripts.
Reasoning
Japanese prose mixing Han, Hiragana and Katakana with punctuation is ordinary for Japanese text; the identifier flag arises from parsing prose as an identifier. Benign.
-
string literal compression ratio 0.962 (130 bytes) (raw pass, confidence 0.60)
* <abbr title="Mozilla Developer Network - Mozilla 開発者ネットワーク: 開発者向けドキュメント、Firefox の開発元が執筆">MDN</abbr>
* <abbr title="Input/Output - 入出力: ディスクの読み書き、ネットワーク通信。">I/O</abbr>.
likely benign
LLM, confidence 0.90
Markdown abbr definitions with Japanese glossary text.
Reasoning
A markdown list item with abbreviation HTML containing Japanese descriptions; high compression ratio on short text is normal for prose, not obfuscation.
-
identifier `リクエストごとやユーザーごとに別々のモデルを使うわけではありません` mixes scripts: Katakana + Hiragana + Han + Other (raw pass, confidence 0.80)
同じモデルをリクエスト間で共有するので、リクエストごとやユーザーごとに別々のモデルを使うわけではありません。
dismissed
LLM, confidence 0.95
A Japanese sentence about sharing models across requests, flagged for mixed scripts.
Reasoning
Raw-pass unicode-mixed-script flag on ordinary Japanese prose in a markdown doc. Hiragana, Katakana and Han are normally mixed in Japanese text, so this is a false positive.
-
identifier `共有するロジックや変数のない別々の関数でそれを行うのは難しく` mixes scripts: Han + Hiragana + Katakana + Other (raw pass, confidence 0.80)
共有するロジックや変数のない別々の関数でそれを行うのは難しく、グローバル変数などに値を保存する必要が出てきます。
そのため、現在は上で説明したとおり `lifespan` を使うことが推奨されています。
dismissed
LLM, confidence 0.95
Japanese paragraph about lifespan and global variables, flagged for mixed scripts.
Reasoning
Same pattern: raw-pass script-mixing in normal Japanese documentation prose. Not obfuscation.
-
identifier `個々のリクエストと` mixes scripts: Han + Other + Hiragana + Katakana (raw pass, confidence 0.80)
- **トレース**: 個々のリクエストと、それを処理するために実行された操作の記録です。時間を計測する各操作を**スパン**と呼びます。
- **ログ**: アプリケーションの起動や操作の失敗など、イベントのタイムスタンプ付きの記録です。
dismissed
LLM, confidence 0.95
Japanese bullet describing traces and spans, flagged for mixed scripts.
Reasoning
Raw-pass script-mixing on Japanese prose in a bulleted markdown list. Expected in Japanese text.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.85
Documentation console example setting $Env:ADMIN_EMAIL before running fastapi.
Reasoning
The AST pass flagged a PowerShell `$Env:` assignment inside a console example in documentation. It is a non-executed illustrative snippet setting an environment variable, not a dropper or hidden execution.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.85
Documentation console example setting $Env:APP_NAME before running fastapi.
Reasoning
Same documentation example with $Env:APP_NAME, a standard environment setting shown in a console block. Benign.
-
identifier `時々カウンターの表示を見て` mixes scripts: Han + Other + Katakana + Hiragana (raw pass, confidence 0.80)
時々カウンターの表示を見て、自分の番号になっているか確認します。
やがてあなたの番になります。カウンターに行き、ハンバーガーを受け取り、テーブルに戻ります。
dismissed
LLM, confidence 0.95
Japanese restaurant-counter analogy text, flagged for mixed scripts.
Reasoning
Raw-pass mixed-script flag on ordinary Japanese narrative prose in documentation.
-
identifier `家の別々のエリアを掃除できれば` mixes scripts: Han + Hiragana + Other + Katakana (raw pass, confidence 0.80)
しかしこの場合、8 人の元レジ係/料理人/現清掃員を連れてきて、それぞれ (あなたも加えて) 家の別々のエリアを掃除できれば、**並列** に作業でき、より早く終えられます。
dismissed
LLM, confidence 0.95
Japanese analogy about cleaning different areas of a house, flagged for mixed scripts.
Reasoning
Raw-pass script-mixing on normal Japanese prose. No obfuscation.
-
identifier `我々は間違いを犯す` mixes scripts: Han + Other + Hiragana (raw pass, confidence 0.80)
### 我々は間違いを犯す { #we-make-mistakes }
私たち人間は常に**間違い**を犯します。ソフトウェアには、ほとんど常に**バグ**があらゆる箇所に隠されています。🐛
dismissed
LLM, confidence 0.95
Heading and paragraph about human error and bugs, flagged for mixed scripts.
Reasoning
Raw-pass flag on a Japanese heading and sentence mixing Han and Hiragana, which is normal for Japanese text.
-
identifier `他の人々のこれまでの働きがなければ存在しなかったでしょう` mixes scripts: Han + Hiragana + Other (raw pass, confidence 0.80)
**FastAPI**は、他の人々のこれまでの働きがなければ存在しなかったでしょう。
以前に作られた多くのツールが、作成における刺激として役立ってきました。
dismissed
LLM, confidence 0.95
Japanese sentence crediting prior work, flagged for mixed scripts.
Reasoning
Raw-pass script-mixing on ordinary Japanese prose in a documentation page.
-
identifier `を別々のモデルとして分けて使うことは可能です` mixes scripts: Hiragana + Han + Other + Katakana (raw pass, confidence 0.80)
...しかし、同じアプリ内で Pydantic v1 と v2 を別々のモデルとして分けて使うことは可能です。
```mermaid
dismissed
LLM, confidence 0.95
Japanese sentence about using Pydantic v1 and v2 models side by side, flagged for mixed scripts.
Reasoning
Raw-pass mixed-script flag on Japanese documentation prose near a mermaid block. Normal Japanese text.
-
identifier `徐々に` mixes scripts: Han + Other + Hiragana (raw pass, confidence 0.80)
`bump-pydantic` が適用できない場合は、同一アプリで v1 と v2 のモデルを併用できるサポートを利用して、徐々に v2 へ移行できます。
dismissed
LLM, confidence 0.95
Japanese sentence about gradual migration to v2, flagged for mixed scripts.
Reasoning
Raw-pass script-mixing on a Japanese sentence in documentation. Not an attack pattern.
-
string literal compression ratio 1.036 (140 bytes) (raw pass, confidence 0.70)
"_FastAPIライブラリを採用し、クエリで **予測値** を取得できる **REST** サーバを構築しました。 [for Ludwig]_"
likely benign
LLM, confidence 0.90
Short Japanese documentation sentence quoted in markdown, flagged for string compressibility.
Reasoning
Critical high-complexity flag on a short Japanese string literal in a docs file. A compression ratio of 1.036 on a 140-byte multibyte string is an artifact of UTF-8 text not compressing well, not an encoded payload.
-
identifier `様々な階層` mixes scripts: Han + Other + Hiragana (raw pass, confidence 0.80)
`BackgroundTasks` の使用は依存性注入システムでも機能し、様々な階層 (*path operation function*、依存性 (dependable)、サブ依存性など) で `BackgroundTasks` 型のパラメーターを宣言できます。
likely benign
LLM, confidence 0.95
Japanese prose in a FastAPI docs page that the mixed-script heuristic misreads as an identifier.
Reasoning
The flagged identifier is ordinary Japanese prose ('various levels') in a Markdown tutorial. Mixed Han and Hiragana is normal for Japanese text, and the raw pass has a high false-positive rate for this pattern.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
**FastAPI** は、それぞれの場合の処理⟨U+200B⟩⟨U+200B⟩方法と同じオブジェクトの再利用方法を知っているため、すべてのバックグラウンドタスクがマージされ、バックグラウンドで後で実行されます:
likely benign
LLM, confidence 0.80
A stray zero-width space in a Japanese tutorial sentence.
Reasoning
A zero-width space inside Japanese prose is a common artifact of copy-paste or line-break hints in translated docs. It is invisible but has no code effect and sits in documentation, not executable code.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
**FastAPI** は、それぞれの場合の処理⟨U+200B⟩⟨U+200B⟩方法と同じオブジェクトの再利用方法を知っているため、すべてのバックグラウンドタスクがマージされ、バックグラウンドで後で実行されます:
likely benign
LLM, confidence 0.80
A second stray zero-width space in the same Japanese sentence.
Reasoning
This is a second zero-width space in the same Japanese sentence, with the same benign explanation: a translation or editing artifact in Markdown prose.
-
identifier `個々の` mixes scripts: Han + Other + Hiragana (raw pass, confidence 0.80)
`APIRouter` に `dependencies` を置くことで、*path operations* のグループ全体に認証を要求する、といった用途に使えます。個々の *path operation* に依存関係を追加していなくても構いません。
///
likely benign
LLM, confidence 0.95
Japanese prose in a FastAPI tutorial flagged for mixed scripts.
Reasoning
'個々の' is normal Japanese, and the sentence is documentation about APIRouter dependencies. The mixed-script flag is a false positive.
-
line length 509 characters (raw pass, confidence 0.50)
-
line length 720 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.97
A standard example JSON Web Token in an OAuth2/JWT tutorial.
Reasoning
The blob is the well-known example JWT from jwt.io's documentation (header, payload with sub/name/iat, and a signature). It is illustrative and not an obfuscated payload.
-
identifier `同じデータベースを使用してDjangoアプリケーションを徐々に移行することもできます` mixes scripts: Han + Hiragana + Katakana + Latin + Other (raw pass, confidence 0.80)
例えば、Djangoアプリケーションからデータベース内の同じデータをFastAPIアプリケーションと共有できるだけではなく、同じデータベースを使用してDjangoアプリケーションを徐々に移行することもできます。
likely benign
LLM, confidence 0.95
Japanese sentence about migrating from Django, flagged for mixed scripts.
Reasoning
This is Japanese prose that mentions Django and FastAPI, so the Latin and Katakana mix is expected. It is documentation text, not an identifier.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
A PowerShell example setting ADMIN_EMAIL and APP_NAME env vars in Korean settings docs.
Reasoning
The block is a PowerShell-style example of setting environment variables before running 'uv run fastapi run'. The '$Env:' syntax is a documentation illustration in a console block, and the AST pass flagged it only because the command name is a variable.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
A repeated PowerShell environment-variable example in Korean settings docs.
Reasoning
This is the same documentation example repeated in a second code block, with the same benign intent of showing environment variable setup.
-
string literal compression ratio 0.992 (128 bytes) (raw pass, confidence 0.70)
* 100% <dfn title="Python 타입 어노테이션으로, 이를 통해 편집기와 외부 도구가 더 나은 지원을 제공할 수 있습니다">타입 어노테이션</dfn> 코드 베이스.
* 프로덕션 애플리케이션에서 사용됩니다.
likely benign
LLM, confidence 0.85
Korean feature bullet text with an HTML definition tag, flagged for high string complexity.
Reasoning
The 'string' is ordinary Korean feature-list prose with an HTML dfn tag. High compression ratio on repetitive or natural text is a weak signal and does not indicate encoded content.
-
string literal compression ratio 0.957 (162 bytes) (raw pass, confidence 0.60)
"_**FastAPI** 라이브러리를 채택하여 **예측**을 얻기 위해 쿼리를 실행할 수 있는 **REST** 서버를 생성했습니다. [Ludwig을 위해]_"
likely benign
LLM, confidence 0.85
A Korean user testimonial quote flagged for high string complexity.
Reasoning
This is a Korean testimonial quote in Markdown. The complexity score reflects ordinary prose, not obfuscated code.
-
string literal compression ratio 0.956 (183 bytes) (raw pass, confidence 0.60)
"_**Netflix**는 우리의 **위기 관리** 오케스트레이션 프레임워크인 **Dispatch**의 오픈 소스 공개를 발표하게 되어 기쁩니다! [**FastAPI**로 빌드]_"
likely benign
LLM, confidence 0.85
A Korean testimonial quote about the Dispatch release, flagged for high string complexity.
Reasoning
This is a Korean testimonial quote announcing an open-source release. The flag comes from prose complexity, not from encoding or hidden logic.
-
line length 514 characters (raw pass, confidence 0.50)
-
line length 719 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.97
The standard example JSON Web Token in the Korean OAuth2/JWT tutorial.
Reasoning
This is the same well-known example JWT from the jwt.io docs, repeated in the Korean translation of the OAuth2/JWT tutorial.
-
identifier `azərbaycan` mixes scripts: Latin + Other (raw pass, confidence 0.80)
ay: aymar aru
az: azərbaycan dili
ba: башҡорт теле
be: беларуская мова
likely benign
LLM, confidence 0.95
A YAML language-name table entry containing the Azerbaijani word azərbaycan with a legitimate schwa.
Reasoning
'azərbaycan dili' is the correct native name for Azerbaijani. The schwa (ə) is a legitimate Latin-extended letter, and the file is a language-name lookup table.
-
identifier `Eʋegbe` mixes scripts: Latin + Other (raw pass, confidence 0.80)
dz: རྫོང་ཁ
ee: Eʋegbe
el: Ελληνικά
en: English
likely benign
LLM, confidence 0.90
Ewe language display name in a language-name list, using the legitimate letter ʋ.
Reasoning
The identifier is the Ewe language name 'Eʋegbe' in a YAML list of language names. The character ʋ (U+028B) is a legitimate Latin-extended letter used in Ewe orthography, so the mixed-script flag reflects a real language name, not an attack.
-
identifier `æвзаг` contains homoglyph candidates: а (0430)→a (raw pass, confidence 0.70)
or: ଓଡ଼ିଆ
os: ирон æвзаг
pa: ਪੰਜਾਬੀ
pi: पाऴि
likely benign
LLM, confidence 0.90
Ossetian language name written in Cyrillic with the legitimate letter æ.
Reasoning
The value 'ирон æвзаг' is the Ossetian endonym for the language. The Cyrillic letters and the Latin æ are standard in Ossetian orthography, and the homoglyph match on 'а' is a natural consequence of writing a Cyrillic-language name. The pattern is a raw-pass homoglyph heuristic with a high false-positive rate, and the context is a plain data file.
-
identifier `æвзаг` mixes scripts: Latin + Cyrillic (raw pass, confidence 0.80)
or: ଓଡ଼ିଆ
os: ирон æвзаг
pa: ਪੰਜਾਬੀ
pi: पाऴि
likely benign
LLM, confidence 0.90
Same Ossetian language name, flagged for mixing Latin æ with Cyrillic.
Reasoning
This is the mixed-script companion of the same Ossetian name, 'ирон æвзаг'. Mixing Latin æ with Cyrillic is required by Ossetian orthography, so it is not obfuscation.
-
identifier `Saɯ` mixes scripts: Latin + Other (raw pass, confidence 0.80)
yo: Yorùbá
za: Saɯ cueŋƅ
zh: 简体中文
zh-hant: 繁體中文
likely benign
LLM, confidence 0.90
Zhuang language name using Latin-script IPA letters in a language list.
Reasoning
The value 'Saɯ cueŋƅ' is the Zhuang language name written with IPA-style Latin letters (ɯ, ŋ, ƅ), which is standard for that language. The file is a plain language-name list with no execution or decoding context.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
PowerShell example in translated FastAPI docs showing environment variable setup.
Reasoning
The block is a documentation example showing how to set environment variables in PowerShell ($Env:NAME = value), and it sits in a console code fence next to a uv run command. The AST pass flagged a variable command name, but this is an illustrative doc snippet, not code executed by the scanner or a dropper.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Second PowerShell env-var example in the same translated settings doc.
Reasoning
Same documentation example as the adjacent finding, an illustrative PowerShell environment-variable block in a markdown console fence. Nothing in the snippet runs or downloads anything.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
o tem suas próprias coisas, variáveis ⟨U+200B⟩⟨U+200B⟩e memória. E se você estiver consumindo uma grande quantidade de memória em seu código, **cada processo** consumirá uma quantidade equivalente de memória.
likely benign
LLM, confidence 0.85
Stray zero-width space inside a Portuguese documentation sentence.
Reasoning
A U+200B zero-width space appears inside a Portuguese prose sentence ('variáveis ⟨U+200B⟩⟨U+200B⟩e'). In this markdown documentation it is most likely a copy-paste or translation-tooling artifact, not deliberate hiding. Zero-width characters are a stealth pattern in general, but nothing here hides code or logic.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
em suas próprias coisas, variáveis ⟨U+200B⟩⟨U+200B⟩e memória. E se você estiver consumindo uma grande quantidade de memória em seu código, **cada processo** consumirá uma quantidade equivalente de memória.
likely benign
LLM, confidence 0.85
Second stray zero-width space in the same Portuguese paragraph.
Reasoning
Another zero-width space in the same translated paragraph, in the same stray-artifact pattern. It is prose text with no executable context.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Esses processos de trabalho seriam aqueles que executariam sua aplicação, eles executariam os cálculos principais para receber uma **request** e retornar uma **resposta**, e carregariam qualquer coisa que você colocasse em variáveis ⟨U+200B⟩⟨U+200B⟩na RAM.
<img src="/img/deployment/concepts/process-ram.drawio.svg">
likely benign
LLM, confidence 0.85
Zero-width space in Portuguese documentation text before an image reference.
Reasoning
A zero-width space sits in Portuguese prose just before an image tag in a documentation page. This is consistent with a translation or editing artifact. The snippet shows no code that could use the character to hide behavior.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Esses processos de trabalho seriam aqueles que executariam sua aplicação, eles executariam os cálculos principais para receber uma **request** e retornar uma **resposta**, e carregariam qualquer coisa que você colocasse em variáveis ⟨U+200B⟩⟨U+200B⟩na RAM.
<img src="/img/deployment/concepts/process-ram.drawio.svg">
likely benign
LLM, confidence 0.85
Second zero-width space in the same Portuguese documentation paragraph.
Reasoning
Another zero-width space in the same paragraph, with the same artifact pattern and no executable context.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Para alterar as URLs usadas ⟨U+200B⟩⟨U+200B⟩para as interfaces de usuário da documentação gerada automaticamente, leia a documentação de [Tutorial - Metadados e URLs da Documentação](../tutorial/metadata.md#docs-urls).
likely benign
LLM, confidence 0.85
Stray zero-width space in a Portuguese how-to documentation sentence.
Reasoning
A zero-width space appears in a Portuguese documentation sentence ('usadas ⟨U+200B⟩⟨U+200B⟩para'), next to a normal markdown link. It is consistent with a stray editing artifact in translated prose and does not hide any executable content.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Para alterar as URLs usadas ⟨U+200B⟩⟨U+200B⟩para as interfaces de usuário da documentação gerada automaticamente, leia a documentação de [Tutorial - Metadados e URLs da Documentação](../tutorial/metadata.md#docs-urls).
likely benign
LLM, confidence 0.85
Second stray zero-width space in the same Portuguese how-to sentence.
Reasoning
Second zero-width space in the same sentence, with the same artifact pattern and no code context.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Mas isso só permitirá certos tipos de comunicação, excluindo tudo que envolva credenciais: cookies, cabeçalhos de autorização como aqueles usados ⟨U+200B⟩⟨U+200B⟩com Bearer Tokens, etc.
Então, para que tudo funcione corretamente, é melhor especificar explicitamente as origens permitidas.
likely benign
LLM, confidence 0.85
Stray zero-width space in a Portuguese CORS tutorial sentence.
Reasoning
A zero-width space appears in Portuguese prose ('usados ⟨U+200B⟩⟨U+200B⟩com Bearer Tokens') in a CORS tutorial. This matches a translation or copy-paste artifact in documentation text. The snippet is prose with no executable context.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Mas isso só permitirá certos tipos de comunicação, excluindo tudo que envolva credenciais: cookies, cabeçalhos de autorização como aqueles usados ⟨U+200B⟩⟨U+200B⟩com Bearer Tokens, etc.
Então, para que tudo funcione corretamente, é melhor especificar explicitamente as origens permitidas.
likely benign
LLM, confidence 0.85
Second stray zero-width space in the same Portuguese CORS tutorial sentence.
Reasoning
Second zero-width space in the same CORS tutorial sentence, with the same artifact pattern and no code that could use it to conceal behavior.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Os parâmetros padrão usados ⟨U+200B⟩⟨U+200B⟩pela implementação `CORSMiddleware` são restritivos por padrão, então você precisará habilitar explicitamente as origens, métodos ou cabeçalhos específicos para que os navegadores tenham permissão para usá-los em um contexto cross domain.
likely benign
LLM, confidence 0.93
Invisible U+200B characters in a Portuguese CORS tutorial paragraph.
Reasoning
Zero-width spaces appear in Portuguese prose around words like 'usados' and 'implementação'; typical copy-paste/translation artifact in documentation, no code execution impact.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
Os parâmetros padrão usados ⟨U+200B⟩⟨U+200B⟩pela implementação `CORSMiddleware` são restritivos por padrão, então você precisará habilitar explicitamente as origens, métodos ou cabeçalhos específicos para que os navegadores tenham permissão para usá-los em um contexto cross domain.
likely benign
LLM, confidence 0.93
Another invisible U+200B character in the same Portuguese CORS paragraph.
Reasoning
Second zero-width space in the same paragraph; same benign translation/copy artifact in markdown prose.
-
line length 710 characters (raw pass, confidence 0.50)
-
line length 897 characters (raw pass, confidence 0.50)
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
E ambos os modelos serão usados ⟨U+200B⟩⟨U+200B⟩para a documentação interativa da API:
<img src="/img/tutorial/response-model/image02.png">
likely benign
LLM, confidence 0.93
Invisible U+200B character in Portuguese response-model docs.
Reasoning
Zero-width space in Portuguese documentation prose before 'ambos os modelos'; harmless formatting artifact.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
E ambos os modelos serão usados ⟨U+200B⟩⟨U+200B⟩para a documentação interativa da API:
<img src="/img/tutorial/response-model/image02.png">
likely benign
LLM, confidence 0.93
Second invisible U+200B character in Portuguese response-model docs.
Reasoning
Second zero-width space in same markdown prose; benign.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
E as ferramentas também ficarão felizes porque `RedirectResponse` e ⟨U+200B⟩⟨U+200B⟩`JSONResponse` são subclasses de `Response`, então a anotação de tipo está correta.
### Anote uma subclasse de Response { #annotate-a-response-subclass }
likely benign
LLM, confidence 0.92
Invisible U+200B in Portuguese text near RedirectResponse/JSONResponse mention.
Reasoning
Zero-width space between 'e' and 'JSONResponse' in Portuguese prose; translation artifact, not executable code.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
E as ferramentas também ficarão felizes porque `RedirectResponse` e ⟨U+200B⟩⟨U+200B⟩`JSONResponse` são subclasses de `Response`, então a anotação de tipo está correta.
### Anote uma subclasse de Response { #annotate-a-response-subclass }
likely benign
LLM, confidence 0.92
Another invisible U+200B in the same Portuguese sentence.
Reasoning
Same benign zero-width artifact in documentation prose.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
...isso falha porque a anotação de tipo não é um tipo Pydantic e não é apenas uma única classe ou subclasse `Response`, é uma união (qualquer uma das duas) entre um `Response` e ⟨U+200B⟩⟨U+200B⟩um `dict`.
### Desative o modelo de resposta { #disable-response-model }
likely benign
LLM, confidence 0.92
Invisible U+200B in Portuguese response-model explanation.
Reasoning
Zero-width space in Portuguese markdown prose before 'Response'; harmless.
-
U+200B ZERO WIDTH SPACE in source (raw pass, confidence 0.75)
...isso falha porque a anotação de tipo não é um tipo Pydantic e não é apenas uma única classe ou subclasse `Response`, é uma união (qualquer uma das duas) entre um `Response` e ⟨U+200B⟩⟨U+200B⟩um `dict`.
### Desative o modelo de resposta { #disable-response-model }
likely benign
LLM, confidence 0.92
Second invisible U+200B in the same Portuguese sentence.
Reasoning
Second zero-width space in the same sentence; benign documentation artifact.
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.90
Well-known sample JWT token in an OAuth2 tutorial code block.
Reasoning
The blob is the standard JWT example token from jwt.io (header.payload.signature) used illustratively in docs; not a payload or dropper.
-
identifier `Pythonу` contains homoglyph candidates: у (0443)→y (raw pass, confidence 0.70)
Pythonу придётся сравнить весь общий префикс `stanleyjobso` в `stanleyjobsox` и `stanleyjobson`, прежде чем понять, что строки отличаются. Поэтому на ответ «Неверное имя пользователя или пароль» уйдё
likely benign
LLM, confidence 0.85
Cyrillic 'у' inside the Latin word 'Python' in Russian prose.
Reasoning
The 'у' in 'Pythonу' is a Cyrillic homoglyph of Latin y, a typo or mixed-script artifact in Russian prose; it is not an identifier in executable code and the text is a plain-language sentence, so no spoofing risk here, though it is a genuine character anomaly.
-
identifier `Pythonу` mixes scripts: Latin + Cyrillic (raw pass, confidence 0.80)
Pythonу придётся сравнить весь общий префикс `stanleyjobso` в `stanleyjobsox` и `stanleyjobson`, прежде чем понять, что строки отличаются. Поэтому на ответ «Неверное имя пользователя или пароль» уйдё
likely benign
LLM, confidence 0.85
Mixed Latin/Cyrillic script in the word 'Pythonу' in Russian docs.
Reasoning
Same mixed-script word 'Pythonу' in markdown prose; a typing artifact rather than a code identifier, so benign.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
dismissed
LLM, confidence 0.97
Markdown console example setting environment variables before running a FastAPI app.
Reasoning
This is a documentation example in a Russian FastAPI docs page showing PowerShell-style environment variable assignment ($Env:VAR = value) followed by running uv. The 'command' flagged is a PowerShell environment variable assignment inside a console code block in markdown, with no execution risk or obfuscation. The placeholder email and app name are harmless example values.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Russian docs showing PowerShell environment variable setup before running a FastAPI app.
Reasoning
The flagged line is a PowerShell example showing how to set environment variables before running a FastAPI app. It is documentation shown as a console transcript, not executed code, and the variable is a documented shell idiom.
-
line length 666 characters (raw pass, confidence 0.50)
-
line length 890 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Sample JSON Web Token in a Russian OAuth2 tutorial.
Reasoning
The blob is the well-known jwt.io example JWT (header, payload with sample name John Doe, and signature). A JWT in a tutorial is a normal illustrative token, not an encoded payload.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Turkish docs with a PowerShell environment setup example in a console block.
Reasoning
This is a console code block in Turkish documentation showing PowerShell environment variable assignments before running the app. The variable-command pattern is a documentation transcript, not a dropper.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Turkish docs with PowerShell environment variable lines followed by a uv run command.
Reasoning
The same PowerShell environment-variable example as the neighbouring line, shown in documentation. Nothing executes and the content is ordinary setup instructions.
-
line length 654 characters (raw pass, confidence 0.50)
-
line length 899 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Sample JWT in a Turkish OAuth2 tutorial.
Reasoning
This is the standard jwt.io sample token used in documentation. It is illustrative and contains no secret or executable payload.
-
identifier `необовʼязковою` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Властивість `servers` у специфікації OpenAPI є необовʼязковою.
dismissed
LLM, confidence 0.90
Ukrainian prose word using the standard modifier apostrophe.
Reasoning
The U+02BC modifier apostrophe in 'необовʼязковою' is standard Ukrainian orthography, which uses this character in words like 'обʼєкт'. It is a legitimate language pattern, not an identifier obfuscation.
-
identifier `обʼєкті` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Потім ви можете встановлювати заголовки в цьому *тимчасовому* обʼєкті відповіді.
{* ../../docs_src/response_headers/tutorial002_py310.py hl[1, 7:8] *}
dismissed
LLM, confidence 0.90
Ukrainian prose word with the standard apostrophe character.
Reasoning
The flagged 'обʼєкті' uses the modifier apostrophe U+02BC, the normal Ukrainian spelling for this word. It is ordinary prose and not a homoglyph attack.
-
identifier `обʼєкт` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Далі ви можете повернути будь-який потрібний обʼєкт, як зазвичай (наприклад, `dict`, модель бази даних тощо).
dismissed
LLM, confidence 0.90
Ukrainian prose word 'обʼєкт' with the standard apostrophe.
Reasoning
'обʼєкт' is the regular Ukrainian spelling with U+02BC, a legitimate orthographic apostrophe. The mixed-script flag is a false positive from a Cyrillic-language document.
-
identifier `обʼєкта` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Якщо ви оголосили `response_model`, його все одно буде використано для фільтрації та перетворення поверненого обʼєкта.
dismissed
LLM, confidence 0.90
Ukrainian prose word 'обʼєкта' with the standard apostrophe.
Reasoning
'обʼєкта' is the genitive form with the normal Ukrainian apostrophe U+02BC. This is correct orthography, not obfuscation.
-
identifier `обʼєкт` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
�стає цей *тимчасовий* обʼєкт відповіді, щоб витягти заголовки (а також кукі та код статусу) і помістить їх у кінцеву відповідь, яка міститиме повернуте вами значення, відфіль… (340 bytes total)
dismissed
LLM, confidence 0.85
Truncated Ukrainian prose paragraph about response objects.
Reasoning
The snippet is truncated and contains a replacement character, but the flagged identifier 'обʼєкт' is ordinary Ukrainian prose using the standard apostrophe. Nothing suggests code-level obfuscation.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
```console
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Ukrainian docs with a PowerShell environment setup in a console block.
Reasoning
This is a console block in Ukrainian documentation with PowerShell environment variable lines before running a FastAPI app. It is example text in a docs file.
-
[embedded bash] command name is a variable (`$Env`) not set in this file — the caller or environment decides what runs (ast pass, confidence 0.70)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.90
Ukrainian docs with PowerShell environment variable lines followed by a uv run command.
Reasoning
The same PowerShell environment-variable example, presented as documentation for running the app. It does not execute anything or hide intent.
-
identifier `необовʼязковий` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* _Шлях_ `/items/{item_id}` містить _параметр шляху_ `item_id`, який має бути типу `int`.
* _Шлях_ `/items/{item_id}` містить необовʼязковий `str` _параметр запиту_ `q`.
dismissed
LLM, confidence 0.90
Ukrainian index page prose describing an optional query parameter.
Reasoning
'необовʼязковий' uses the standard Ukrainian modifier apostrophe in ordinary prose describing a FastAPI optional parameter. This is a language-orthography false positive.
-
identifier `обʼєктів` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Автоматичні та зрозумілі помилки, коли дані некоректні.
* Валідацію навіть для глибоко вкладених JSON-обʼєктів.
likely benign
LLM, confidence 0.95
Ukrainian documentation word 'обʼєктів' containing a U+02BC apostrophe.
Reasoning
The flagged identifier is Ukrainian prose using the modifier letter apostrophe U+02BC (ʼ) inside a word, which is standard Ukrainian orthography. It is not an identifier in code and the mixed-script flag is a false positive on a markdown doc.
-
identifier `Обʼєктів` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Перетворення типів Python (`str`, `int`, `float`, `bool`, `list`, тощо).
* Обʼєктів `datetime`.
* Обʼєктів `UUID`.
* Моделей бази даних.
likely benign
LLM, confidence 0.95
Ukrainian prose word 'Обʼєктів' using a modifier apostrophe.
Reasoning
The token is a Ukrainian word with a U+02BC apostrophe in ordinary markdown prose. The Cyrillic plus Other script mix is just the apostrophe, so this is a false positive.
-
identifier `Обʼєктів` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Обʼєктів `datetime`.
* Обʼєктів `UUID`.
* Моделей бази даних.
* ...та багато іншого.
likely benign
LLM, confidence 0.95
Ukrainian prose word 'Обʼєктів' using a modifier apostrophe.
Reasoning
Same pattern as the neighboring finding: a Ukrainian word spelled with U+02BC in documentation text. No code execution or hidden payload is present.
-
identifier `обовʼязковий` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Перевірить, що є обовʼязковий атрибут `name`, який має бути типу `str`.
* Перевірить, що є обовʼязковий атрибут `price`, який має бути типу `float`.
likely benign
LLM, confidence 0.95
Ukrainian prose word 'обовʼязковий' in a documentation bullet.
Reasoning
'обовʼязковий' is a normal Ukrainian word with the correct apostrophe character in a markdown bullet list. The mixed-script signal only reflects that apostrophe.
-
identifier `обовʼязковий` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Перевірить, що є обовʼязковий атрибут `price`, який має бути типу `float`.
* Перевірить, що є необовʼязковий атрибут `is_offer`, який має бути типу `bool`, якщо він присутній.
likely benign
LLM, confidence 0.95
Ukrainian prose word 'обовʼязковий' in a documentation bullet.
Reasoning
Same Ukrainian word with U+02BC in documentation prose. This is ordinary orthography, not obfuscation.
-
identifier `необовʼязковий` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Перевірить, що є необовʼязковий атрибут `is_offer`, який має бути типу `bool`, якщо він присутній.
* Усе це також працюватиме для глибоко вкладених JSON-обʼєктів.
likely benign
LLM, confidence 0.95
Ukrainian prose word 'необовʼязковий' in documentation.
Reasoning
'необовʼязковий' is a Ukrainian word with a standard apostrophe in documentation text. The finding is a false positive.
-
identifier `обʼєктів` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Усе це також працюватиме для глибоко вкладених JSON-обʼєктів.
* Автоматично перетворюватиме з та в JSON.
* Документуватиме все за допомогою OpenAPI, який може бути використано в:
likely benign
LLM, confidence 0.95
Ukrainian documentation word 'обʼєктів' containing U+02BC.
Reasoning
Ukrainian documentation word 'обʼєктів' with the apostrophe U+02BC. Markdown prose with no code context.
-
identifier `необовʼязково` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
### Розгортання застосунку (необовʼязково) { #deploy-your-app-optional }
За бажання ви можете розгорнути ваш застосунок FastAPI у [FastAPI Cloud](https://fastapicloud.com) однією командою. 🚀
likely benign
LLM, confidence 0.95
Ukrainian heading word 'необовʼязково' in documentation.
Reasoning
'необовʼязково' is a Ukrainian heading word ('optional') with a standard apostrophe. The heading is documentation, not code.
-
identifier `необовʼязкових` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Коли ви встановлюєте FastAPI за допомогою `uv add "fastapi[standard]"`, ви отримуєте групу необовʼязкових залежностей `standard`:
Використовується Pydantic:
likely benign
LLM, confidence 0.95
Ukrainian prose word 'необовʼязкових' in documentation.
Reasoning
'необовʼязкових' is an ordinary Ukrainian word in prose describing optional dependencies. The apostrophe is the only non-Cyrillic character.
-
identifier `необовʼязкові` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Якщо ви не хочете включати необовʼязкові залежності `standard`, ви можете встановити через `uv add fastapi` замість `uv add "fastapi[standard]"`.
### Без `fastapi-cloud-cli` { #without-fastapi-cloud-cli }
likely benign
LLM, confidence 0.95
Ukrainian prose word 'необовʼязкові' in documentation.
Reasoning
Ukrainian prose word 'необовʼязкові' with the apostrophe in a markdown paragraph. Benign orthography.
-
line length 717 characters (raw pass, confidence 0.50)
-
line length 857 characters (raw pass, confidence 0.50)
-
string literal compression ratio 0.993 (153 bytes) (raw pass, confidence 0.70)
你的 API 現在也能掌控自己的 <dfn title="這只是個玩笑，提醒一下。這與 Cookie 同意無關，但有趣的是連 API 現在也能拒絕可憐的 Cookie。請收下這塊餅乾。🍪">Cookie 同意</dfn>。🤪🍪
你可以使用 Pydantic 的模型設定來 `forbid` 任何 `extra` 欄位：
dismissed
LLM, confidence 0.95
A Chinese-language FastAPI docs paragraph with a joking title attribute containing emoji and repeated text, flagged for high string compression.
Reasoning
This is a raw-pass finding on a markdown documentation file. The high compression ratio comes from a joke sentence with emoji and repeated cookie characters inside an HTML title attribute, which is ordinary prose in a FastAPI tutorial. No executable code or obfuscation is present, so the severity is a false positive driven by the raw pass's known high false-positive rate.
-
line length 655 characters (raw pass, confidence 0.50)
-
string literal compression ratio 0.987 (153 bytes) (raw pass, confidence 0.70)
你的 API 现在可以控制自己的 <dfn title="只是个玩笑，别当真。和 cookie 同意无关，不过连 API 现在都能拒绝可怜的 cookie，挺好玩的。来，吃块小饼干吧。🍪">cookie 同意</dfn>。🤪🍪
likely benign
LLM, confidence 0.90
Chinese documentation sentence with a joking tooltip title on an HTML element.
Reasoning
The flagged 'string literal' is Chinese prose in an HTML dfn title attribute with an emoji joke. Chinese UTF-8 text and emoji have high byte-level entropy and a poor compression ratio, so the complexity signal is a false positive. The raw pass has a high false-positive rate and this is documentation.
-
line length 665 characters (raw pass, confidence 0.50)
-
string literal compression ratio 1.032 (154 bytes) (raw pass, confidence 0.70)
库类库（在某些情况下称为 <abbr title="Object Relational Mapper - 对象关系映射器: 一个花哨的术语，指一种库，其中某些类表示 SQL 表，而实例表示这些表中的行">"ORMs"</abbr>），FastAPI 不会强迫你使用任何东西。😎
likely benign
LLM, confidence 0.90
Chinese documentation text explaining ORMs in an abbr tooltip.
Reasoning
This is Chinese explanatory prose about ORMs inside an abbr title attribute. The compression-ratio flag reflects multibyte UTF-8 text rather than any encoded payload. Benign documentation.
-
`__import__` called on a non-literal expression (ast pass, confidence 0.70)
try:
Color = __import__(module_path, fromlist=["Color"]).Color
except ImportError: pytest.skip(f"{module_path} not available")
likely benign
LLM, confidence 0.80
A pytest test that uses __import__ on a parameterized module path to load an optional Color type, skipping if unavailable.
Reasoning
This is a test in FastAPI's test suite that dynamically imports an optional module (a Color type from a module path, likely pydantic or another optional dependency) and skips the test on ImportError. The module_path is a test-controlled parameter, not attacker input, and the pattern is a standard way to test optional integrations. The non-literal __import__ is worth noting but is consistent with legitimate test code; the surrounding parametrization context is not shown, so a small doubt remains.
Run disclude locally to verify. Add --format sarif for SARIF output. Add --llm (with an API key in the environment) to include the LLM review.
disclude.io