diff --git a/mcp-server/src/legal_mcp/services/db.py b/mcp-server/src/legal_mcp/services/db.py
index 2ef5ffb..346edb9 100644
--- a/mcp-server/src/legal_mcp/services/db.py
+++ b/mcp-server/src/legal_mcp/services/db.py
@@ -3792,7 +3792,19 @@ async def list_halachot(
     practice_area: str | None = None,
     limit: int = 200,
     offset: int = 0,
+    exclude_low_quality: bool = False,
+    order_by_priority: bool = False,
 ) -> list[dict]:
+    """List halachot with optional triage controls (#84).
+
+    exclude_low_quality — drop items carrying ANY quality_flag (application /
+      truncated_quote / quote_unverified / non_decision / thin_restatement /
+      nli_unsupported / near_duplicate). These belong in a 'needs extraction
+      fix' bucket, not the chair's approve queue (#84.1).
+    order_by_priority — replace FIFO with an active-learning order (#84.3):
+      negatively-treated first, then most-uncertain (lowest confidence), then
+      oldest — so the chair sees the highest-value decisions first.
+    """
     pool = await get_pool()
     conditions = []
     params: list = []
@@ -3809,7 +3821,16 @@ async def list_halachot(
         conditions.append(f"${idx} = ANY(h.practice_areas)")
         params.append(practice_area)
         idx += 1
+    if exclude_low_quality:
+        # a clean item has an empty/NULL quality_flags array
+        conditions.append("COALESCE(array_length(h.quality_flags, 1), 0) = 0")
     where_sql = f"WHERE {' AND '.join(conditions)}" if conditions else ""
+    order_sql = (
+        "ORDER BY corroboration_negative DESC, h.confidence ASC NULLS LAST, "
+        "h.created_at ASC"
+        if order_by_priority
+        else "ORDER BY h.case_law_id, h.halacha_index"
+    )
     params.extend([limit, offset])
     sql = f"""
         SELECT h.id, h.case_law_id, h.halacha_index, h.rule_statement,
@@ -3837,7 +3858,7 @@ async def list_halachot(
             GROUP BY halacha_id
         ) cor ON cor.halacha_id = h.id
         {where_sql}
-        ORDER BY h.case_law_id, h.halacha_index
+        {order_sql}
         LIMIT ${idx} OFFSET ${idx + 1}
     """
     rows = await pool.fetch(sql, *params)
diff --git a/mcp-server/src/legal_mcp/services/metrics.py b/mcp-server/src/legal_mcp/services/metrics.py
index 306ce69..ab6acec 100644
--- a/mcp-server/src/legal_mcp/services/metrics.py
+++ b/mcp-server/src/legal_mcp/services/metrics.py
@@ -117,12 +117,33 @@ async def halacha_backlog(conn) -> dict:
     oldest = await conn.fetchval(
         "SELECT MIN(created_at) FROM halachot WHERE review_status = 'pending_review'"
     )
+    # #84.7 — split the pending bucket: how many are genuine candidates (clean)
+    # vs flagged 'needs extraction fix', and the breakdown by flag, so the chair
+    # sees how much of the backlog is real review vs extraction noise.
+    pending_clean = await conn.fetchval(
+        "SELECT COUNT(*) FROM halachot WHERE review_status = 'pending_review' "
+        "AND COALESCE(array_length(quality_flags, 1), 0) = 0"
+    )
+    flag_rows = await conn.fetch(
+        "SELECT flag, COUNT(*) AS n FROM ("
+        "  SELECT unnest(quality_flags) AS flag FROM halachot "
+        "  WHERE review_status = 'pending_review'"
+        ") t GROUP BY flag ORDER BY n DESC"
+    )
+    pending_total = counts.get("pending_review", 0)
+    reviewed = counts.get("approved", 0) + counts.get("rejected", 0) + counts.get("published", 0)
     return {
-        "pending_review": counts.get("pending_review", 0),
+        "pending_review": pending_total,
+        "pending_clean": pending_clean,           # real review candidates (#84.1)
+        "pending_flagged": pending_total - pending_clean,  # needs-fix bucket
         "approved": counts.get("approved", 0),
         "rejected": counts.get("rejected", 0),
+        "deferred": counts.get("deferred", 0),
         "published": counts.get("published", 0),
         "total": sum(counts.values()),
+        "reviewed_total": reviewed,
+        "approve_ratio": round(counts.get("approved", 0) / reviewed, 3) if reviewed else None,
+        "pending_by_flag": {r["flag"]: r["n"] for r in flag_rows},
         "oldest_pending_at": oldest.isoformat() if oldest else None,
     }
 
diff --git a/mcp-server/src/legal_mcp/tools/precedent_library.py b/mcp-server/src/legal_mcp/tools/precedent_library.py
index 70eca08..1f5e6c8 100644
--- a/mcp-server/src/legal_mcp/tools/precedent_library.py
+++ b/mcp-server/src/legal_mcp/tools/precedent_library.py
@@ -356,7 +356,22 @@ async def halacha_review(
     return _ok(row)
 
 
-async def halachot_pending(limit: int = 100) -> str:
-    """תור ההלכות הממתינות לאישור (review_status='pending_review')."""
-    rows = await db.list_halachot(review_status="pending_review", limit=limit)
+async def halachot_pending(limit: int = 100, include_low_quality: bool = False) -> str:
+    """תור ההלכות הממתינות לאישור (review_status='pending_review').
+
+    כברירת-מחדל (#84.1, #84.3) התור **מסונן** — הלכות עם דגל-איכות כלשהו
+    (application / ציטוט-לא-מאומת / קטוע / obiter / restatement דק / לא-נתמך /
+    near-duplicate) מוסתרות (הן שייכות ל'דורש תיקון-חילוץ', לא לתור-האישור),
+    ו**ממוין לפי עדיפות** (טופלו-לרעה תחילה, אז הכי לא-ודאיים, אז הישנים).
+
+    Args:
+        limit: מספר מקסימלי.
+        include_low_quality: True כדי לחשוף גם פריטים מסומני-איכות (בקט 'דורש תיקון').
+    """
+    rows = await db.list_halachot(
+        review_status="pending_review",
+        limit=limit,
+        exclude_low_quality=not include_low_quality,
+        order_by_priority=True,
+    )
     return _ok(rows)
diff --git a/web/app.py b/web/app.py
index d3b6b32..05a35ab 100644
--- a/web/app.py
+++ b/web/app.py
@@ -6031,7 +6031,13 @@ async def halachot_list(
     practice_area: str = "",
     limit: int = 200,
     offset: int = 0,
+    exclude_low_quality: bool = False,
+    order_by_priority: bool = False,
 ):
+    """List halachot. ``exclude_low_quality`` hides flagged items (#84.1) and
+    ``order_by_priority`` switches to the active-learning order (#84.3). Both
+    default off so existing callers are unaffected; the review-queue view opts
+    in."""
     cid: UUID | None = None
     if case_law_id:
         try:
@@ -6043,6 +6049,8 @@ async def halachot_list(
         review_status=review_status or None,
         practice_area=practice_area or None,
         limit=limit, offset=offset,
+        exclude_low_quality=exclude_low_quality,
+        order_by_priority=order_by_priority,
     )
     return {"items": rows, "count": len(rows)}