diff --git a/docs/release-notes.md b/docs/release-notes.md
index fd775774..ff99e6c5 100644
--- a/docs/release-notes.md
+++ b/docs/release-notes.md
@@ -9,7 +9,10 @@ of `zizmor`.
 
 ## Next (UNRELEASED)
 
-Nothing yet!
+### Improvements 🌱
+
+* SARIF outputs are now slightly more aligned with GitHub Code Scanning
+  expectations (#528)
 
 ## v1.3.1
 
diff --git a/src/finding/mod.rs b/src/finding/mod.rs
index b9a3b6b2..326ff298 100644
--- a/src/finding/mod.rs
+++ b/src/finding/mod.rs
@@ -393,6 +393,18 @@ pub(crate) struct Finding<'w> {
     pub(crate) ignored: bool,
 }
 
+impl Finding<'_> {
+    /// A basic Markdown representation of the finding's metadata.
+    pub(crate) fn to_markdown(&self) -> String {
+        format!(
+            "`{ident}`: {desc}\n\nDocs: <{url}>",
+            ident = self.ident,
+            desc = self.desc,
+            url = self.url
+        )
+    }
+}
+
 pub(crate) struct FindingBuilder<'w> {
     ident: &'static str,
     desc: &'static str,
diff --git a/src/sarif.rs b/src/sarif.rs
index 6fa5f2d5..b1e5530d 100644
--- a/src/sarif.rs
+++ b/src/sarif.rs
@@ -4,8 +4,8 @@ use std::collections::HashSet;
 
 use serde_sarif::sarif::{
     ArtifactContent, ArtifactLocation, Location as SarifLocation, LogicalLocation, Message,
-    PhysicalLocation, PropertyBag, Region, ReportingDescriptor, Result as SarifResult, ResultKind,
-    ResultLevel, Run, Sarif, Tool, ToolComponent,
+    MultiformatMessageString, PhysicalLocation, PropertyBag, Region, ReportingDescriptor,
+    Result as SarifResult, ResultKind, ResultLevel, Run, Sarif, Tool, ToolComponent,
 };
 
 use crate::finding::{Finding, Location, Severity};
@@ -78,6 +78,12 @@ fn build_rule(finding: &Finding) -> ReportingDescriptor {
     ReportingDescriptor::builder()
         .id(finding.ident)
         .help_uri(finding.url)
+        .help(
+            MultiformatMessageString::builder()
+                .text(finding.desc)
+                .markdown(finding.to_markdown())
+                .build(),
+        )
         .build()
 }
 
@@ -86,12 +92,25 @@ fn build_results(findings: &[Finding]) -> Vec<SarifResult> {
 }
 
 fn build_result(finding: &Finding<'_>) -> SarifResult {
+    // NOTE: Safe unwrap because FindingBuilder::build ensures a primary location.
+    let primary = finding
+        .locations
+        .iter()
+        .find(|l| l.symbolic.primary)
+        .unwrap();
+
     SarifResult::builder()
-        .message(finding.desc)
         .rule_id(finding.ident)
-        .locations(build_locations(
-            finding.locations.iter().filter(|l| l.symbolic.primary),
-        ))
+        // NOTE: We use the primary location's annotation for the result's message.
+        // This is conceptually incorrect since the location's annotation should
+        // only be on the location itself. However, GitHub's SARIF viewer does not
+        // render location-level messages, so we use the primary location's message
+        // to ensure something reasonable is presented.
+        // This ends up being OK since the only other thing we'd put here
+        // is the finding's description, which is already in the rule's help message.
+        // See https://github.com/woodruffw/zizmor/issues/526 for context.
+        .message(&primary.symbolic.annotation)
+        .locations(build_locations(std::iter::once(primary)))
         .related_locations(build_locations(
             finding.locations.iter().filter(|l| !l.symbolic.primary),
         ))