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diff --git a/doc/user/application_security/vulnerabilities/severities.md b/doc/user/application_security/vulnerabilities/severities.md
index ce2297f7a1a..40b8f418737 100644
--- a/doc/user/application_security/vulnerabilities/severities.md
+++ b/doc/user/application_security/vulnerabilities/severities.md
@@ -37,33 +37,33 @@ the following tables:
| GitLab analyzer | Outputs severity levels? | Native severity level type | Native severity level example |
|--------------------------------------------------------------------------------------------------------|--------------------------|----------------------------|------------------------------------|
-| [security-code-scan](https://gitlab.com/gitlab-org/security-products/analyzers/security-code-scan) | **{dotted-circle}** No | N/A | N/A |
-| [brakeman](https://gitlab.com/gitlab-org/security-products/analyzers/brakeman) | **{dotted-circle}** No | N/A | N/A |
-| [sobelow](https://gitlab.com/gitlab-org/security-products/analyzers/sobelow) | **{check-circle}** Yes | N/A | Hardcodes all severity levels to `Unknown` |
-| [nodejs-scan](https://gitlab.com/gitlab-org/security-products/analyzers/nodejs-scan) | **{check-circle}** Yes | String | `INFO`, `WARNING`, `ERROR` |
-| [flawfinder](https://gitlab.com/gitlab-org/security-products/analyzers/flawfinder) | **{check-circle}** Yes | Integer | `0`, `1`, `2`, `3`, `4`, `5` |
-| [eslint](https://gitlab.com/gitlab-org/security-products/analyzers/eslint) | **{check-circle}** Yes | N/A | Hardcodes all severity levels to `Unknown` |
-| [SpotBugs](https://gitlab.com/gitlab-org/security-products/analyzers/spotbugs) | **{check-circle}** Yes | Integer | `1`, `2`, `3`, `11`, `12`, `18` |
-| [gosec](https://gitlab.com/gitlab-org/security-products/analyzers/gosec) | **{check-circle}** Yes | String | `HIGH`, `MEDIUM`, `LOW` |
-| [bandit](https://gitlab.com/gitlab-org/security-products/analyzers/bandit) | **{check-circle}** Yes | String | `HIGH`, `MEDIUM`, `LOW` |
-| [phpcs-security-audit](https://gitlab.com/gitlab-org/security-products/analyzers/phpcs-security-audit) | **{check-circle}** Yes | String | `ERROR`, `WARNING` |
-| [pmd-apex](https://gitlab.com/gitlab-org/security-products/analyzers/pmd-apex) | **{check-circle}** Yes | Integer | `1`, `2`, `3`, `4`, `5` |
-| [kubesec](https://gitlab.com/gitlab-org/security-products/analyzers/kubesec) | **{check-circle}** Yes | String | `CriticalSeverity`, `InfoSeverity` |
-| [secrets](https://gitlab.com/gitlab-org/security-products/analyzers/secrets) | **{check-circle}** Yes | N/A | Hardcodes all severity levels to `Critical` |
+| [`security-code-scan`](https://gitlab.com/gitlab-org/security-products/analyzers/security-code-scan) | **{dotted-circle}** No | N/A | N/A |
+| [`brakeman`](https://gitlab.com/gitlab-org/security-products/analyzers/brakeman) | **{dotted-circle}** No | N/A | N/A |
+| [`sobelow`](https://gitlab.com/gitlab-org/security-products/analyzers/sobelow) | **{check-circle}** Yes | N/A | Hardcodes all severity levels to `Unknown` |
+| [`nodejs-scan`](https://gitlab.com/gitlab-org/security-products/analyzers/nodejs-scan) | **{check-circle}** Yes | String | `INFO`, `WARNING`, `ERROR` |
+| [`flawfinder`](https://gitlab.com/gitlab-org/security-products/analyzers/flawfinder) | **{check-circle}** Yes | Integer | `0`, `1`, `2`, `3`, `4`, `5` |
+| [`eslint`](https://gitlab.com/gitlab-org/security-products/analyzers/eslint) | **{check-circle}** Yes | N/A | Hardcodes all severity levels to `Unknown` |
+| [`SpotBugs`](https://gitlab.com/gitlab-org/security-products/analyzers/spotbugs) | **{check-circle}** Yes | Integer | `1`, `2`, `3`, `11`, `12`, `18` |
+| [`gosec`](https://gitlab.com/gitlab-org/security-products/analyzers/gosec) | **{check-circle}** Yes | String | `HIGH`, `MEDIUM`, `LOW` |
+| [`bandit`](https://gitlab.com/gitlab-org/security-products/analyzers/bandit) | **{check-circle}** Yes | String | `HIGH`, `MEDIUM`, `LOW` |
+| [`phpcs-security-audit`](https://gitlab.com/gitlab-org/security-products/analyzers/phpcs-security-audit) | **{check-circle}** Yes | String | `ERROR`, `WARNING` |
+| [`pmd-apex`](https://gitlab.com/gitlab-org/security-products/analyzers/pmd-apex) | **{check-circle}** Yes | Integer | `1`, `2`, `3`, `4`, `5` |
+| [`kubesec`](https://gitlab.com/gitlab-org/security-products/analyzers/kubesec) | **{check-circle}** Yes | String | `CriticalSeverity`, `InfoSeverity` |
+| [`secrets`](https://gitlab.com/gitlab-org/security-products/analyzers/secrets) | **{check-circle}** Yes | N/A | Hardcodes all severity levels to `Critical` |
## Dependency Scanning
| GitLab analyzer | Outputs severity levels? | Native severity level type | Native severity level example |
|------------------------------------------------------------------------------------------|------------------------------|----------------------------|-------------------------------------|
-| [bundler-audit](https://gitlab.com/gitlab-org/security-products/analyzers/bundler-audit) | **{check-circle}** Yes | String | `low`, `medium`, `high`, `critical` |
-| [retire.js](https://gitlab.com/gitlab-org/security-products/analyzers/retire.js) | **{check-circle}** Yes | String | `low`, `medium`, `high`, `critical` |
-| [gemnasium](https://gitlab.com/gitlab-org/security-products/analyzers/gemnasium) | **{check-circle}** Yes | CVSS v2.0 Rating and CVSS v3.1 Qualitative Severity Rating | `(AV:N/AC:L/Au:S/C:P/I:P/A:N)`, `CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:H/I:H/A:H` |
+| [`bundler-audit`](https://gitlab.com/gitlab-org/security-products/analyzers/bundler-audit) | **{check-circle}** Yes | String | `low`, `medium`, `high`, `critical` |
+| [`retire.js`](https://gitlab.com/gitlab-org/security-products/analyzers/retire.js) | **{check-circle}** Yes | String | `low`, `medium`, `high`, `critical` |
+| [`gemnasium`](https://gitlab.com/gitlab-org/security-products/analyzers/gemnasium) | **{check-circle}** Yes | CVSS v2.0 Rating and CVSS v3.1 Qualitative Severity Rating | `(AV:N/AC:L/Au:S/C:P/I:P/A:N)`, `CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:H/I:H/A:H` |
## Container Scanning
| GitLab analyzer | Outputs severity levels? | Native severity level type | Native severity level example |
|------------------------------------------------------------------------|--------------------------|----------------------------|--------------------------------------------------------------|
-| [klar](https://gitlab.com/gitlab-org/security-products/analyzers/klar) | **{check-circle}** Yes | String | `Negligible`, `Low`, `Medium`, `High`, `Critical`, `Defcon1` |
+| [`klar`](https://gitlab.com/gitlab-org/security-products/analyzers/klar) | **{check-circle}** Yes | String | `Negligible`, `Low`, `Medium`, `High`, `Critical`, `Defcon1` |
## Fuzz Testing