diff --git a/docs/guides/browse_sh_crawler_playbook.md b/docs/guides/browse_sh_crawler_playbook.md
index b0a1381..6dcd39c 100644
--- a/docs/guides/browse_sh_crawler_playbook.md
+++ b/docs/guides/browse_sh_crawler_playbook.md
@@ -80,6 +80,13 @@ python scripts/ops/report_pixelrag_crawler_integration.py \
   --tile-size tile=512x512
 ```
 
+登入後 API 回讀：
+
+```text
+/api/ai-automation/pixelrag-crawler-integration?platform=momo
+/api/ai-automation/pixelrag-crawler-integration?platform=pchome&manifest_url=https://24h.pchome.com.tw/prod/TEST-000000001&crawler=PChomeCrawler.search_products&trigger_reason=parser_empty
+```
+
 安全邊界：
 
 - read-only；不登入、不下單、不加入購物車、不寫第三方狀態。
diff --git a/routes/system_public_routes.py b/routes/system_public_routes.py
index eda04d4..7cce203 100644
--- a/routes/system_public_routes.py
+++ b/routes/system_public_routes.py
@@ -634,6 +634,31 @@ def ai_automation_sitewide_visual_qa_readback_api():
     return jsonify(build_sitewide_visual_qa_readback(max_age_hours=max(1, min(max_age_hours or 26, 168))))
 
 
+@system_public_bp.route('/api/ai-automation/pixelrag-crawler-integration')
+@login_required
+def ai_automation_pixelrag_crawler_integration_api():
+    """Read-only PixelRAG-style crawler visual evidence assessment."""
+    from services.pixelrag_crawler_integration_service import (
+        build_pixelrag_crawler_integration_assessment,
+        build_pixelrag_visual_evidence_manifest,
+    )
+
+    platforms = request.args.getlist('platform') or None
+    manifest_url = str(request.args.get('manifest_url') or '').strip()
+    if manifest_url:
+        platform = (platforms or ['momo'])[0]
+        return jsonify(build_pixelrag_visual_evidence_manifest(
+            url=manifest_url,
+            platform=platform,
+            crawler=str(request.args.get('crawler') or 'crawler_diagnostics'),
+            trigger_reason=str(request.args.get('trigger_reason') or 'parser_empty_or_low_confidence'),
+            evidence_intent=str(request.args.get('evidence_intent') or 'recover_visual_offer_evidence'),
+        ))
+    return jsonify(build_pixelrag_crawler_integration_assessment(
+        target_platforms=tuple(platforms) if platforms else None,
+    ))
+
+
 @system_public_bp.route('/api/ai-automation/smoke/history/export')
 @login_required
 def ai_automation_smoke_history_export():
diff --git a/tests/test_pixelrag_crawler_integration_service.py b/tests/test_pixelrag_crawler_integration_service.py
index bacb18c..4d7f5ad 100644
--- a/tests/test_pixelrag_crawler_integration_service.py
+++ b/tests/test_pixelrag_crawler_integration_service.py
@@ -197,3 +197,32 @@ def test_pixelrag_report_cli_outputs_visual_manifest():
     assert payload["result"] == "PIXELRAG_VISUAL_EVIDENCE_MANIFEST_READY"
     assert payload["capture_target"]["platform"] == "pchome"
     assert payload["tile_plan"]["tile_count"] == 4
+
+
+def test_pixelrag_ai_automation_route_returns_assessment_and_manifest():
+    from flask import Flask
+    from routes import system_public_routes as routes
+
+    app = Flask(__name__)
+    with app.test_request_context(
+        "/api/ai-automation/pixelrag-crawler-integration?platform=momo"
+    ):
+        assessment_response = routes.ai_automation_pixelrag_crawler_integration_api.__wrapped__()
+    assessment = assessment_response.get_json()
+
+    with app.test_request_context(
+        "/api/ai-automation/pixelrag-crawler-integration"
+        "?platform=pchome"
+        "&manifest_url=https://24h.pchome.com.tw/prod/TEST-000000001"
+        "&crawler=PChomeCrawler.search_products"
+        "&trigger_reason=parser_empty"
+    ):
+        manifest_response = routes.ai_automation_pixelrag_crawler_integration_api.__wrapped__()
+    manifest = manifest_response.get_json()
+
+    assert assessment["policy"] == "read_only_pixelrag_crawler_integration_assessment_v1"
+    assert assessment["target_platforms"] == ["momo"]
+    assert assessment["controlled_apply"]["db_write"] is False
+    assert manifest["policy"] == "read_only_pixelrag_visual_evidence_manifest_v1"
+    assert manifest["result"] == "PIXELRAG_VISUAL_EVIDENCE_MANIFEST_READY"
+    assert manifest["capture_target"]["platform"] == "pchome"