Ordered by severity, then signals introduced in this release. Hidden characters are shown as ⟨U+…⟩.
-
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：
-
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
Soft hyphen characters within German words in a markdown test document.
Reasoning
Soft hyphens inside German words in a markdown documentation test file. Typical of hyphenation in German text; not an attack vector in a docs file.
-
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 compound word in the markdown test file.
Reasoning
Same soft hyphen pattern in 'Klein⟨U+00AD⟩schrei⟨U+00AD⟩bung' in a docs file; benign hyphenation artifact.
-
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
Soft hyphen in German prose line in the markdown test file.
Reasoning
Soft hyphen in German prose in a documentation file; no code execution or hidden payload.
-
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 soft hyphen in German prose line in the markdown test file.
Reasoning
Same benign soft hyphen usage in German documentation 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 0.90
Documentation console example setting environment variables before running a FastAPI app.
Reasoning
PowerShell-style environment variable assignment shown in a console example in FastAPI docs. The variable-command flag is an artifact of the bash-embedding analysis of PowerShell syntax; the example sets app config values for documentation.
-
[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 environment-variable line in the FastAPI settings docs console example.
Reasoning
Same PowerShell environment-variable example in docs; no malicious execution, just illustrative configuration.
-
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
Soft hyphen within German tutorial text about header parameters.
Reasoning
Soft hyphen in German prose describing HTTP header case sensitivity in a tutorial. Benign typesetting character.
-
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
Second soft hyphen in German tutorial sentence on header parameters.
Reasoning
Second soft hyphen in the same benign German tutorial sentence.
-
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 0.95
Example JSON Web Token string shown in an OAuth2/JWT tutorial.
Reasoning
This is the well-known example JWT from jwt.io documentation, appearing in an OAuth2 tutorial. It is a sample token, not a payload or obfuscated code.
-
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
Soft hyphen in a German bullet point of a translation/prompt reference document.
Reasoning
Soft hyphen in German prose inside an LLM prompt-style documentation file. The file is documentation text; no hidden instruction is evident in this snippet, just a soft hyphen in a word.
-
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
Second soft hyphen in a German bullet point of the prompt reference document.
Reasoning
Second soft hyphen in the same benign bullet line.
-
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
Soft hyphen in a German bullet line of the prompt reference document.
Reasoning
Soft hyphen in German bullet text; benign hyphenation character with no instruction aimed at an AI.
-
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 soft hyphen in a German bullet line of the prompt reference document.
Reasoning
Second soft hyphen in the same benign German bullet line.
-
[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 docs console example setting environment variables for a FastAPI app.
Reasoning
Same PowerShell environment-variable console example as the German version; illustrative docs with no malicious behavior.
-
[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 environment-variable line in the English FastAPI settings docs example.
Reasoning
Duplicate illustrative environment-variable line in English settings docs; 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 0.97
Cyrillic word 'с' (meaning 'with') in a Russian article title in release notes.
Reasoning
The Cyrillic 'с' sits in ordinary Russian prose ('знакомимся с фреймворком') inside a changelog link title. Homoglyph flag is a false positive from a natural-language word, not an identifier.
-
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 0.97
Well-known sample JWT in the OAuth2 tutorial.
Reasoning
This is the canonical JWT example token from jwt.io (header and payload decode to standard alg/typ and sub/name/iat claims). It is documentation sample data, not a 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 0.95
Documentation example setting PowerShell env vars before running fastapi.
Reasoning
This is a PowerShell environment variable assignment shown in a console example in documentation; $Env is the PowerShell env drive, and the example sets harmless app settings before running a local server. The bash-embedding heuristic misread PowerShell syntax.
-
[embedded bash] command name is a variable (`$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 0.95
Documentation console line setting APP_NAME via PowerShell $Env.
Reasoning
Same PowerShell environment-variable example in a console block; no malicious behavior, just setting ADMIN_EMAIL and APP_NAME for a demo app.
-
line length 750 characters (raw pass, confidence 0.50)
-
line length 921 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Well-known sample JWT in the Spanish OAuth2 tutorial.
Reasoning
Same standard jwt.io sample token used across translations; documentation placeholder data.
-
[embedded bash] command name is a variable (`$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
Documentation example setting PowerShell env vars before running fastapi.
Reasoning
PowerShell $Env assignment in a French documentation console example; benign setup of demo variables.
-
[embedded bash] command name is a variable (`$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
Documentation console line setting APP_NAME via PowerShell $Env.
Reasoning
Same benign PowerShell environment variable example in the French docs.
-
compression ratio 0.850 is >2σ above file mean 0.736 (raw pass, confidence 0.50)
Si vous exécutez votre conteneur derrière un proxy de terminaison TLS (load balancer) comme Nginx ou Traefik, ajoutez l'option `--proxy-headers`, cela indiquera à Uvicorn (via la CLI FastAPI) de faire confiance aux en-têtes envoyés par ce proxy lui indiquant que l'application s'exécute derrière HTTPS, etc.
-
line length 725 characters (raw pass, confidence 0.50)
-
line length 918 characters (raw pass, confidence 0.50)
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
Well-known sample JWT in the French OAuth2 tutorial.
Reasoning
Same standard sample JWT from jwt.io in the French tutorial.
-
[embedded bash] command name is a variable (`$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
Documentation example setting PowerShell env vars before running fastapi.
Reasoning
PowerShell $Env assignment in a Hindi documentation console example; benign.
-
[embedded bash] command name is a variable (`$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
Documentation console line setting APP_NAME via PowerShell $Env.
Reasoning
Same benign PowerShell environment-variable console example in the Hindi docs.
-
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
Well-known sample JWT in the Hindi OAuth2 tutorial.
Reasoning
Same standard sample JWT from jwt.io in the Hindi tutorial.
-
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 translation sentence with mixed scripts, typical of natural prose.
Reasoning
Mixed Han/Hiragana/Katakana is normal Japanese prose inside parentheses in a translated doc; the 'identifier' framing is an artifact of the raw pass on natural text. The file name suggests an LLM test artifact, but the text itself is an ordinary translation sentence and contains no hidden instructions.
-
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
Japanese MDN and I/O glossary entries in an abbr-tagged list.
Reasoning
Compression ratio on short Japanese glossary text with abbr tags is expected; the literal is ordinary documentation prose, not encoded or obfuscated content.
-
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。
likely benign
LLM, confidence 0.97
Japanese documentation sentence about sharing a model across requests.
Reasoning
Japanese prose in a markdown doc. Mixing Katakana, Hiragana and Han is normal for Japanese text; the raw unicode-mixed-script heuristic misfires on natural language.
-
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。
likely benign
LLM, confidence 0.97
Japanese documentation sentence about storing values in global variables.
Reasoning
Ordinary Japanese prose; mixed scripts are expected in Japanese, so this is a false positive.
-
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。
likely benign
LLM, confidence 0.97
Japanese list item defining traces in OpenTelemetry docs.
Reasoning
Japanese bullet describing traces and logs; mixed Han and kana is normal 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 0.90
Documentation example showing setting PowerShell env vars before running fastapi.
Reasoning
PowerShell-style environment variable assignment in a console example in documentation. It is illustrative and doesn't execute anything in the scanned context; the flag is a variable-command heuristic on a documentation snippet.
-
[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
Documentation example setting environment variables before running a FastAPI app.
Reasoning
Same documentation console example with PowerShell environment variable assignments; benign tutorial content.
-
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。
likely benign
LLM, confidence 0.97
Japanese async analogy text about waiting for a counter number.
Reasoning
Japanese narrative prose about a queue/counter analogy; mixed scripts are normal.
-
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。
likely benign
LLM, confidence 0.97
Japanese analogy text about parallel cleaning work.
Reasoning
Japanese prose with emphasis markers; the mixed-script flag is a false positive on natural language.
-
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。🐛
likely benign
LLM, confidence 0.97
Japanese heading saying humans make mistakes and software has bugs.
Reasoning
Japanese heading and prose about human error; mixed Han and kana is ordinary.
-
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。
likely benign
LLM, confidence 0.97
Japanese sentence crediting earlier work for FastAPI.
Reasoning
Japanese documentation prose acknowledging earlier work; normal script mixing.
-
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
likely benign
LLM, confidence 0.96
Japanese sentence about using Pydantic v1 and v2 models side by side.
Reasoning
Japanese migration documentation prose; mixed scripts are expected.
-
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。
likely benign
LLM, confidence 0.97
Japanese sentence about gradual migration to Pydantic v2.
Reasoning
Japanese prose with the single word 徐々に; the heuristic flags normal Japanese text.
-
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
Japanese tagline quote about a FastAPI-based REST prediction server for Ludwig.
Reasoning
A Japanese-language markdown quote describing a project; a compression ratio of 1.036 on 140 bytes of natural-language text is not meaningful obfuscation. Benign documentation content.
-
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 documentation sentence that the mixed-script check flags as an identifier.
Reasoning
The flagged identifier is ordinary Japanese prose (様々な階層, 'various levels') in a FastAPI translation. Mixing Han and Hiragana is normal for Japanese text and carries no obfuscation.
-
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 documentation paragraph.
Reasoning
A zero-width space inside Japanese prose in a markdown tutorial is most plausibly a copy-paste or translation artifact. It is not in code and does not hide executable content, though it is an odd character to leave in.
-
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 documentation paragraph.
Reasoning
This is a second zero-width space in the same Japanese sentence, consistent with a text-editing artifact rather than deliberate concealment in a documentation file.
-
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 sentence about router dependencies, flagged for mixed scripts.
Reasoning
「個々の」 is ordinary Japanese wording ('individual'). The mixed-script detection fires on normal Japanese text.
-
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 0.95
Sample JWT string in a Japanese OAuth2 tutorial.
Reasoning
The blob is the well-known example JWT from jwt.io (header with alg HS256, sub 1234567890, name John Doe). It is a documentation sample token, not a credential or 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 prose about migrating from Django, flagged for mixed scripts.
Reasoning
The sentence is ordinary Japanese about sharing a database between Django and FastAPI. Mixed Han, Kana, and Latin is normal for Japanese text containing product names.
-
[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
Console example setting environment variables in a Korean settings tutorial, flagged as a variable command name.
Reasoning
The block is a console example of PowerShell environment-variable syntax, shown to readers to set settings before running a FastAPI app. It is documentation of shell usage, not an embedded dropper, and the AST flag comes from a documentation code block.
-
[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 console example of PowerShell environment-variable setup in the Korean settings tutorial.
Reasoning
This is the same PowerShell environment-variable example in a second block, with the same benign documentation purpose.
-
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 0.90
Korean feature-list prose with an inline HTML tooltip, flagged for high complexity.
Reasoning
The 128-byte 'literal' is Korean prose with an HTML definition tag. Its high compression ratio reflects the markup and repetition of a documentation sentence, not encoded or hidden 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 0.90
Korean testimonial quote about Ludwig and FastAPI, flagged for high string complexity.
Reasoning
This is a Korean testimonial quote in a markdown string. A high compression ratio on natural-language text is a known false positive of the raw pass.
-
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 0.90
Korean testimonial quote about Netflix Dispatch, flagged for high string complexity.
Reasoning
This is a Korean testimonial quote about Netflix's Dispatch project. It is plain prose, and the complexity flag is a false positive from the raw pass.
-
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 0.95
Sample JWT string in a Korean OAuth2 tutorial.
Reasoning
This is the same well-known jwt.io sample JWT used in the Korean OAuth2 tutorial. It is a documentation example, not a live credential.
-
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 0.90
Azerbaijani language name in a language-name list, flagged for a non-ASCII Latin letter.
Reasoning
The schwa in 'azərbaycan dili' is a legitimate Latin-extension letter used in Azerbaijani. The YAML file lists language names, so the mixed-script flag is a false positive from a Unicode-aware check.
-
identifier `Eʋegbe` mixes scripts: Latin + Other (raw pass, confidence 0.80)
dz: རྫོང་ཁ
ee: Eʋegbe
el: Ελληνικά
en: English
likely benign
LLM, confidence 0.93
Ewe language name in a multilingual docs YAML file.
Reasoning
Eʋegbe is the native name of the Ewe language. The letter ʋ is standard in Ewe orthography, so the Latin plus IPA-letter mix is legitimate text in a language-name list.
-
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 0.92
Ossetian language name written in Cyrillic with an æ letter.
Reasoning
æвзаг is the Ossetian word for 'language'. The Cyrillic letters are correct for Ossetian, so the homoglyph flag is a false positive from a raw-pass character check on a legitimate native-language name.
-
identifier `æвзаг` mixes scripts: Latin + Cyrillic (raw pass, confidence 0.80)
or: ଓଡ଼ିଆ
os: ирон æвзаг
pa: ਪੰਜਾਬੀ
pi: पाऴि
likely benign
LLM, confidence 0.92
Same Ossetian name flagged for mixed Latin and Cyrillic scripts.
Reasoning
This is the same identifier as the homoglyph finding. Ossetian is written in Cyrillic with the æ letter, so the mixed-script result reflects the language's own orthography, not an attack.
-
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 0.92
Zuang language name using phonetic Latin letters in a docs YAML file.
Reasoning
Saɯ cueŋƅ is the native name of the Zuang language, written with IPA-style letters ɯ, ŋ and ƅ. This is a legitimate language label in a localization list.
-
[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 0.86
PowerShell example setting environment variables in a FastAPI docs page.
Reasoning
The snippet is a PowerShell environment-variable example inside a console code block in documentation. It is illustrative, runs nothing in the repository, and the variable-command finding is an artifact of the shell syntax in the 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)
$ $Env:ADMIN_EMAIL = "deadpool@example.com"
$ $Env:APP_NAME = "ChimichangApp"
$ uv run fastapi run main.py
likely benign
LLM, confidence 0.86
Second line of the same PowerShell docs example.
Reasoning
This is the same documentation console example as the preceding finding, setting environment variables before running a FastAPI app. The shell syntax is ordinary tutorial material.
-
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 0.88
Stray zero-width space in a Portuguese deployment-concepts paragraph.
Reasoning
A zero-width space sits inside a Portuguese sentence about variables. This is a typical copy or translation artifact in documentation, and the sentence is ordinary prose with no hidden instructions or executable content.
-
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 0.88
Second zero-width space in the same deployment-concepts paragraph.
Reasoning
Another zero-width space in the same Portuguese paragraph, consistent with editing or translation residue. It does not change the meaning of the text.
-
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 0.88
Zero-width space in a Portuguese docs paragraph near an image tag.
Reasoning
A zero-width space appears before the Portuguese prose about worker processes and RAM. This is harmless typesetting residue in a documentation file, with no executable or concealed content.
-
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 0.88
Second zero-width space in the same worker-process paragraph.
Reasoning
A second zero-width space in the same passage, again consistent with copy or translation residue in documentation prose.
-
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 0.88
Zero-width space in a Portuguese how-to sentence with a docs link.
Reasoning
A zero-width space occurs in a Portuguese sentence that links to the FastAPI metadata docs. It is a harmless encoding artifact, and the link is ordinary documentation navigation.
-
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 0.88
Second zero-width space in the same how-to sentence.
Reasoning
A second zero-width space in the same sentence, consistent with typesetting residue and not with concealed content.
-
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 0.88
Zero-width space in the Portuguese CORS tutorial.
Reasoning
A zero-width space appears in a Portuguese CORS tutorial paragraph about credentials and Bearer tokens. It is a harmless artifact, and the surrounding text is ordinary documentation.
-
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 0.88
Second zero-width space in the same CORS tutorial paragraph.
Reasoning
Another zero-width space in the same CORS paragraph. It is consistent with copy or translation residue and does not hide any instructions.
-
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 0.97
A stray U+200B zero-width space appears in a Portuguese CORS tutorial sentence.
Reasoning
Zero-width spaces around 'usados' in a Portuguese documentation paragraph are typical copy-paste or editor artifacts with no code execution or hidden payload; harmless.
-
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 0.97
Another U+200B zero-width space in the same CORS tutorial sentence.
Reasoning
Second zero-width space in the same sentence of a markdown docs file; a typesetting artifact, not a concealed instruction or code.
-
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 0.97
A zero-width space in a Portuguese response-model tutorial sentence.
Reasoning
Zero-width space inside Portuguese prose in documentation; no executable or obfuscated payload.
-
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 0.97
A second zero-width space in the same response-model prose line.
Reasoning
Repeated zero-width space in the same prose line of translated documentation; benign artifact.
-
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 0.96
Zero-width space before `JSONResponse` in a Portuguese tutorial sentence.
Reasoning
Zero-width space before a code-formatted identifier in documentation prose; typical translation/editor residue.
-
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 0.96
Second zero-width space in the same Response subclass sentence.
Reasoning
Another zero-width space in the same documentation sentence; no functional or hidden content.
-
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 0.96
A zero-width space in a response-model explanation sentence.
Reasoning
Zero-width space in Portuguese documentation prose describing a union type; no concealed payload.
-
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 0.96
Second zero-width space in the same response-model explanation line.
Reasoning
Repeated zero-width space in the same documentation line; benign formatting artifact.
-
base64-like blob (74 bytes, compression ratio 1.15) (raw pass, confidence 0.60)
```
eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c
```
likely benign
LLM, confidence 0.95
A base64url-encoded sample JWT in an OAuth2 tutorial code block.
Reasoning
The blob is the standard JWT example from jwt.io (header.payload.signature) used illustratively in docs; it decodes to ordinary JSON and is not a payload.
-
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 0.90
A Russian documentation sentence containing a Cyrillic letter within the word 'Python'.
Reasoning
The Cyrillic 'у' inside 'Pythonу' is a Russian-language typo or mixed-script word in prose, not an identifier used in code; the text is documentation, so it has no execution consequence.
-
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 0.88
Mixed-script 'Pythonу' token in the same Russian documentation sentence.
Reasoning
Same mixed Latin/Cyrillic word in prose; it is a typographical artifact in documentation, not a spoofed code 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 0.85
Documentation console example setting env vars and running a FastAPI app via uv.
Reasoning
This is a console transcript in documentation showing environment variable assignment and a uv run command; the variable-named command is a shell-session illustration in prose, not executed code run by the library.
-
[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
dismissed
LLM, confidence 0.93
Documentation example showing PowerShell environment variable setup before running a FastAPI app.
Reasoning
The snippet is a PowerShell example in a FastAPI documentation page that sets environment variables and runs a server. The flagged variable is a shell-syntax example, not a dropper or hidden execution.
-
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
```
dismissed
LLM, confidence 0.95
Sample JSON Web Token in an OAuth2/JWT tutorial.
Reasoning
The blob is the standard jwt.io sample JWT with a header, payload and signature, which is a well-known documentation example and not obfuscated code.
-
[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 0.93
Documentation console example setting environment variables for a FastAPI app.
Reasoning
The fenced console block shows ordinary PowerShell environment setup and a FastAPI run command in documentation, consistent with the other language versions of the same page.
-
[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
dismissed
LLM, confidence 0.93
Documentation example of PowerShell environment variables followed by a uv run command.
Reasoning
Same PowerShell environment-variable documentation example; the variable command name is an illustrative shell pattern in a tutorial.
-
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
```
dismissed
LLM, confidence 0.95
Sample JSON Web Token in a Turkish OAuth2/JWT tutorial.
Reasoning
This is the standard sample JWT used across FastAPI docs, a base64url token with no hidden payload.
-
identifier `необовʼязковою` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
Властивість `servers` у специфікації OpenAPI є необовʼязковою.
dismissed
LLM, confidence 0.92
Ukrainian prose using the apostrophe character ʼ inside a word.
Reasoning
The word contains U+02BC (modifier letter apostrophe), which is the standard Ukrainian apostrophe in words like необов'язковою. The scanner flags the non-Cyrillic character, but this is correct orthography and not an identifier spoofing attempt.
-
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 0.92
Ukrainian documentation prose with the apostrophe character in the word обʼєкті.
Reasoning
The flagged word обʼєкті uses the modifier apostrophe ʼ, standard in Ukrainian spelling. This is ordinary documentation prose.
-
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 0.92
Ukrainian prose containing the word обʼєкт with the modifier apostrophe.
Reasoning
обʼєкт uses the Ukrainian apostrophe U+02BC, which is correct orthography. The mixed-script flag is a false positive from the raw pass.
-
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 0.92
Ukrainian prose with the word обʼєкта using the apostrophe character.
Reasoning
обʼєкта is ordinary Ukrainian inflected spelling with the apostrophe character, with no concealment or identifier spoofing.
-
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 0.90
Ukrainian documentation prose with the word обʼєкт and the apostrophe character.
Reasoning
The snippet is truncated, but the flagged token is обʼєкт, the same Ukrainian word with the standard apostrophe. The surrounding text is normal documentation prose.
-
[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 0.93
Ukrainian documentation console example setting environment variables for a FastAPI app.
Reasoning
The fenced console block contains standard PowerShell environment setup in a FastAPI settings tutorial, matching other language versions.
-
[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
dismissed
LLM, confidence 0.93
Documentation example of PowerShell environment variables before running a FastAPI app.
Reasoning
The flagged line is a PowerShell environment-variable example in documentation, with no dropper or hidden execution.
-
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 0.92
Ukrainian documentation bullet containing необовʼязковий with the apostrophe character.
Reasoning
необовʼязковий uses the Ukrainian apostrophe U+02BC, correct orthography in an ordinary FastAPI documentation bullet. The mixed-script finding is a 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.
dismissed
LLM, confidence 0.93
Ukrainian prose in FastAPI docs using the modifier-letter apostrophe in a word.
Reasoning
The flagged token is a Ukrainian word spelled with the U+02BC modifier letter apostrophe (обʼєктів), which is standard Ukrainian orthography. The raw pass flags it only because the apostrophe is a non-Cyrillic codepoint. It is ordinary documentation prose with no code execution or hidden content.
-
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.
dismissed
LLM, confidence 0.93
Ukrainian bullet-list word with the modifier-letter apostrophe.
Reasoning
Обʼєктів is a correctly spelled Ukrainian word using U+02BC, a normal orthographic apostrophe. The mixed-script warning is a false positive on natural-language markdown.
-
identifier `Обʼєктів` mixes scripts: Cyrillic + Other (raw pass, confidence 0.80)
* Обʼєктів `datetime`.
* Обʼєктів `UUID`.
* Моделей бази даних.
* ...та багато іншого.
dismissed
LLM, confidence 0.93
Ukrainian bullet-list word with the modifier-letter apostrophe.
Reasoning
Same pattern as the other Ukrainian findings: the apostrophe is the legitimate U+02BC used in Ukrainian spelling, inside plain documentation text.
-
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`.
dismissed
LLM, confidence 0.93
Ukrainian prose word 'required' with the modifier-letter apostrophe.
Reasoning
обовʼязковий is a standard Ukrainian spelling with U+02BC. It appears in ordinary prose describing required attributes, so the mixed-script signal is a false positive.
-
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.
dismissed
LLM, confidence 0.93
Ukrainian prose word 'required' with the modifier-letter apostrophe.
Reasoning
Same as the other обовʼязковий finding: legitimate Ukrainian orthography in documentation text, not an identifier used in code.
-
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.
dismissed
LLM, confidence 0.93
Ukrainian prose word 'optional' with the modifier-letter apostrophe.
Reasoning
необовʼязковий is the correct Ukrainian word 'optional' using U+02BC. The mixed-script flag reflects normal Ukrainian spelling in docs.
-
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:
dismissed
LLM, confidence 0.93
Ukrainian prose word 'objects' with the modifier-letter apostrophe.
Reasoning
Standard Ukrainian spelling of 'JSON objects' with U+02BC in documentation prose. No code or obfuscation is involved.
-
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. 🚀
dismissed
LLM, confidence 0.92
Ukrainian heading word 'optionally' with the modifier-letter apostrophe.
Reasoning
необовʼязково ('optional') is a normal Ukrainian heading word with U+02BC, in a markdown document about deploying an app. The raw pass only flags the apostrophe codepoint.
-
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:
dismissed
LLM, confidence 0.93
Ukrainian prose word 'optional' with the modifier-letter apostrophe.
Reasoning
необовʼязкових is correct Ukrainian with U+02BC in documentation prose about optional dependencies. This is a false positive from the raw pass.
-
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 }
dismissed
LLM, confidence 0.93
Ukrainian prose word 'optional' (plural) with the modifier-letter apostrophe.
Reasoning
необовʼязкові is a standard Ukrainian plural with U+02BC in ordinary documentation text. No code path or hidden content is present.
-
line length 717 characters (raw pass, confidence 0.50)
-
line length 857 characters (raw pass, confidence 0.50)
-
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>。🤪🍪
dismissed
LLM, confidence 0.90
Chinese tutorial prose in a <dfn> title attribute making a cookie-consent joke.
Reasoning
The flagged literal is a short, human-readable Chinese joke in an HTML title attribute inside a tutorial. The compression ratio reflects ordinary natural-language text being short and high-entropy-looking, not encoded or obfuscated payload. No executable or hidden instruction content is present.
-
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。😎
dismissed
LLM, confidence 0.90
Chinese tutorial prose explaining ORMs in an abbr title attribute.
Reasoning
The literal is a Chinese explanation of ORM terminology inside an abbr title attribute. Natural-language text yields a high compression ratio only because of its short length and character set. It is benign documentation with no encoding or execution.
-
`__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 0.85
A test helper dynamically imports an optional module's Color class and skips the test if unavailable.
Reasoning
This is a test file importing a module path, with a try/except ImportError and pytest.skip, and the module_path is a test-controlled parameter for importing a Color class from different libraries. Dynamic __import__ in a test harness for optional dependencies is a common legitimate pattern. The lack of a malicious sink or network/shell activity makes it benign, though module_path origin is not shown.
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