diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 3a5e42b3aa..910572e3db 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -198,7 +198,7 @@ Finally, never submit a PR that will put master branch in broken state. If the P
 #### Authoring
 
 - Fill in all sections of the PR template.
-- Title the PR with one of the following semantic prefixes (inspired by [Karma](http://karma-runner.github.io/0.10/dev/git-commit-msg.html])):
+- Title the PR with one of the following semantic prefixes (inspired by [Karma](http://karma-runner.github.io/0.10/dev/git-commit-msg.html)):
 
   - `feat` (new feature)
   - `fix` (bug fix)
@@ -663,8 +663,8 @@ tox -e pylint
 
 In terms of best practices please advoid blanket disablement of Pylint messages globally (via `.pylintrc`) or top-level within the file header, albeit there being a few exceptions. Disablement should occur inline as it prevents masking issues and provides context as to why said message is disabled.
 
-Additionally the Python code is auto-formatted using [Black](https://github.com/python/black) which
-is configured as a pre-commit hook. There are also numerous [editor integrations](https://black.readthedocs.io/en/stable/editor_integration.html)
+Additionally, the Python code is auto-formatted using [Black](https://github.com/python/black) which
+is configured as a pre-commit hook. There are also numerous [editor integrations](https://black.readthedocs.io/en/stable/integrations/editors.html)
 
 ### TypeScript
 
diff --git a/docs/docs/contributing/hooks-and-linting.mdx b/docs/docs/contributing/hooks-and-linting.mdx
index b6d8242018..dc8cfef0dc 100644
--- a/docs/docs/contributing/hooks-and-linting.mdx
+++ b/docs/docs/contributing/hooks-and-linting.mdx
@@ -41,8 +41,8 @@ tox -e pylint
 
 In terms of best practices please advoid blanket disablement of Pylint messages globally (via `.pylintrc`) or top-level within the file header, albeit there being a few exceptions. Disablement should occur inline as it prevents masking issues and provides context as to why said message is disabled.
 
-Additionally the Python code is auto-formatted using [Black](https://github.com/python/black) which
-is configured as a pre-commit hook. There are also numerous [editor integrations](https://black.readthedocs.io/en/stable/editor_integration.html)
+Additionally, the Python code is auto-formatted using [Black](https://github.com/python/black) which
+is configured as a pre-commit hook. There are also numerous [editor integrations](https://black.readthedocs.io/en/stable/integrations/editors.html)
 
 ### TypeScript
 
diff --git a/docs/docs/databases/mysql.mdx b/docs/docs/databases/mysql.mdx
index 32bde7db73..e784321515 100644
--- a/docs/docs/databases/mysql.mdx
+++ b/docs/docs/databases/mysql.mdx
@@ -7,7 +7,7 @@ version: 1
 
 ## MySQL
 
-The recommended connector library for MySQL is `[mysqlclient](https://pypi.org/project/mysqlclient/)`.
+The recommended connector library for MySQL is [mysqlclient](https://pypi.org/project/mysqlclient/).
 
 Here's the connection string: