diff --git a/evalharness/cli.py b/evalharness/cli.py
index 411c08e..d4c5613 100644
--- a/evalharness/cli.py
+++ b/evalharness/cli.py
@@ -510,9 +510,10 @@ def _cmd_eval_run(args) -> int:
                          'secs': round(secs_total, 1),
                          'wall': round(_time.time() - t0, 1),
                          'hours': round(secs_total / 3600, 2),
+                         'tok_in': info.get('gen_input_tokens', 0) or 0,
+                         'tok_out': info.get('gen_output_tokens', 0) or 0,
                          'tokens': (info.get('gen_input_tokens', 0) or 0)
                                    + (info.get('gen_output_tokens', 0) or 0),
-                         'tok_out': info.get('gen_output_tokens', 0) or 0,
                          'groups': groups, 'ok': True})
             _print_benchmark_result(console, i + 1, total_runs, name,
                                     'done', _time.time() - t0)
@@ -574,17 +575,30 @@ def _cmd_eval_run(args) -> int:
                             f"{r.get('n', '')} | {t} | {st} |\n")
         if out_dir:
             print(f'summary     -> {out_dir}/viz/summary.md (+ summary.csv)')
-    # artifacts notice: tell the user where everything landed (or how to save)
+    # artifacts notice: tell the user where everything landed (or how to save);
+    # rich terminals get clickable file:// links (iTerm2/kitty/WezTerm/WT...)
+    def _notice(label, *paths):
+        if console is not None:
+            parts = []
+            for p in paths:
+                ap = os.path.abspath(p)
+                parts.append(f'[link=file://{ap}]{ap}[/link]')
+            console.print(f'\n[bold]{label}[/bold] -> ' + ' · '.join(parts))
+        else:
+            print(f'\n{label} -> ' + ' · '.join(os.path.abspath(p) for p in paths))
+
     if len(rows) > 1:
         if out_dir:
-            print(f'\n结果已生成 -> {out_dir}/reports/<bench>.report.json · '
-                  f'{out_dir}/viz/summary.md')
+            _notice('结果已生成', f'{out_dir}/reports/<bench>.report.json',
+                    f'{out_dir}/viz/summary.md')
         else:
             print('\n提示: 加 --out-dir <目录> 可保存全部报告 (reports/*.json + summary.md)')
     elif rows and rows[0]['ok']:
         saved = args.out or (f'{out_dir}/reports/{rows[0]["name"]}.report.json' if out_dir else '')
-        print(f'\n结果已生成 -> {saved}' if saved else
-              '\n提示: 加 --out <文件> 或 --out-dir <目录> 可保存报告')
+        if saved:
+            _notice('结果已生成', saved)
+        else:
+            print('\n提示: 加 --out <文件> 或 --out-dir <目录> 可保存报告')
     return 0 if all(r['ok'] for r in rows) else 1
 
 
@@ -606,31 +620,33 @@ def _print_summary_table(console, rows):
                   title_style='bold', expand=False)
         for col, just in (('benchmark', 'left'), ('metric', 'left'),
                           ('score', 'right'), ('n', 'right'), ('time', 'right'),
-                          ('tokens', 'right'), ('tok/s', 'right'), ('note', 'left')):
+                          ('tok in', 'right'), ('tok out', 'right'),
+                          ('in/s', 'right'), ('out/s', 'right')):
             t.add_column(col, justify=just)
         for r in rows:
             v = _fmt_score(r.get('value')) if r['ok'] else 'ERR'
             wall = r.get('wall') or r.get('secs') or 0
             tm = f'{wall / 3600:.2f}h' if wall >= 3600 else f'{wall:.0f}s'
-            tok = f"{r.get('tokens', 0):,}" if r.get('tokens') else '—'
-            tps = (r.get('tok_out', 0) / wall) if (wall > 1 and r.get('tok_out')) else 0
-            tp = f'{tps:.0f}' if tps else '—'
-            if not r['ok']:
-                note = f"[red]{str(r.get('err', ''))[:34]}[/red]"
-            elif r.get('extract_fail'):
-                note = f"[yellow]extract-fail {r['extract_fail']}[/yellow]"
-            else:
-                note = ''
-            t.add_row(r['name'], r['metric'], v, str(r.get('n', '')), tm, tok, tp, note,
+            ti, to = r.get('tok_in', 0), r.get('tok_out', 0)
+            tin = f'{ti:,}' if ti else '—'
+            tout = f'{to:,}' if to else '—'
+            tis = f'{ti / wall:.0f}' if (wall > 1 and ti) else '—'
+            tos = f'{to / wall:.0f}' if (wall > 1 and to) else '—'
+            t.add_row(r['name'], r['metric'], v, str(r.get('n', '')), tm,
+                      tin, tout, tis, tos,
                       style='green' if r['ok'] else 'red')
         wall_all = sum(r.get('wall') or r.get('secs') or 0 for r in rows)
-        tok_all = sum(r.get('tokens', 0) for r in rows)
+        ti_all = sum(r.get('tok_in', 0) for r in rows)
+        to_all = sum(r.get('tok_out', 0) for r in rows)
         n_all = sum(r.get('n', 0) or 0 for r in rows if isinstance(r.get('n'), int))
         tm_all = f'{wall_all / 3600:.2f}h' if wall_all >= 3600 else f'{wall_all:.0f}s'
         t.add_section()
+        tis_all = f'{ti_all / wall_all:.0f}' if wall_all > 1 else ''
+        tos_all = f'{to_all / wall_all:.0f}' if wall_all > 1 else ''
         t.add_row(f'[bold]{len(rows)} benchmarks[/bold]', '',
                   f'{sum(1 for r in rows if r["ok"])}/{len(rows)} ok',
-                  str(n_all), tm_all, f'{tok_all:,}', '', '')
+                  str(n_all), tm_all, f'{ti_all:,}', f'{to_all:,}',
+                  tis_all, tos_all)
         console.print(t)
         return
     print(f'\n{"benchmark":<20} {"metric":<16} {"score":>8} {"n":>6} {"time":>8}')