diff --git a/scripts/collect_growth_metrics.py b/scripts/collect_growth_metrics.py
index 2a6f4ffe9..323d26d44 100755
--- a/scripts/collect_growth_metrics.py
+++ b/scripts/collect_growth_metrics.py
@@ -159,6 +159,26 @@ def days_since(value: Optional[str], now: dt.datetime) -> Optional[int]:
     return max((now - parsed).days, 0)
 
 
+def recommend_integration_action(pull_request: Dict[str, Any], checks: Dict[str, Any]) -> str:
+    if pull_request.get("state") != "open":
+        return "archive"
+    if pull_request.get("draft"):
+        return "finish draft"
+
+    check_state = checks.get("state")
+    if check_state == "failure":
+        return "fix checks"
+    if check_state == "pending":
+        return "wait for checks"
+
+    mergeable_state = pull_request.get("mergeable_state")
+    if check_state == "success" and mergeable_state == "clean":
+        return "request review"
+    if check_state == "success" and mergeable_state in {"blocked", "unstable"}:
+        return "review gate"
+    return "inspect"
+
+
 def collect_pull_request_metrics(spec: str, now: Optional[dt.datetime] = None) -> Dict[str, Any]:
     repo, pr_number = parse_pull_request_spec(spec)
     now = now or dt.datetime.now(dt.timezone.utc)
@@ -180,6 +200,7 @@ def collect_pull_request_metrics(spec: str, now: Optional[dt.datetime] = None) -
         "mergeable_state": pull_request.get("mergeable_state"),
         "updated_at": updated_at,
         "updated_age_days": days_since(updated_at, now),
+        "next_action": recommend_integration_action(pull_request, checks),
         "html_url": pull_request.get("html_url"),
         "head_ref": head.get("ref"),
         "head_sha": head_sha,
@@ -373,8 +394,8 @@ def format_integration_markdown(metrics: Dict[str, Any]) -> str:
     lines = [
         f"# FunASR External Integration Snapshot ({metrics['collected_at_utc']})",
         "",
-        "| Pull request | State | Mergeable | Checks | Failed | Pending | Age | Updated |",
-        "|---|---|---|---|---:|---:|---:|---|",
+        "| Pull request | State | Mergeable | Checks | Failed | Pending | Age | Action | Updated |",
+        "|---|---|---|---|---:|---:|---:|---|---|",
     ]
     for integration in metrics["integrations"]:
         checks = integration.get("checks", {})
@@ -390,6 +411,7 @@ def format_integration_markdown(metrics: Dict[str, Any]) -> str:
             f"{failed_count:,} | "
             f"{pending_count:,} | "
             f"{age} | "
+            f"{integration.get('next_action') or 'inspect'} | "
             f"`{integration.get('updated_at')}` |"
         )
     lines.extend(["", "## Failed or pending checks", ""])
diff --git a/tests/test_collect_growth_metrics.py b/tests/test_collect_growth_metrics.py
index 38506c5fe..6982bed4b 100644
--- a/tests/test_collect_growth_metrics.py
+++ b/tests/test_collect_growth_metrics.py
@@ -224,6 +224,7 @@ def test_collect_integration_metrics_summarizes_pull_request_checks(monkeypatch)
     integration = metrics["integrations"][0]
     assert integration["pr"] == "huggingface/transformers#46180"
     assert integration["title"] == "Add Fun-ASR-Nano model"
+    assert integration["next_action"] == "fix checks"
     assert integration["updated_age_days"] == 2
     assert integration["mergeable"] is True
     assert integration["checks"]["state"] == "failure"
@@ -274,7 +275,43 @@ def test_format_ecosystem_markdown_includes_open_pull_requests():
     assert "| [modelscope/FunASR](https://github.com/modelscope/FunASR) | 18,716 | 3,100 | 3 | 2 |" in output
 
 
-def test_format_integration_markdown_includes_update_age():
+def test_collect_integration_metrics_recommends_review_for_clean_success_pr(monkeypatch):
+    module = load_growth_metrics_module()
+
+    def fake_fetch_json(url, headers=None):
+        if url == "https://api.github.com/repos/infiniflow/ragflow/pulls/16473":
+            return {
+                "number": 16473,
+                "title": "feat(stt): add FunASR / SenseVoice provider",
+                "state": "open",
+                "draft": False,
+                "mergeable": True,
+                "mergeable_state": "clean",
+                "html_url": "https://github.com/infiniflow/ragflow/pull/16473",
+                "updated_at": "2026-06-30T03:16:39Z",
+                "head": {"sha": "818a295", "ref": "funasr/ragflow-15526-conflict-fix"},
+                "base": {"ref": "main"},
+                "user": {"login": "LauraGPT"},
+            }
+        if url == "https://api.github.com/repos/infiniflow/ragflow/commits/818a295/status":
+            return {"state": "success", "statuses": []}
+        if url == "https://api.github.com/repos/infiniflow/ragflow/commits/818a295/check-runs?per_page=100":
+            return {
+                "total_count": 1,
+                "check_runs": [
+                    {"name": "CodeRabbit", "status": "completed", "conclusion": "success"},
+                ],
+            }
+        raise AssertionError(f"unexpected URL: {url}")
+
+    monkeypatch.setattr(module, "fetch_json", fake_fetch_json)
+
+    metrics = module.collect_integration_metrics(["infiniflow/ragflow#16473"])
+
+    assert metrics["integrations"][0]["next_action"] == "request review"
+
+
+def test_format_integration_markdown_includes_update_age_and_next_action():
     module = load_growth_metrics_module()
     metrics = {
         "collected_at_utc": "2026-07-02T00:00:00+00:00",
@@ -286,6 +323,7 @@ def test_format_integration_markdown_includes_update_age():
                 "mergeable_state": "blocked",
                 "updated_at": "2026-06-29T23:45:57Z",
                 "updated_age_days": 2,
+                "next_action": "fix checks",
                 "checks": {"state": "failure", "failed_check_runs": [], "pending_check_runs": []},
             }
         ],
@@ -293,10 +331,10 @@ def test_format_integration_markdown_includes_update_age():
 
     output = module.format_integration_markdown(metrics)
 
-    assert "| Pull request | State | Mergeable | Checks | Failed | Pending | Age | Updated |" in output
+    assert "| Pull request | State | Mergeable | Checks | Failed | Pending | Age | Action | Updated |" in output
     assert (
         "| [huggingface/transformers#46180](https://github.com/huggingface/transformers/pull/46180) | "
-        "open | blocked | failure | 0 | 0 | 2d | `2026-06-29T23:45:57Z` |"
+        "open | blocked | failure | 0 | 0 | 2d | fix checks | `2026-06-29T23:45:57Z` |"
     ) in output
 
 
@@ -488,3 +526,4 @@ def test_main_outputs_integrations_json(monkeypatch):
     integration = payload["integrations"][0]
     assert integration["pr"] == "ray-project/ray#64053"
     assert integration["checks"]["state"] == "success"
+    assert integration["next_action"] == "request review"