Overview: expose all_time_spend per member + total_all_time_spend (SpendLogs aggregate)

app/main.py

@@ -1883,12 +1883,38 @@ async def admin_overview(request: Request):
     except Exception as e:
         logger.warning("admin overview: team/list failed: %s", e)
 
+    # All-time spend per member team, from SpendLogs (the team `spend` counter
+    # is cycle-only and resets at each member's budget_reset_at — the panel
+    # needs both to avoid the "month change wiped the numbers" confusion).
+    all_time_spend: dict[str, float] = {}
+    try:
+        conn = _pg_connect()
+        try:
+            with conn.cursor() as cur:
+                cur.execute(
+                    """
+                    SELECT t.team_alias, COALESCE(SUM(s.spend), 0)
+                    FROM "LiteLLM_TeamTable" t
+                    LEFT JOIN "LiteLLM_SpendLogs" s ON s."team_id" = t.team_id
+                    WHERE t.team_alias LIKE 'member:%'
+                    GROUP BY 1
+                    """
+                )
+                all_time_spend = {alias: float(v or 0) for alias, v in cur.fetchall()}
+        finally:
+            conn.close()
+    except Exception as e:
+        logger.warning("admin overview: all-time spend query failed: %s", e)
+
     members = []
     total_spend = 0.0
+    total_all_time = 0.0
     for email, active, balance, user_id in rows:
         team = teams.get(f"member:{email}", {})
         spend = float(team.get("spend") or 0.0)
         total_spend += spend
+        member_all_time = all_time_spend.get(f"member:{email}", 0.0)
+        total_all_time += member_all_time
         credits = get_credit_balance(email)
         eff = compute_max_budget(
             float(balance) if balance is not None else MEMBER_BUDGET,
@@ -1898,6 +1924,7 @@ async def admin_overview(request: Request):
         members.append(
             {
                 "email": email,
+                "all_time_spend": round(member_all_time, 2),
                 "username": usernames.get(user_id),
                 "activated": invite_accepted.get(user_id, False),
                 "active": bool(active),
@@ -1918,7 +1945,8 @@ async def admin_overview(request: Request):
         "totals": {
             "members": len(members),
             "active": sum(1 for m in members if m["active"]),
-            "total_spend": total_spend,
+            "total_spend": round(total_spend, 2),
+            "total_all_time_spend": round(total_all_time, 2),
         },
     }