diff --git a/server/skillhub-domain/src/main/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidator.java b/server/skillhub-domain/src/main/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidator.java
index e47158f4..a483612c 100644
--- a/server/skillhub-domain/src/main/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidator.java
+++ b/server/skillhub-domain/src/main/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidator.java
@@ -7,8 +7,11 @@ import java.util.ArrayList;
 import java.util.HashSet;
 import java.util.List;
 import java.util.Set;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
 
 public class SkillPackageValidator {
+    private static final Pattern YAML_LINE_COLUMN = Pattern.compile("line\\s+(\\d+),\\s+column\\s+(\\d+)");
 
     private final SkillMetadataParser metadataParser;
     private final int maxFileCount;
@@ -83,10 +86,7 @@ public class SkillPackageValidator {
             String content = new String(skillMd.content());
             metadataParser.parse(content);
         } catch (LocalizedDomainException e) {
-            String detail = e.messageArgs().length == 0
-                    ? e.messageCode()
-                    : e.messageCode() + " " + java.util.Arrays.toString(e.messageArgs());
-            errors.add("Invalid SKILL.md frontmatter: " + detail);
+            errors.add("Invalid SKILL.md frontmatter: " + formatMetadataError(e));
         }
 
         // 3. Check file count
@@ -113,4 +113,38 @@ public class SkillPackageValidator {
     private boolean hasAllowedExtension(String normalizedPath) {
         return allowedExtensions.stream().anyMatch(normalizedPath::endsWith);
     }
+
+    private String formatMetadataError(LocalizedDomainException exception) {
+        return switch (exception.messageCode()) {
+            case "error.skill.metadata.requiredField.missing" ->
+                    "missing required field \"" + exception.messageArgs()[0] + "\"";
+            case "error.skill.metadata.frontmatter.missingStart" ->
+                    "missing opening --- marker";
+            case "error.skill.metadata.frontmatter.missingEnd" ->
+                    "missing closing --- marker";
+            case "error.skill.metadata.frontmatter.missingContent" ->
+                    "frontmatter is empty";
+            case "error.skill.metadata.yaml.notMap" ->
+                    "frontmatter must be a YAML object";
+            case "error.skill.metadata.yaml.invalid" ->
+                    formatYamlSyntaxError(exception.messageArgs());
+            default -> {
+                if (exception.messageArgs().length == 0) {
+                    yield exception.messageCode();
+                }
+                yield exception.messageCode() + " " + java.util.Arrays.toString(exception.messageArgs());
+            }
+        };
+    }
+
+    private String formatYamlSyntaxError(Object[] args) {
+        String raw = args.length > 0 && args[0] != null ? args[0].toString() : "";
+        Matcher matcher = YAML_LINE_COLUMN.matcher(raw);
+        if (matcher.find()) {
+            return "invalid YAML near line " + matcher.group(1)
+                    + ", column " + matcher.group(2)
+                    + ". If a value contains a colon, wrap it in quotes.";
+        }
+        return "invalid YAML syntax";
+    }
 }
diff --git a/server/skillhub-domain/src/test/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidatorTest.java b/server/skillhub-domain/src/test/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidatorTest.java
index 9a140beb..a880f7d5 100644
--- a/server/skillhub-domain/src/test/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidatorTest.java
+++ b/server/skillhub-domain/src/test/java/com/iflytek/skillhub/domain/skill/validation/SkillPackageValidatorTest.java
@@ -142,6 +142,31 @@ class SkillPackageValidatorTest {
         assertTrue(result.errors().stream().anyMatch(e -> e.contains("Invalid SKILL.md frontmatter") && e.contains("name")));
     }
 
+    @Test
+    void testInvalidYamlFrontmatterUsesFriendlyMessage() {
+        String skillMdContent = """
+            ---
+            name: clawdbot
+            description: Send messages from Clawdbot via the discord tool: send messages, react, post or edit
+            version: 1.0.0
+            ---
+            Body
+            """;
+
+        List<PackageEntry> entries = List.of(
+                new PackageEntry("SKILL.md", skillMdContent.getBytes(), skillMdContent.length(), "text/markdown")
+        );
+
+        ValidationResult result = validator.validate(entries);
+
+        assertFalse(result.passed());
+        assertTrue(result.errors().stream().anyMatch(e ->
+                e.contains("Invalid SKILL.md frontmatter")
+                        && e.contains("line")
+                        && e.contains("column")));
+        assertFalse(result.errors().stream().anyMatch(e -> e.contains("mapping values are not allowed here")));
+    }
+
     @Test
     void testPackageTooLarge() {
         String skillMdContent = """
diff --git a/web/src/i18n/locales/en.json b/web/src/i18n/locales/en.json
index a0416e64..e7a685ad 100644
--- a/web/src/i18n/locales/en.json
+++ b/web/src/i18n/locales/en.json
@@ -591,6 +591,8 @@
     "versionExistsDescription": "This skill version has already been published. Update the version in SKILL.md, rebuild the package, and upload it again.",
     "precheckFailedTitle": "Pre-publish check failed",
     "precheckFailedDescription": "The package appears to contain a secret, token, or password. Replace real credentials with placeholders and try again.",
+    "frontmatterFailedTitle": "SKILL.md format is invalid",
+    "frontmatterFailedDescription": "Please check the YAML frontmatter at the top of SKILL.md. If a field value contains a colon, wrap it in quotes.",
     "selectRequired": "Please select namespace and file"
   },
   "toast": {
diff --git a/web/src/i18n/locales/zh.json b/web/src/i18n/locales/zh.json
index f9d2c329..04830c27 100644
--- a/web/src/i18n/locales/zh.json
+++ b/web/src/i18n/locales/zh.json
@@ -591,6 +591,8 @@
     "versionExistsDescription": "当前技能版本已经发布过，请修改 SKILL.md 中的 version 后重新打包上传。",
     "precheckFailedTitle": "发布前校验未通过",
     "precheckFailedDescription": "技能包中包含疑似密钥、令牌或密码内容。请将真实凭证替换为占位符后再重试。",
+    "frontmatterFailedTitle": "SKILL.md 格式有误",
+    "frontmatterFailedDescription": "请检查 SKILL.md 顶部 frontmatter 的 YAML 格式。若字段值中包含冒号，请用引号包裹。",
     "selectRequired": "请选择命名空间和文件"
   },
   "toast": {
diff --git a/web/src/pages/dashboard/publish.tsx b/web/src/pages/dashboard/publish.tsx
index b6d81f76..a79036df 100644
--- a/web/src/pages/dashboard/publish.tsx
+++ b/web/src/pages/dashboard/publish.tsx
@@ -32,6 +32,15 @@ function isPrecheckFailureMessage(message?: string): boolean {
     || message.includes('looks like a secret or token')
 }
 
+function isFrontmatterFailureMessage(message?: string): boolean {
+  if (!message) {
+    return false
+  }
+
+  return message.includes('Invalid SKILL.md frontmatter')
+    || message.includes('技能包校验失败：Invalid SKILL.md frontmatter')
+}
+
 export function PublishPage() {
   const { t } = useTranslation()
   const navigate = useNavigate()
@@ -87,6 +96,14 @@ export function PublishPage() {
         return
       }
 
+      if (error instanceof ApiError && isFrontmatterFailureMessage(error.serverMessage || error.message)) {
+        toast.error(
+          t('publish.frontmatterFailedTitle'),
+          error.serverMessage || t('publish.frontmatterFailedDescription'),
+        )
+        return
+      }
+
       toast.error(t('publish.error'), error instanceof Error ? error.message : '')
     }
   }