diff --git a/.github/scripts/lib/comment.ts b/.github/scripts/lib/comment.ts
index ab970f49..27fb2ce9 100644
--- a/.github/scripts/lib/comment.ts
+++ b/.github/scripts/lib/comment.ts
@@ -10,6 +10,7 @@ export interface BuildTarget {
   name: string;
   status: BuildStatus;
   error?: string;
+  downloadUrl?: string;  // Artifact 直接下载链接
 }
 
 // ============== 辅助函数 ==============
@@ -70,8 +71,8 @@ export function generateResultComment (
   runId: string,
   repository: string
 ): string {
-  const artifactUrl = `https://github.com/${repository}/actions/runs/${runId}/artifacts`;
-  const logUrl = `https://github.com/${repository}/actions/runs/${runId}`;
+  // 链接到 run 详情页，页面底部有 Artifacts 下载区域
+  const runUrl = `https://github.com/${repository}/actions/runs/${runId}`;
 
   const allSuccess = targets.every(t => t.status === 'success');
   const anyCancelled = targets.some(t => t.status === 'cancelled');
@@ -82,8 +83,14 @@ export function generateResultComment (
       ? '⚪ 构建已取消'
       : '❌ 构建失败';
 
-  const downloadLink = (status: BuildStatus) =>
-    status === 'success' ? `[📦 下载](${artifactUrl})` : '—';
+  const downloadLink = (target: BuildTarget) => {
+    if (target.status !== 'success') return '—';
+    if (target.downloadUrl) {
+      return `[📦 下载](${target.downloadUrl})`;
+    }
+    // 回退到 run 详情页
+    return `[📦 下载](${runUrl}#artifacts)`;
+  };
 
   const lines: string[] = [
     COMMENT_MARKER,
@@ -91,12 +98,12 @@ export function generateResultComment (
     '',
     '| 构建目标 | 状态 | 下载 |',
     '| :--- | :--- | :--- |',
-    ...targets.map(t => `| ${t.name} | ${getStatusIcon(t.status)} | ${downloadLink(t.status)} |`),
+    ...targets.map(t => `| ${t.name} | ${getStatusIcon(t.status)} | ${downloadLink(t)} |`),
     '',
     '---',
     '',
     `📝 **提交**: \`${formatSha(prSha)}\``,
-    `🔗 **构建日志**: [查看详情](${logUrl})`,
+    `🔗 **构建日志**: [查看详情](${runUrl})`,
   ];
 
   // 添加错误详情
diff --git a/.github/scripts/lib/github.ts b/.github/scripts/lib/github.ts
index c0e82be9..652a7f01 100644
--- a/.github/scripts/lib/github.ts
+++ b/.github/scripts/lib/github.ts
@@ -24,7 +24,14 @@ export interface Repository {
   };
 }
 
-// ============== GitHub API Client ==============
+export interface Artifact {
+  id: number;
+  name: string;
+  size_in_bytes: number;
+  archive_download_url: string;
+}
+
+// ============== GitHub API Client ==========================
 
 export class GitHubAPI {
   private token: string;
@@ -76,6 +83,13 @@ export class GitHubAPI {
     }
   }
 
+  async getRunArtifacts (owner: string, repo: string, runId: string): Promise<Artifact[]> {
+    const data = await this.request<{ artifacts: Artifact[]; }>(
+      `/repos/${owner}/${repo}/actions/runs/${runId}/artifacts`
+    );
+    return data.artifacts;
+  }
+
   async createComment (owner: string, repo: string, issueNumber: number, body: string): Promise<void> {
     await this.request(`/repos/${owner}/${repo}/issues/${issueNumber}/comments`, {
       method: 'POST',
diff --git a/.github/scripts/pr-build-result.ts b/.github/scripts/pr-build-result.ts
index 23db2437..c8308fe1 100644
--- a/.github/scripts/pr-build-result.ts
+++ b/.github/scripts/pr-build-result.ts
@@ -43,13 +43,39 @@ async function main (): Promise<void> {
   console.log(`Framework: ${frameworkStatus}${frameworkError ? ` (${frameworkError})` : ''}`);
   console.log(`Shell: ${shellStatus}${shellError ? ` (${shellError})` : ''}\n`);
 
-  const targets: BuildTarget[] = [
-    { name: 'NapCat.Framework', status: frameworkStatus, error: frameworkError },
-    { name: 'NapCat.Shell', status: shellStatus, error: shellError },
-  ];
-
   const github = new GitHubAPI(token);
   const repository = `${owner}/${repo}`;
+
+  // 获取 artifacts 列表，生成直接下载链接
+  const artifactMap: Record<string, string> = {};
+  try {
+    const artifacts = await github.getRunArtifacts(owner, repo, runId);
+    console.log(`Found ${artifacts.length} artifacts`);
+    for (const artifact of artifacts) {
+      // 生成直接下载链接：https://github.com/{owner}/{repo}/actions/runs/{run_id}/artifacts/{artifact_id}
+      const downloadUrl = `https://github.com/${repository}/actions/runs/${runId}/artifacts/${artifact.id}`;
+      artifactMap[artifact.name] = downloadUrl;
+      console.log(`  - ${artifact.name}: ${downloadUrl}`);
+    }
+  } catch (e) {
+    console.log(`Warning: Failed to get artifacts: ${(e as Error).message}`);
+  }
+
+  const targets: BuildTarget[] = [
+    {
+      name: 'NapCat.Framework',
+      status: frameworkStatus,
+      error: frameworkError,
+      downloadUrl: artifactMap['NapCat.Framework'],
+    },
+    {
+      name: 'NapCat.Shell',
+      status: shellStatus,
+      error: shellError,
+      downloadUrl: artifactMap['NapCat.Shell'],
+    },
+  ];
+
   const comment = generateResultComment(targets, prSha, runId, repository);
 
   await github.createOrUpdateComment(owner, repo, prNumber, comment, COMMENT_MARKER);