semlith 0.17.1

A fast local vector store for AI agents — index files once, keep it current as you save, and answer questions across all of it in milliseconds without leaving the machine.
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
2060
2061
2062
2063
2064
2065
2066
2067
2068
2069
2070
2071
2072
2073
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
2102
2103
2104
2105
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
2129
2130
2131
2132
2133
2134
2135
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
2178
2179
2180
2181
2182
2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2300
2301
2302
2303
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
2317
2318
2319
2320
2321
2322
2323
2324
2325
2326
2327
2328
2329
2330
2331
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342
2343
2344
2345
2346
2347
2348
2349
2350
2351
2352
2353
2354
2355
2356
2357
2358
2359
2360
2361
2362
2363
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
2376
2377
2378
2379
2380
2381
2382
2383
2384
2385
2386
2387
2388
2389
2390
2391
2392
2393
2394
2395
2396
2397
2398
2399
2400
2401
2402
2403
2404
2405
2406
2407
2408
2409
2410
2411
2412
2413
2414
2415
2416
2417
2418
2419
2420
2421
2422
2423
2424
2425
2426
2427
2428
2429
2430
2431
2432
2433
2434
2435
2436
2437
2438
2439
2440
2441
2442
2443
2444
2445
2446
2447
2448
2449
2450
2451
2452
2453
2454
2455
2456
2457
2458
2459
2460
2461
2462
2463
2464
2465
2466
2467
2468
2469
2470
2471
2472
2473
2474
2475
2476
2477
2478
2479
2480
2481
2482
2483
2484
2485
2486
2487
2488
2489
2490
2491
2492
2493
2494
2495
2496
2497
2498
2499
2500
2501
2502
2503
2504
2505
2506
2507
2508
2509
2510
2511
2512
2513
2514
2515
2516
2517
2518
2519
2520
2521
2522
2523
2524
2525
2526
2527
2528
2529
2530
2531
2532
2533
2534
2535
2536
2537
2538
2539
2540
2541
2542
2543
2544
2545
2546
2547
2548
2549
2550
2551
2552
2553
2554
2555
2556
2557
2558
2559
2560
2561
2562
2563
2564
2565
2566
2567
2568
2569
2570
2571
2572
2573
2574
2575
2576
2577
2578
2579
2580
2581
2582
2583
2584
2585
2586
2587
2588
2589
2590
2591
2592
2593
2594
2595
2596
2597
2598
2599
2600
2601
2602
2603
2604
2605
2606
2607
2608
2609
2610
2611
2612
2613
2614
2615
2616
2617
2618
2619
2620
2621
2622
2623
2624
2625
2626
2627
2628
2629
2630
2631
2632
2633
2634
2635
2636
2637
2638
2639
2640
2641
2642
2643
2644
2645
2646
2647
2648
2649
2650
2651
2652
2653
2654
2655
2656
2657
2658
2659
2660
2661
2662
2663
2664
2665
2666
2667
2668
2669
2670
2671
2672
2673
2674
2675
2676
2677
2678
2679
2680
2681
2682
2683
2684
2685
2686
2687
2688
2689
2690
2691
2692
2693
2694
2695
2696
2697
2698
2699
2700
2701
2702
2703
2704
2705
2706
2707
2708
2709
2710
2711
2712
2713
2714
2715
2716
2717
2718
2719
2720
2721
2722
2723
2724
2725
2726
2727
2728
2729
2730
2731
2732
2733
2734
2735
2736
2737
2738
2739
2740
2741
2742
2743
2744
2745
2746
2747
2748
2749
2750
2751
2752
2753
2754
2755
2756
2757
2758
2759
2760
2761
2762
2763
2764
2765
2766
2767
2768
2769
2770
2771
2772
2773
2774
2775
2776
2777
2778
2779
2780
2781
2782
2783
2784
2785
2786
2787
2788
2789
2790
2791
2792
2793
2794
2795
2796
2797
2798
2799
2800
2801
2802
2803
2804
2805
2806
2807
2808
2809
2810
2811
2812
2813
2814
2815
2816
2817
2818
2819
2820
2821
2822
2823
2824
2825
2826
2827
2828
//! semlith — a local semantic cache for AI agents.
//!
//! Point it at files, get back a store that answers "what part of my corpus is
//! relevant to this question?" in milliseconds, without shipping anything off
//! the machine and without an agent burning tokens reading whole files.
//!
//! Two pieces of state live side by side in the store directory:
//!
//! - the vectors — a [`turbovec`] TurboQuant index holding only quantized
//!   vectors keyed by chunk id. A store created by 0.7.0 keeps them as a
//!   directory of shards under `index/`; every store written before it keeps
//!   the single `index.tv` it already has. See [`index`].
//! - `store.db` — SQLite holding the chunk text, its file, and its line span.
//!
//! A search quantizes the query, gets ids back from the index, then resolves
//! them to text with one SQLite lookup each.

pub mod add;
pub mod chunk;
pub mod clients;
pub mod daemon;
pub mod embed;
pub mod filter;
pub mod fleet;
/// Readers for the formats that are not plain text. Private: what semlith
/// extracts from a given document is documented behaviour, not an API.
mod formats;
pub mod graph;
pub mod home;
pub mod http;
pub mod image;
pub mod index;
pub mod ledger;
pub mod lock;
pub mod mcp;
pub mod pattern;
pub mod portal;
pub mod proxy;
pub mod routes;
pub mod setup;
pub mod store;
pub mod upgrade;
pub mod watch;

use anyhow::{Result, bail};
use embed::Model;
use fastembed::TextEmbedding;
use filter::Filter;
use index::{Allowlist, VectorIndex};
use rusqlite::Connection;
use serde::Serialize;
use std::path::{Path, PathBuf};
use std::time::{SystemTime, UNIX_EPOCH};

/// Bits per coordinate kept by TurboQuant. 4 is the top of the supported range
/// — the memory saving from going lower is not worth the recall on a store
/// that is meant to be the source of truth for an agent's context.
const BIT_WIDTH: usize = 4;

/// Texts handed to ONNX Runtime in one go.
///
/// Keep this small. The transformer pads every text in a batch to the longest
/// one, and attention memory grows with `batch * seq_len^2`. Measured over the
/// same 6527-chunk corpus, a batch of 8 peaked at 615 MB and a batch of 32 at
/// 1799 MB — 2.9x the memory for no throughput at all (23.2 against 23.3
/// chunks/sec), because a smaller batch also wastes less of itself on padding.
const EMBED_BATCH: usize = 8;

/// Default model: 384-dim, ~52 MB on disk. Measured against the previous
/// default (BGE-small) on a 6260-chunk corpus it scored 16.00 code MRR@10
/// against 14.84, at a third of the download.
pub fn default_model() -> Model {
    Model::Granite
}

/// Sentinel hash meaning "chunks are in SQLite but their vectors are not
/// durable yet". Any file left in this state is re-indexed on the next run.
const PENDING: &str = "";

/// Meta key counting index.tv rewrites.
///
/// It is what tells a long-running reader — an MCP server an agent is holding
/// open — that `semlith watch` has replaced the index underneath it. A
/// timestamp cannot do this job: re-embedding one file can leave both the size
/// and the second-granularity mtime unchanged, and the reader would keep
/// answering from vectors that no longer exist.
const GENERATION: &str = "index_generation";

/// Reciprocal-rank-fusion constant. Rank position matters more than the raw
/// scores, which are not comparable: cosine similarity and BM25 are different
/// units on different scales. 60 is the value from the original TREC work and
/// flattens the curve enough that a result ranked third is not dismissed.
const RRF_K: f32 = 60.0;

/// What a query looks like, which decides which half of the fusion is trusted.
///
/// Read off the query's own text, deterministically, with no model: an agent
/// that pastes `record_retrieval` and an agent that asks "where does a
/// retrieval get written down" want the same code, and until 0.16.0 both were
/// scored as though the two halves were equally likely to know. They are not —
/// FTS5 is exact about an identifier and vague about a sentence, and the
/// embedding is the other way round.
#[derive(Debug, Clone, Copy, PartialEq, Eq, serde::Serialize)]
#[serde(rename_all = "lowercase")]
pub enum Shape {
    /// One token that is shaped like something a programmer typed.
    Identifier,
    /// Anything else, which in practice is a sentence.
    Question,
}

impl Shape {
    pub fn as_str(self) -> &'static str {
        match self {
            Self::Identifier => "identifier-shaped",
            Self::Question => "question-shaped",
        }
    }

    /// What the shape did to the fusion, in the words the portal prints.
    pub fn weighting(self) -> &'static str {
        match self {
            Self::Identifier => "keyword weighted 2×",
            Self::Question => "vector and keyword equal",
        }
    }

    /// The multiplier this shape gives the keyword list.
    fn keyword_weight(self) -> f32 {
        match self {
            Self::Identifier => 2.0,
            Self::Question => 1.0,
        }
    }
}

/// Whether a query is shaped like an identifier or like a question.
///
/// The rule is deliberately crude and entirely inspectable: one token, made of
/// the characters an identifier is made of, is an identifier. Everything else
/// is a question. A crude rule that a user can predict beats an accurate one
/// they cannot, because the shape is reported in the answer and `prefer` is
/// there to overrule it.
pub fn shape_of(query: &str) -> Shape {
    let trimmed = query.trim();
    if trimmed.is_empty() || trimmed.split_whitespace().count() > 1 {
        return Shape::Question;
    }
    let identifier = trimmed
        .chars()
        .all(|c| c.is_alphanumeric() || c == '_' || c == ':' || c == '.' || c == '!');
    if identifier && trimmed.chars().any(|c| c.is_alphabetic()) {
        Shape::Identifier
    } else {
        Shape::Question
    }
}

/// Which side of the corpus a caller would rather be given.
///
/// The automatic weighting above is about *how* the query was written;
/// this is about what the caller is looking for, which the query text cannot
/// say. "How does indexing work" matches the architecture document and the
/// function that does it equally well, and an agent about to edit code wants
/// the second one.
#[derive(Debug, Clone, Copy, Default, PartialEq, Eq, serde::Serialize)]
#[serde(rename_all = "lowercase")]
pub enum Prefer {
    /// No bias. The default, and what every release before 0.16.0 did.
    #[default]
    Any,
    /// The implementation rather than the prose about it.
    Code,
    /// The prose rather than the implementation.
    Docs,
}

impl Prefer {
    pub fn as_str(self) -> &'static str {
        match self {
            Self::Any => "any",
            Self::Code => "code",
            Self::Docs => "docs",
        }
    }

    /// Parse the argument every surface takes, rejecting anything else by
    /// name: a caller that passed `prefer: source` has to be told, or it reads
    /// the unbiased answer as a biased one.
    pub fn parse(raw: &str) -> Result<Self> {
        match raw.trim().to_ascii_lowercase().as_str() {
            "any" | "" => Ok(Self::Any),
            "code" => Ok(Self::Code),
            "docs" | "doc" => Ok(Self::Docs),
            other => anyhow::bail!("prefer is code, docs or any, not {other:?}"),
        }
    }

    /// What a hit's score is multiplied by under this preference.
    ///
    /// A bias, not a filter. A preferred hit is lifted and the rest keep their
    /// place, so `prefer: code` over a corpus with no code still answers with
    /// the prose rather than with nothing.
    fn multiplier(self, is_code: bool) -> f32 {
        const LIFT: f32 = 1.5;
        match (self, is_code) {
            (Self::Any, _) => 1.0,
            (Self::Code, true) | (Self::Docs, false) => LIFT,
            _ => 1.0,
        }
    }
}

/// How much a chunk the graph walk ranked first is lifted over one it barely
/// reached.
///
/// Small on purpose. The fusion already knows what the query matched; this is
/// the code's opinion about what else is relevant, and it is a tiebreak rather
/// than a second ranking. There is no model behind either of these and there is
/// not going to be one — every input is something the store already holds.
///
/// Measured: removing this factor costs two hits at k@1 and one at k@3 on the
/// harness's question set, so it stays. A third factor, a lift for a chunk
/// inside a named definition, was measured out of the release — in a code
/// repository it is a second and blunter `prefer: code` applied to every query,
/// and it fights the real one (US-SEMLITH-0.16.0-I02).
const GRAPH_PROXIMITY: f32 = 0.15;

/// How much a chunk from a file edited since it was indexed is pushed down.
///
/// Not removed: the excerpt may still be the best answer there is, and 0.15.0
/// already flags it as stale. This only means a current answer of equal
/// quality is preferred to it.
const STALE_PENALTY: f32 = 0.10;

/// One candidate in the fusion: which id space it is in, its id, the score it
/// has accumulated, and which lists put it there.
///
/// A named type because the tuple had grown four deep and unreadable — two id
/// spaces is what added the fourth.
type Candidate = (((bool, u64), f32), Vec<&'static str>);

/// How many ranked lists a text chunk can be found by: vector, keyword and
/// graph. An image can be found by one, which is what
/// [`Semlith::search_ranked`] weighs a confident image match against.
const TEXT_LISTS: f32 = 3.0;

/// The CLIP cosine above which an image match is treated as a confident one.
///
/// Measured rather than picked: against a fixture of four shapes, a query
/// describing one of them scores 0.30 to 0.34 on the right image and 0.24 to
/// 0.26 on the others, and a query about something else entirely tops out at
/// 0.26. The floor sits between those, and a corpus whose images are all of one
/// subject will want it moved — which is what [`IMAGE_FLOOR_ENV`] is for.
///
/// ponytail: one global floor for every corpus. A per-store calibration from
/// the store's own score distribution would be better and needs a store's worth
/// of queries to compute; this is the knob until then.
const IMAGE_FLOOR: f32 = 0.28;

/// Overrides [`IMAGE_FLOOR`].
pub const IMAGE_FLOOR_ENV: &str = "SEMLITH_IMAGE_FLOOR";

fn image_floor() -> f32 {
    std::env::var(IMAGE_FLOOR_ENV)
        .ok()
        .and_then(|v| v.parse::<f32>().ok())
        .unwrap_or(IMAGE_FLOOR)
}

/// How much deeper than `k` to look in each ranking before fusing.
const RANK_DEPTH: usize = 4;

/// How long an index run may go without making its work durable.
///
/// This is what an interruption costs: the vectors embedded since the last
/// checkpoint, and no more. Thirty seconds is short enough that losing it is an
/// annoyance rather than an evening, and long enough that a checkpoint's cost —
/// rewriting the shards touched since the last one — stays a rounding error
/// against the embedding it protects.
///
/// Only a sharded store checkpoints. A store written before 0.7.0 would have to
/// rewrite its entire index to do it, which is the cost sharding exists to
/// remove; those stores behave exactly as they did.
const CHECKPOINT_INTERVAL: std::time::Duration = std::time::Duration::from_secs(30);

/// Override for [`CHECKPOINT_INTERVAL`], in seconds. For the tests, which
/// cannot spend thirty seconds proving a checkpoint happened. Not part of the
/// documented environment.
const CHECKPOINT_SECS_ENV: &str = "SEMLITH_CHECKPOINT_SECS";

fn checkpoint_interval() -> std::time::Duration {
    match std::env::var(CHECKPOINT_SECS_ENV)
        .ok()
        .and_then(|v| v.parse().ok())
    {
        Some(secs) => std::time::Duration::from_secs(secs),
        None => CHECKPOINT_INTERVAL,
    }
}

/// What a chunk reached through a bare-name edge is worth against one reached
/// through an edge the source resolved.
const INFERRED_EXPANSION: f32 = 0.5;

/// A chunk the third list reached, with how it got there.
struct Reached {
    id: u64,
    weight: f32,
    tier: String,
    /// Where the walk put this chunk, as a share of the best one it found.
    ///
    /// 1.0 for the chunk the PageRank ranked first, falling away from there.
    /// This is the "distance from the seeds" the rerank reads: a chunk the
    /// walk barely reached should not be lifted as though the code insisted
    /// on it.
    proximity: f32,
}

/// The tier of the edge that reached `id`, if the graph list reached it at all.
fn provenance_of(graph: &[Reached], id: u64) -> Option<String> {
    graph.iter().find(|r| r.id == id).map(|r| r.tier.clone())
}

/// What `read` was asked for: a span of a file, or a symbol by name.
///
/// Parsed rather than guessed at, so `src/store.rs:1041-1080` and
/// `record_retrieval` are told apart by shape and a caller is never handed the
/// wrong kind of answer for a typo.
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum Target {
    Span { path: String, start: u32, end: u32 },
    Symbol(String),
}

impl Target {
    /// `path:start-end`, `path:line`, or a symbol name.
    ///
    /// A colon with a number after it is a span; anything else is a name. A
    /// Windows drive letter is not a false positive, because what follows the
    /// colon there is a separator rather than a digit.
    pub fn parse(raw: &str) -> Self {
        let raw = raw.trim();
        if let Some((path, lines)) = raw.rsplit_once(':')
            && !path.is_empty()
        {
            let (start, end) = match lines.split_once('-') {
                Some((a, b)) => (a.parse::<u32>().ok(), b.parse::<u32>().ok()),
                None => (lines.parse::<u32>().ok(), lines.parse::<u32>().ok()),
            };
            if let (Some(start), Some(end)) = (start, end) {
                return Self::Span {
                    path: path.to_string(),
                    start: start.min(end),
                    end: start.max(end),
                };
            }
        }
        Self::Symbol(raw.to_string())
    }
}

/// One span of one file, and nothing around it.
///
/// The second stage of a retrieval. A locate answer costs about 150 bytes a
/// hit and says where to look; this is what turns one of those into the text,
/// without the whole file riding along with it.
#[derive(Debug, Clone, Serialize)]
pub struct Span {
    #[serde(serialize_with = "serialize_plain")]
    pub path: String,
    pub start_line: u32,
    pub end_line: u32,
    pub text: String,
    /// The definition the span sits inside, when it sits inside one.
    #[serde(skip_serializing_if = "Option::is_none")]
    pub symbol: Option<String>,
    #[serde(skip_serializing_if = "Option::is_none")]
    pub symbol_kind: Option<String>,
    /// Whether the file still looks the way it did when it was indexed.
    pub fresh: bool,
    #[serde(skip_serializing_if = "Option::is_none")]
    pub store: Option<String>,
}

/// What a `read` produced: the span, or the definitions to choose between.
///
/// A name with several definitions returns the list rather than one of them.
/// Guessing would be the same defect the graph's `ambiguous` value exists to
/// refuse: a confident answer that is right a fraction of the time reads
/// exactly like one that is right.
#[derive(Debug, Clone, Serialize)]
#[serde(untagged)]
pub enum Read {
    One(Span),
    Choose(Vec<store::SymbolRow>),
}

#[derive(Debug, Clone, Serialize)]
pub struct Hit {
    pub score: f32,
    #[serde(serialize_with = "serialize_plain")]
    pub path: String,
    pub start_line: u32,
    pub end_line: u32,
    pub text: String,
    /// Which store this came from, set only when more than one was searched.
    ///
    /// Absent for a single-store search, so its output — including `--json` —
    /// is byte for byte what it was before stores could be combined.
    #[serde(skip_serializing_if = "Option::is_none")]
    pub store: Option<String>,
    /// Which ranked lists found this chunk: any of `vector`, `keyword`,
    /// `graph`. A hit reached only through the graph is a different kind of
    /// answer from one the embedding matched, and saying so is what keeps it
    /// from being mistaken for a semantic match.
    ///
    /// Empty is impossible — a hit is in the result because some list ranked
    /// it — but it is skipped when empty so a caller that never looks at it
    /// sees the JSON it saw before.
    #[serde(skip_serializing_if = "Vec::is_empty")]
    pub lists: Vec<&'static str>,
    /// An image hit's pixel size, in place of a line range.
    ///
    /// `None` for a chunk, and skipped when it is, so every existing consumer
    /// of `--json` and of the MCP output sees exactly the shape it saw before.
    #[serde(skip_serializing_if = "Option::is_none")]
    pub image: Option<Pixels>,
    /// Whether the file still looks the way it did when it was indexed.
    ///
    /// A store being watched is a moving target, and a store that is not being
    /// watched goes out of date the moment someone saves. Either way the
    /// failure is the same and it is silent: an agent quotes an excerpt, the
    /// line numbers are wrong, and nothing in the answer said so.
    ///
    /// Decided by one `stat` per distinct path: the size and the modification
    /// time against what the store recorded when it read the file. That is
    /// deliberately conservative — a `touch` with no edit reads as stale — and
    /// conservative is the right direction, because the cost of a false "check
    /// this" is a reread and the cost of a false "this is current" is a wrong
    /// quotation.
    pub fresh: bool,
    /// The definition this chunk sits inside, and what kind of definition it
    /// is.
    ///
    /// `None` for prose, for a file in a language that carries no symbols, and
    /// for a chunk that falls between definitions.
    #[serde(skip_serializing_if = "Option::is_none")]
    pub symbol: Option<String>,
    #[serde(skip_serializing_if = "Option::is_none")]
    pub symbol_kind: Option<String>,
    /// For a hit the graph list reached: how well supported the edge that
    /// reached it was.
    ///
    /// A chunk that arrives through a `resolved` edge is a neighbour the
    /// source vouches for. One that arrives through a bare-name match is a
    /// guess about a neighbour, and an agent should weigh it as one.
    #[serde(skip_serializing_if = "Option::is_none")]
    pub provenance: Option<String>,
}

/// An image's pixel size.
#[derive(Debug, Clone, Copy, serde::Serialize)]
pub struct Pixels {
    pub width: u32,
    pub height: u32,
}

/// What the run decided about one file.
///
/// Reported for every file rather than only for the ones being embedded: a
/// re-index of an unchanged corpus used to say nothing at all between "started"
/// and "done", which looks identical to a run that has hung.
#[derive(Debug, Default, Clone, Copy, PartialEq, Eq)]
pub enum FileOutcome {
    /// About to be read, chunked and embedded.
    #[default]
    Indexing,
    /// The hash on disk matches the hash in the store.
    Unchanged,
    /// Empty, too large, unreadable, or a format with no reader.
    Skipped,
    /// Gone from disk, so its chunks were evicted.
    Removed,
    /// Named a credential, or sat outside the boundary this caller may index.
    ///
    /// Told apart from `Skipped` because the two mean different things to
    /// whoever reads the line: a skipped file is one semlith has no reader for,
    /// and a refused one is a file semlith will not read. An agent that asked
    /// for it needs to know which.
    Refused,
}

impl FileOutcome {
    /// The word the portal and the CLI both label a line with.
    pub fn as_str(self) -> &'static str {
        match self {
            Self::Indexing => "indexing",
            Self::Unchanged => "unchanged",
            Self::Skipped => "skipped",
            Self::Removed => "removed",
            Self::Refused => "refused",
        }
    }
}

/// What this caller is allowed to index.
///
/// Two different callers, two different answers. The person typing `semlith
/// index` owns the machine: they are held to the deny-list, because indexing a
/// private key by accident is a mistake rather than a decision, and
/// `--include-secrets` is how they say they meant it. An agent holding the
/// agent key is held to both the deny-list and a boundary, because the whole of
/// what that key can reach is what a leaked key can reach — and "every file this
/// user can read" is too much for a credential that lives in a config file.
///
/// The default is the CLI's: the deny-list, and no confinement.
#[derive(Debug, Default, Clone)]
pub struct Boundary {
    /// Directories a path must be under. `None` means anywhere, which is what
    /// the command line gets.
    pub roots: Option<Vec<PathBuf>>,
    /// Whether the deny-list is off for this run, which only the command line
    /// can ask for.
    pub allow_secrets: bool,
}

impl Boundary {
    /// Confine to these roots, and to the home directory.
    pub fn within(roots: Vec<PathBuf>) -> Self {
        Self {
            roots: Some(roots),
            allow_secrets: false,
        }
    }

    /// Why this path may not be indexed, in a line naming the rule.
    pub fn refuses(&self, path: &Path) -> Option<String> {
        if let Some(roots) = &self.roots
            && !filter::within_boundary(path, roots)
        {
            return Some(
                "is outside this store's roots and outside the home directory, so \
                 semlith will not index it. Add it as a root first, or index it \
                 from the command line."
                    .to_string(),
            );
        }
        if !self.allow_secrets
            && let Some(why) = filter::denied(path)
        {
            return Some(why.reason());
        }
        None
    }
}

/// Where an index run has got to, handed to the callback once per file.
///
/// `total` is what the walk found, so `scanned` against it is a real fraction
/// rather than a spinner — which is the difference between a long wait and a
/// wait a person is willing to sit through.
#[derive(Debug, Default, Clone, Copy)]
pub struct IndexProgress {
    /// What this file is: being embedded, unchanged, skipped or removed.
    pub outcome: FileOutcome,
    /// Files considered so far, including the unchanged and the skipped.
    pub scanned: usize,
    /// Files embedded so far in this run.
    pub indexed: usize,
    /// Chunks embedded so far in this run — the unit the rate is in, because
    /// files vary in size by orders of magnitude and chunks do not.
    pub chunks: usize,
    /// Files the walk found.
    pub total: usize,
    /// Symbols extracted so far in this run. Zero for a corpus of languages
    /// that carry no edges, which is not an error — see [`crate::graph`].
    pub symbols: usize,
}

#[derive(Debug, Default, Clone, Serialize)]
pub struct IndexReport {
    pub scanned: usize,
    pub indexed: usize,
    pub unchanged: usize,
    pub skipped: usize,
    pub removed: usize,
    pub chunks: usize,
    /// Paths a time-bounded run never reached. Zero unless a budget cut the
    /// run short — an unbounded `index_paths` always finishes what it walked.
    pub remaining: usize,
    /// Paths refused, each with the rule that refused it.
    ///
    /// Listed rather than counted: "three paths were refused" is not something
    /// an agent or a person can act on, and a refusal that is not named reads
    /// as a file that quietly failed to index.
    #[serde(skip_serializing_if = "Vec::is_empty")]
    pub refused: Vec<(String, String)>,
    /// Symbols extracted in this run, and the edges between them.
    pub symbols: usize,
    pub edges: usize,
    /// Images embedded in this run.
    pub images: usize,
    /// Whether the run was stopped rather than finished.
    pub stopped: bool,
    /// Every file this call embedded, in order. The caller keeps these across
    /// the slices of one logical run, so stopping can undo the whole run
    /// rather than only the slice that happened to be going.
    pub written: Vec<String>,
}

/// What a controlled run should do at the next file boundary.
///
/// Asked between files, never inside one: a file half-written into the index
/// is a file whose hash must not be committed, and the boundary is the one
/// point in the loop where that cannot be true.
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum Flow {
    /// Keep going.
    Run,
    /// Hold here, and ask again shortly.
    Pause,
    /// Stop here and keep what is done. The run reports what it did not reach,
    /// and asking again continues from there — the same answer a time budget
    /// gives. This is how the watcher's catch-up steps aside for a request
    /// that arrived while it was working.
    Yield,
    /// Give up, and undo what this run embedded.
    Stop,
}

/// How long a paused run waits before asking again. Short enough that
/// resuming feels immediate, long enough that a paused run costs nothing.
const PAUSE_TICK: std::time::Duration = std::time::Duration::from_millis(120);

pub struct Semlith {
    dir: PathBuf,
    db: Connection,
    index: VectorIndex,
    /// The image vectors, in their own space at CLIP's 512 dimensions.
    ///
    /// A second index rather than a second kind of row in the first: vectors
    /// from two models are not comparable, and one index holding both would
    /// rank a picture against a paragraph by arithmetic that means nothing.
    images: VectorIndex,
    model: Model,
    dim: usize,
    embedder: Option<TextEmbedding>,
    /// The embedder's own tokenizer, for counting rather than estimating.
    tokenizer: Option<tokenizers::Tokenizer>,
    /// CLIP's two encoders, loaded on the first image indexed or searched for.
    clip: image::Clip,
    /// The index generation this process has loaded. Compared against the
    /// store's on every search to notice another process's writes.
    generation: u64,
    /// Print model-download progress to stderr. Off for the MCP server, where
    /// stdout/stderr are a protocol channel.
    pub quiet: bool,
    /// What this caller may index. The default is the command line's: the
    /// deny-list, and no confinement.
    pub boundary: Boundary,
}

impl Semlith {
    /// Open (or create) a store in `dir`.
    ///
    /// `model` is only honoured when the store is new; an existing store keeps
    /// the model it was built with, since vectors from two models are not
    /// comparable.
    pub fn open(dir: impl AsRef<Path>, model: Option<Model>) -> Result<Self> {
        let dir = dir.as_ref().to_path_buf();
        // Owner-only, and narrowed on every open rather than only at creation:
        // a store holds the text of every file it indexed, and one made by an
        // older semlith is already readable by everyone on the machine.
        home::secure_dir(&dir)?;

        let db_path = dir.join("store.db");
        let db = store::open(&db_path)?;
        home::tighten_file(&db_path);
        // The write-ahead log and its index carry the same rows as the database
        // and are created by SQLite rather than by semlith.
        for beside in ["store.db-wal", "store.db-shm"] {
            home::tighten_file(&dir.join(beside));
        }

        let model = match store::get_meta(&db, "model")? {
            Some(existing) => {
                let existing: Model = existing.parse().map_err(anyhow::Error::msg)?;
                if let Some(want) = model
                    && want != existing
                {
                    bail!(
                        "store was built with {existing}, not {want}; \
                         delete {} to rebuild with a different model",
                        dir.display()
                    );
                }
                existing
            }
            None => {
                let m = model.unwrap_or_else(default_model);
                // Creating a store is a write, and it is the one write that
                // happens before there is a `Semlith` to ask for permission
                // through. See `store::read_only`.
                let _writing = store::Writing::begin(&db)?;
                store::set_meta(&db, "model", &m.to_string())?;
                // Only here, where a store is being created. Stamping it on
                // open would rewrite every store this binary ever reads, and
                // a store written before the key existed is format 1 whether
                // or not it says so.
                store::set_meta(&db, store::FORMAT_KEY, &store::FORMAT_VERSION.to_string())?;
                m
            }
        };

        let dim = model.dim()?;
        // Named, not read. The vectors are the largest thing a store owns and
        // most commands never look at them. Which layout they are in is the
        // store's business, decided when it was created and never migrated.
        let sharded = store::format(&db)? >= store::SHARDED_FORMAT;
        let index = VectorIndex::open(&dir, dim, BIT_WIDTH, sharded)?;
        // Beside the text index rather than inside it. Created lazily by
        // `VectorIndex::open`, so a store that never holds an image never grows
        // the directory.
        let images = VectorIndex::open(&dir.join(image::INDEX_DIR), image::DIM, BIT_WIDTH, true)?;

        let generation = generation(&db)?;

        Ok(Self {
            dir,
            db,
            index,
            images,
            model,
            dim,
            embedder: None,
            tokenizer: None,
            clip: image::Clip::default(),
            generation,
            quiet: false,
            boundary: Boundary::default(),
        })
    }

    /// Open a store that must already be one.
    ///
    /// [`Semlith::open`] creates what it is given, which is what `index` wants
    /// and the opposite of what every read command wants: a mistyped store
    /// directory becomes an empty store that answers every question with
    /// nothing, and when several stores are searched at once the others hide it
    /// completely.
    pub fn open_existing(dir: impl AsRef<Path>) -> Result<Self> {
        let dir = dir.as_ref();
        if !dir.join("store.db").exists() {
            bail!(
                "{} is not a semlith store — no store.db in it; index it first",
                dir.display()
            );
        }
        Self::open(dir, None)
    }

    /// Reload the vector index if another process has replaced it since this
    /// one read it — `semlith watch` re-embedding while an agent holds an MCP
    /// server open.
    ///
    /// Costs one SQLite read when nothing has changed, which is the case
    /// almost every time it is called.
    pub fn refresh(&mut self) -> Result<()> {
        let current = generation(&self.db)?;
        if current == self.generation {
            return Ok(());
        }
        if !self.index.exists() {
            return Ok(());
        }

        // Dropped rather than reloaded here: whatever asked for this refresh is
        // about to search, and the load it triggers is the same load this used
        // to do eagerly. A reader that only ever calls `stats` pays nothing.
        let was_resident = self.index.is_resident();
        self.index.evict();
        if was_resident {
            // Already warm before the writer moved underneath it, so warm again
            // rather than handing the repack cost to the next question.
            self.index.prepare()?;
        }
        // Only now, and to the generation read *before* the reload: a failed
        // load leaves the reader due for another attempt rather than stuck on
        // a stale index forever, and a write that landed during the load has a
        // higher number, so it is still noticed next time.
        self.generation = current;
        Ok(())
    }

    pub fn model(&self) -> &Model {
        &self.model
    }

    pub fn dim(&self) -> usize {
        self.dim
    }

    /// How many vectors the store holds.
    ///
    /// Answered from SQLite unless the vectors happen to be resident already,
    /// because the caller asking this is usually `stats` or a fleet totalling
    /// its members, and neither is worth loading an index for. The two agree: a
    /// file's hash is committed only once its vectors are durable, so the chunks
    /// of hashed files are exactly the vectors on disk. Mid-run, in the process
    /// doing the writing, the resident index is ahead of that and is the truth.
    pub fn len(&self) -> usize {
        if let Some(resident) = self.index.resident_len() {
            return resident;
        }
        // A failure here is a store whose SQLite side is unreadable, and every
        // other call on it is about to say so far more usefully than a count.
        store::durable_chunks(&self.db).unwrap_or(0) as usize
    }

    pub fn is_empty(&self) -> bool {
        self.len() == 0
    }

    pub fn db(&self) -> &Connection {
        &self.db
    }

    /// The store directory, for a caller that needs to take the store lock
    /// itself rather than for the length of one call.
    pub fn dir(&self) -> &Path {
        &self.dir
    }

    /// How many shards the store's vectors are split across, and how many of
    /// them may be resident at once. `None` for a store written before 0.7.0,
    /// whose single index is all or nothing.
    pub fn shards(&self) -> Option<(usize, usize)> {
        self.index
            .max_resident()
            .map(|max| (self.index.shards(), max))
    }

    /// Shards this store has put down to stay inside its memory budget. Above
    /// zero means the corpus has outgrown the budget and queries are paying to
    /// read shards back.
    pub fn evictions(&self) -> u64 {
        self.index.evictions()
    }

    /// The tokenizer this store's model embeds with, once it has been loaded.
    ///
    /// `None` before the first embedding, which is why the ledger labels every
    /// row with what counted it: a graph-only session never loads a model, and
    /// a row counted at four characters per token must never be added to one
    /// counted properly.
    pub fn tokenizer(&self) -> Option<&tokenizers::Tokenizer> {
        self.tokenizer.as_ref()
    }

    /// Loading the ONNX model costs a second or so, so it is deferred until a
    /// command actually needs to embed something.
    fn embedder(&mut self) -> Result<&mut TextEmbedding> {
        if self.embedder.is_none() {
            // Cap the sequence length to what a chunk can actually produce.
            // The default 512-token window would let a pathologically dense
            // chunk (base64, minified JS) blow up attention memory for no
            // retrieval benefit; two characters per token is a safe floor for
            // real text and code.
            let cache = model_cache_dir()?;
            // Read from the same cache, in the same breath. The ledger counts
            // tokens with it, so it is loaded exactly when the model is and
            // never fetched on its own.
            self.tokenizer = self.model.tokenizer(&cache);
            self.embedder = Some(self.model.load(cache, chunk::MAX_CHARS / 2, self.quiet)?);
        }
        Ok(self.embedder.as_mut().unwrap())
    }

    /// Pay the model-load and index-warmup cost up front, so the first query
    /// is not slower than the rest.
    pub fn warm(&mut self) -> Result<()> {
        self.embedder()?;
        self.index.prepare()?;
        Ok(())
    }

    /// Warm the vector index without loading a model, for a caller that shares
    /// one loaded model across several stores.
    pub fn warm_index(&mut self) -> Result<()> {
        self.index.prepare()
    }

    fn embed(&mut self, texts: Vec<String>) -> Result<Vec<Vec<f32>>> {
        let mut out = self
            .embedder()?
            .embed(texts, Some(EMBED_BATCH))
            .map_err(|e| anyhow::anyhow!("{e}"))?;
        for v in &mut out {
            normalize(v);
        }
        Ok(out)
    }

    /// Walk `roots`, embed anything new or changed, and drop anything that has
    /// disappeared from disk.
    pub fn index_paths(
        &mut self,
        roots: &[PathBuf],
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        // Held for the whole run, including the index.tv write at the end.
        // Two concurrent runs would otherwise interleave their SQLite writes
        // and their index rewrites until the two disagree.
        let _lock = lock::StoreLock::acquire(&self.dir)?;
        self.index_walk(roots, on_file)
    }

    /// [`Semlith::index_paths`] that gives up its remaining work when `budget`
    /// runs out, reporting what it did not reach in [`IndexReport::remaining`].
    ///
    /// For a caller whose own deadline is shorter than a corpus — an MCP tool
    /// call, where a client that waited too long declares the server hung. One
    /// file is always indexed however small the budget, so calling repeatedly
    /// always finishes: indexing is keyed on content hashes, so the next call
    /// walks past what this one completed rather than redoing it.
    pub fn index_paths_within(
        &mut self,
        roots: &[PathBuf],
        budget: std::time::Duration,
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        let _lock = lock::StoreLock::acquire(&self.dir)?;
        self.index_within_held(roots, budget, on_file)
    }

    /// [`Semlith::index_paths_within`] without taking the lock, for a caller
    /// that already holds it — `semlith start` holds it for the daemon's life,
    /// and its queue runs on the thread that holds it.
    pub(crate) fn index_within_held(
        &mut self,
        roots: &[PathBuf],
        budget: std::time::Duration,
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        let deadline = std::time::Instant::now() + budget;
        self.index_set(walk(roots), true, Some(deadline), None, on_file)
    }

    /// [`Semlith::index_walk`] under a control, so the catch-up a watcher runs
    /// at startup can step aside the moment a request arrives.
    pub(crate) fn index_walk_under(
        &mut self,
        roots: &[PathBuf],
        control: &dyn Fn() -> Flow,
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        self.index_set(walk(roots), true, None, Some(control), on_file)
    }

    /// [`Semlith::index_within_held`] that can be paused and stopped from
    /// another thread.
    ///
    /// `control` is asked once per file. A stop undoes everything the run
    /// embedded, so the corpus is exactly as it was before it started — which
    /// is what makes stopping a real answer rather than a half-indexed store.
    pub(crate) fn index_within_held_under(
        &mut self,
        roots: &[PathBuf],
        budget: std::time::Duration,
        control: &dyn Fn() -> Flow,
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        let deadline = std::time::Instant::now() + budget;
        self.index_set(walk(roots), true, Some(deadline), Some(control), on_file)
    }

    /// `index_paths` without taking the lock, for a caller that already holds
    /// it — `semlith watch` holds it for its whole life.
    pub(crate) fn index_walk(
        &mut self,
        roots: &[PathBuf],
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        self.index_set(walk(roots), true, None, None, on_file)
    }

    /// Re-index exactly `paths`, evicting any that have gone from disk.
    ///
    /// No walk and no orphan sweep: the caller already knows which files
    /// changed, which is the whole point of watching. The lock is the caller's
    /// too.
    pub(crate) fn index_changed(
        &mut self,
        paths: Vec<PathBuf>,
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        self.index_set(paths, false, None, None, on_file)
    }

    /// The body both entry points share. `sweep` drops every recorded file
    /// that is no longer on disk — right for a full walk, wrong for a batch of
    /// events, which only knows about the paths in it.
    fn index_set(
        &mut self,
        paths: Vec<PathBuf>,
        sweep: bool,
        deadline: Option<std::time::Instant>,
        control: Option<&dyn Fn() -> Flow>,
        on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        // Every path that writes to this store funnels through here, so this is
        // where the connection stops refusing writes — and, when this returns,
        // starts refusing them again. See `store::Writing` and `writing` below.
        self.writing(move |me| me.index_set_writing(paths, sweep, deadline, control, on_file))
    }

    /// Do something that writes, with the connection's refusal lifted for
    /// exactly as long as it takes.
    ///
    /// A closure rather than a guard because the body needs `&mut self` and a
    /// guard would be holding `&self.db` for its whole life. The restore runs
    /// whether the body succeeded or not: a store left writable after a failed
    /// run is the state this is here to prevent.
    fn writing<T>(&mut self, body: impl FnOnce(&mut Self) -> Result<T>) -> Result<T> {
        store::read_only(&self.db, false)?;
        let out = body(self);
        let _ = store::read_only(&self.db, true);
        out
    }

    fn index_set_writing(
        &mut self,
        paths: Vec<PathBuf>,
        sweep: bool,
        deadline: Option<std::time::Instant>,
        control: Option<&dyn Fn() -> Flow>,
        mut on_file: impl FnMut(&Path, IndexProgress),
    ) -> Result<IndexReport> {
        // A run killed mid-save leaves a temp index behind. Removing it here
        // and not on open is deliberate: the caller holds the store lock, so
        // there is no live writer whose half-written index this could be.
        self.index.clean();

        let mut report = IndexReport::default();
        let mut pending = Batch::default();
        // Every file this run embedded, so a stop can put the store back the
        // way it found it rather than leaving half a corpus indexed.
        let mut written: Vec<String> = Vec::new();
        // Files whose vectors are embedded but not yet durable. Their hash is
        // written only after the index lands, so a crash re-indexes them.
        let mut completed: Vec<(i64, String)> = Vec::new();

        let checkpointing = matches!(self.index, index::VectorIndex::Sharded(_));
        let interval = checkpoint_interval();
        let mut last_checkpoint = std::time::Instant::now();

        // Refused before anything is read. A path that names a credential or
        // sits outside this caller's boundary is reported by name with the rule
        // that refused it, rather than dropped from the walk — an agent that
        // asked for a file and got silence cannot tell that from a file that
        // was not there.
        let (paths, refused): (Vec<PathBuf>, Vec<(PathBuf, String)>) = {
            let mut allowed = Vec::with_capacity(paths.len());
            let mut refused = Vec::new();
            for path in paths {
                match self.boundary.refuses(&path) {
                    Some(why) => refused.push((path, why)),
                    None => allowed.push(path),
                }
            }
            (allowed, refused)
        };
        let total = paths.len() + refused.len();
        for (path, why) in &refused {
            report
                .refused
                .push((path.display().to_string(), why.clone()));
            report.scanned += 1;
            on_file(
                path,
                IndexProgress {
                    outcome: FileOutcome::Refused,
                    scanned: report.scanned,
                    indexed: report.indexed,
                    chunks: report.chunks,
                    total,
                    symbols: report.symbols,
                },
            );
        }

        for (seen, path) in paths.into_iter().enumerate() {
            // Only ever after something was embedded: a budget too small for
            // any work at all must still make progress, or calling again is
            // the same call forever.
            if let Some(deadline) = deadline
                && report.indexed > 0
                && std::time::Instant::now() >= deadline
            {
                report.remaining = total - seen;
                break;
            }
            if let Some(ask) = control {
                let mut stop = false;
                let mut yielded = false;
                loop {
                    match ask() {
                        Flow::Run => break,
                        // Held here rather than returning: the run keeps the
                        // store lock, so resuming is this loop waking up and
                        // not a second walk of the tree.
                        Flow::Pause => std::thread::sleep(PAUSE_TICK),
                        Flow::Yield => {
                            yielded = true;
                            break;
                        }
                        Flow::Stop => {
                            stop = true;
                            break;
                        }
                    }
                }
                if yielded {
                    report.remaining = total - seen;
                    break;
                }
                if stop {
                    report.remaining = total - seen;
                    report.stopped = true;
                    break;
                }
            }
            report.scanned += 1;
            let key = path.to_string_lossy().into_owned();

            // Opened once, and the size read off the open handle rather than
            // off the name. Two `stat`s and a `read` of the same path are three
            // answers about three moments: a file that grew between the check
            // and the read was read in full anyway, so the cap was advisory.
            let opened = std::fs::File::open(&path);
            let measured = opened.as_ref().ok().and_then(|f| f.metadata().ok());
            match measured {
                Some(m) if m.is_file() && m.len() > 0 && m.len() <= chunk::MAX_FILE_BYTES => {}
                _ => {
                    // A batch of events can name a file that has just been
                    // deleted or renamed away. Evicting it here is what makes
                    // a deletion visible without a full sweep.
                    if !path.exists() {
                        let ids = store::delete_file(&self.db, &key)?;
                        if !ids.is_empty() {
                            for id in ids {
                                self.index.remove(id)?;
                            }
                            report.removed += 1;
                            on_file(
                                &path,
                                IndexProgress {
                                    outcome: FileOutcome::Removed,
                                    scanned: report.scanned,
                                    indexed: report.indexed,
                                    chunks: report.chunks,
                                    total,
                                    symbols: report.symbols,
                                },
                            );
                            continue;
                        }
                    }
                    report.skipped += 1;
                    on_file(
                        &path,
                        IndexProgress {
                            outcome: FileOutcome::Skipped,
                            scanned: report.scanned,
                            indexed: report.indexed,
                            chunks: report.chunks,
                            total,
                            symbols: report.symbols,
                        },
                    );
                    continue;
                }
            }
            // From the handle that was measured, through a reader that stops
            // one byte past the cap: a file that grew between the two is
            // refused by the `take` rather than read whole.
            let read = opened.and_then(|file| {
                use std::io::Read;
                let mut bytes = Vec::new();
                file.take(chunk::MAX_FILE_BYTES + 1)
                    .read_to_end(&mut bytes)
                    .map(|_| bytes)
            });
            let bytes = match read {
                Ok(bytes) if bytes.len() as u64 <= chunk::MAX_FILE_BYTES => bytes,
                _ => {
                    report.skipped += 1;
                    on_file(
                        &path,
                        IndexProgress {
                            outcome: FileOutcome::Skipped,
                            scanned: report.scanned,
                            indexed: report.indexed,
                            chunks: report.chunks,
                            total,
                            symbols: report.symbols,
                        },
                    );
                    continue;
                }
            };

            let hash = blake3::hash(&bytes).to_hex().to_string();
            if store::file_hash(&self.db, &key)?.as_deref() == Some(hash.as_str()) {
                report.unchanged += 1;
                on_file(
                    &path,
                    IndexProgress {
                        outcome: FileOutcome::Unchanged,
                        scanned: report.scanned,
                        indexed: report.indexed,
                        chunks: report.chunks,
                        total,
                        symbols: report.symbols,
                    },
                );
                continue;
            }

            // An image is a different kind of content in the same pass: read
            // for its pixels rather than for its text, embedded with CLIP's
            // vision encoder, and recorded in the store's second vector space.
            // Handled before `chunk::extract`, which reads a PNG as binary and
            // rejects it.
            if image::is_image(&path) {
                // Before the decoder sees it. A header claiming 60,000 by
                // 60,000 pixels is a few hundred bytes on disk and fourteen
                // gigabytes in memory, and the refusal says which file and how
                // big it claimed to be.
                if let Some(why) = image::too_large(&bytes) {
                    report.refused.push((path.display().to_string(), why));
                    on_file(
                        &path,
                        IndexProgress {
                            outcome: FileOutcome::Refused,
                            scanned: report.scanned,
                            indexed: report.indexed,
                            chunks: report.chunks,
                            total,
                            symbols: report.symbols,
                        },
                    );
                    continue;
                }
                let Some((width, height)) = image::dimensions(&bytes) else {
                    report.skipped += 1;
                    on_file(
                        &path,
                        IndexProgress {
                            outcome: FileOutcome::Skipped,
                            scanned: report.scanned,
                            indexed: report.indexed,
                            chunks: report.chunks,
                            total,
                            symbols: report.symbols,
                        },
                    );
                    continue;
                };
                on_file(
                    &path,
                    IndexProgress {
                        outcome: FileOutcome::Indexing,
                        scanned: report.scanned,
                        indexed: report.indexed,
                        chunks: report.chunks,
                        total,
                        symbols: report.symbols,
                    },
                );
                let vector = self.clip.embed_image(&path, self.quiet)?;
                // Replacing an image: its old vector goes before the new one
                // arrives, and the row goes with the file's cascade.
                for id in store::image_ids_of(&self.db, &key)? {
                    self.images.remove(id as u64)?;
                }
                for id in store::delete_file(&self.db, &key)? {
                    self.index.remove(id)?;
                }
                let file_id =
                    store::insert_file(&self.db, &key, PENDING, bytes.len() as u64, now())?;
                let image_id = store::insert_image(&self.db, file_id, width, height)?;
                self.images.add(&vector, &[image_id as u64])?;
                completed.push((file_id, hash));
                written.push(key.clone());
                report.indexed += 1;
                report.images += 1;
                continue;
            }

            let Some(text) = chunk::extract(&path, &bytes) else {
                report.skipped += 1;
                continue;
            };
            let chunks = chunk::chunk_text(&text);
            if chunks.is_empty() {
                report.skipped += 1;
                on_file(
                    &path,
                    IndexProgress {
                        outcome: FileOutcome::Skipped,
                        scanned: report.scanned,
                        indexed: report.indexed,
                        chunks: report.chunks,
                        total,
                        symbols: report.symbols,
                    },
                );
                continue;
            }

            on_file(
                &path,
                IndexProgress {
                    outcome: FileOutcome::Indexing,
                    scanned: report.scanned,
                    indexed: report.indexed,
                    chunks: report.chunks,
                    total,
                    symbols: report.symbols,
                },
            );

            // Replacing a file: evict its old vectors before adding new ones.
            for id in store::delete_file(&self.db, &key)? {
                self.index.remove(id)?;
            }

            let file_id = store::insert_file(&self.db, &key, PENDING, bytes.len() as u64, now())?;
            let mut spans: Vec<(u32, u32, i64)> = Vec::with_capacity(chunks.len());
            for (ord, c) in chunks.iter().enumerate() {
                let id =
                    store::insert_chunk(&self.db, file_id, ord, c.start_line, c.end_line, &c.text)?;
                spans.push((c.start_line, c.end_line, id));
                pending.ids.push(id as u64);
                pending.texts.push(c.text.clone());

                // Flush per chunk, not per file. One 8 MB file chunks into
                // thousands of pieces, and holding them all to embed in a
                // single call makes peak memory a function of the largest file
                // in the corpus rather than of the batch size.
                if pending.ids.len() >= EMBED_BATCH {
                    self.flush(&mut pending)?;
                }
            }

            // The structure half, on the same changed-file path and inside the
            // same lock. A file whose symbols were extracted by an earlier run
            // had them deleted by `delete_file` above, along with its chunks
            // and the edges leaving them, so this writes a whole fresh set
            // rather than reconciling one.
            let (symbols, edges) = self.extract_graph(&path, &text, file_id, &spans)?;
            report.symbols += symbols;
            report.edges += edges;

            completed.push((file_id, hash));
            written.push(key.clone());
            report.indexed += 1;
            report.chunks += chunks.len();

            // Between files, never inside one: a file half-written into the
            // index is a file whose hash must not be committed, and this is the
            // one point in the loop where that cannot be true.
            if checkpointing && last_checkpoint.elapsed() >= interval {
                self.flush(&mut pending)?;
                self.checkpoint(&mut completed)?;
                last_checkpoint = std::time::Instant::now();
            }
        }

        self.flush(&mut pending)?;

        // A stopped slice still commits what it embedded. Undoing is the
        // caller's, because one logical run is several slices and a stop has
        // to undo all of them — see `Job::Index` in the daemon.
        report.written = written;

        // Anything recorded but no longer on disk is dead weight.
        if sweep {
            for key in store::all_paths(&self.db)? {
                if !Path::new(&key).exists() {
                    for id in store::delete_file(&self.db, &key)? {
                        self.index.remove(id)?;
                    }
                    report.removed += 1;
                }
            }
        }

        // A batch that changed nothing must not rewrite index.tv. A watcher
        // sees plenty of events on files whose bytes are identical, and each
        // rewrite is the whole index.
        if report.indexed > 0 || report.removed > 0 || !self.index.exists() {
            self.save()?;
        }

        self.commit_hashes(&mut completed)?;

        Ok(report)
    }

    /// Make everything embedded so far durable, then record the files it
    /// covers as indexed.
    ///
    /// Strictly in that order. A hash written before its vectors are on disk is
    /// a file the next run believes is indexed and cannot answer for — which is
    /// what the [`PENDING`] sentinel exists to prevent, and what a run that
    /// checkpoints has many more chances to get wrong than one that does it
    /// once at the end.
    fn checkpoint(&mut self, completed: &mut Vec<(i64, String)>) -> Result<()> {
        if completed.is_empty() {
            return Ok(());
        }
        self.save()?;
        self.commit_hashes(completed)
    }

    /// Chunks reached from the top hits by one hop through the graph.
    ///
    /// Seeded from the chunks the other two lists already found, mapped to the
    /// symbols defined in them, expanded one hop in both directions, and
    /// resolved back to the chunks those neighbours live in — ranked, from
    /// 0.16.0, by a personalised PageRank seeded with each hit's own fusion
    /// contribution rather than by one flat hop. 0.15.0 left this as "a real
    /// idea and a change to be justified by a recall measurement"; the
    /// measurement is `tests/retrieval.rs`, and the marginal contribution of
    /// this list is one of the numbers it prints.
    ///
    /// Everything here is gated by the same `Filter` the other two halves use,
    /// through the same `symbols_by_names` predicate — so the one-id-set
    /// invariant `filter.rs` documents holds across all three lists rather than
    /// two. A chunk outside the filter cannot arrive through the graph.
    /// What a chunk reached through one edge is worth in the fusion.
    ///
    /// The third list is evidence about the code, not about the query, and how
    /// good the evidence is varies: an edge the syntax tree resolved says this
    /// chunk really is related, and an edge matched by bare name says it might
    /// be. Ranking both at 1.0, as 0.14.0 did, spends the same confidence on
    /// both claims.
    fn expansion_weight(confidence: &str) -> f32 {
        match confidence {
            graph::EXTRACTED | graph::RESOLVED => 1.0,
            _ => INFERRED_EXPANSION,
        }
    }

    fn graph_expansion(
        &self,
        dense: &[u64],
        keyword: &[u64],
        depth: usize,
        filter: &Filter,
    ) -> Result<Vec<Reached>> {
        // Seeded from the best of each list rather than all of it. Expanding
        // from a chunk ranked fortieth is expansion from noise.
        const SEEDS: usize = 8;

        // The seed mass is the fusion contribution each chunk is about to
        // carry, so the walk starts out already knowing which hits the query
        // answered best. A chunk both lists found seeds twice as hard as one
        // only a single list found, which is the same judgement the fusion
        // makes a few lines later.
        let mut mass: std::collections::HashMap<u64, f32> = std::collections::HashMap::new();
        for list in [dense, keyword] {
            for (rank, id) in list.iter().take(SEEDS).enumerate() {
                *mass.entry(*id).or_default() += 1.0 / (RRF_K + rank as f32 + 1.0);
            }
        }
        if mass.is_empty() {
            return Ok(Vec::new());
        }

        // Per chunk rather than in one query, because which symbol carries
        // which chunk's mass is the whole point of a personalised walk. A
        // chunk holding three symbols splits its mass between them rather than
        // seeding each of them as though it were a hit of its own.
        let mut personal: std::collections::HashMap<String, f32> = std::collections::HashMap::new();
        for (id, mass) in &mass {
            let names = store::symbols_in_chunks(&self.db, &[*id])?;
            if names.is_empty() {
                continue;
            }
            let share = mass / names.len() as f32;
            for name in names {
                *personal.entry(name).or_default() += share;
            }
        }
        if personal.is_empty() {
            return Ok(Vec::new());
        }

        // Only the kinds that mean "depends on". `defines` and `contains` say
        // a symbol sits inside a file or another symbol, which is true and
        // useless here: following them pulls in every symbol that shares a
        // file with a hit, so the third list fills with neighbours-by-accident
        // and the two lists that answered the question get diluted.
        let kinds = graph::dependency_kinds();
        let ranked = graph::expand(&personal, |name| {
            let mut out = Vec::new();
            for end in store::edges_out(&self.db, name, &kinds)?
                .into_iter()
                .chain(store::edges_in(&self.db, name, &kinds)?)
            {
                // An ambiguous name is several unrelated definitions wearing
                // one label. Expanding through it returns whichever chunk the
                // join reached first, as a hit that claims the code says it is
                // related — which is the same wrong answer the path finder
                // used to give, in the search results instead.
                if end.confidence == graph::AMBIGUOUS {
                    continue;
                }
                // Expansion answers "what else does the code say is related to
                // this". A prose or configuration file reached through the
                // graph is not that: 0.17.0 gave every language symbols, and
                // the third list filled with headings, keys and selectors that
                // the harness scored at zero satisfied spans out of nineteen
                // reached. They stay symbols, and `neighbors`, `path` and the
                // blast radius still walk them — a Dockerfile stage or a table
                // a view reads is exactly the edge those answer. It is the
                // search's third list they do not belong in.
                if !crate::filter::is_code(&end.symbol.path) {
                    continue;
                }
                let weight = Self::expansion_weight(&end.confidence);
                out.push((end.symbol.name, weight, end.confidence));
            }
            Ok(out)
        })?;

        let names: Vec<String> = ranked.iter().map(|(name, _, _)| name.clone()).collect();
        let place: std::collections::HashMap<&str, usize> = names
            .iter()
            .enumerate()
            .map(|(i, name)| (name.as_str(), i))
            .collect();

        // The store answers in its own order; the walk's order is the answer,
        // so the rows are put back into it before the budget is applied.
        let best = ranked.first().map(|(_, mass, _)| *mass);
        let mut symbols = store::symbols_by_names(&self.db, &names, filter.groups())?;
        symbols.sort_by_key(|s| place.get(s.name.as_str()).copied().unwrap_or(usize::MAX));

        let mut ids: Vec<Reached> = Vec::new();
        for symbol in symbols {
            let Some(chunk_id) = symbol.chunk_id else {
                continue;
            };
            let id = chunk_id as u64;
            let found = ranked.iter().find(|(name, _, _)| *name == symbol.name);
            let tier = found
                .map(|(_, _, tier)| tier.clone())
                .unwrap_or_else(|| graph::INFERRED.to_string());
            let weight = Self::expansion_weight(&tier);
            // As a share of the best score the walk produced, so the number
            // means the same thing whatever the absolute masses came out at.
            let proximity = match (found, best) {
                (Some((_, mass, _)), Some(best)) if best > 0.0 => mass / best,
                _ => 0.0,
            };
            // A chunk the other two lists already ranked gains nothing from
            // being re-ranked here; the fusion adds the contribution anyway.
            if !ids.iter().any(|r| r.id == id) {
                ids.push(Reached {
                    id,
                    weight,
                    tier,
                    proximity,
                });
            }
            if ids.len() >= depth {
                break;
            }
        }
        Ok(ids)
    }

    /// Extract one file's symbols and outgoing edges, and write them.
    ///
    /// Returns `(symbols, edges)` written. A file in a language that carries no
    /// edges returns `(0, 0)` and is not an error — most corpora are mostly
    /// prose, and the graph simply has nothing to say about them.
    ///
    /// Edges are written by name, so an edge to something not indexed yet — or
    /// never — is still recorded and resolves when and if its target appears.
    /// That is what lets a repository be indexed in any order.
    fn extract_graph(
        &self,
        path: &Path,
        text: &str,
        file_id: i64,
        spans: &[(u32, u32, i64)],
    ) -> Result<(usize, usize)> {
        let Some(extraction) = graph::extract(path, text)? else {
            return Ok((0, 0));
        };

        // Name to id, for the edges below. A file may define the same name
        // twice — two `new` methods on two types — and the first wins, because
        // an edge out of this file names its source by name and nothing here
        // can tell them apart either.
        let mut ids: std::collections::HashMap<&str, i64> = std::collections::HashMap::new();
        for symbol in &extraction.symbols {
            let chunk_id = spans
                .iter()
                .find(|(start, end, _)| symbol.start_line >= *start && symbol.start_line <= *end)
                .map(|(_, _, id)| *id);
            let id = store::insert_symbol(&self.db, file_id, chunk_id, symbol)?;
            ids.entry(symbol.name.as_str()).or_insert(id);
        }

        let mut written = 0;
        for edge in &extraction.edges {
            let Some(src) = ids.get(edge.from.as_str()) else {
                continue;
            };
            store::insert_edge(
                &self.db,
                *src,
                &edge.to,
                &edge.kind,
                &edge.confidence,
                edge.hint.as_deref(),
                edge.line,
            )?;
            written += 1;
        }

        Ok((extraction.symbols.len(), written))
    }

    /// Record files as indexed, in one transaction. Their vectors must already
    /// be durable.
    fn commit_hashes(&mut self, completed: &mut Vec<(i64, String)>) -> Result<()> {
        if completed.is_empty() {
            return Ok(());
        }
        let tx = self.db.unchecked_transaction()?;
        for (file_id, hash) in completed.iter() {
            tx.execute(
                "UPDATE files SET hash = ?1 WHERE id = ?2",
                rusqlite::params![hash, file_id],
            )?;
        }
        tx.commit()?;
        completed.clear();
        Ok(())
    }

    fn flush(&mut self, batch: &mut Batch) -> Result<()> {
        if batch.ids.is_empty() {
            return Ok(());
        }
        let ids = std::mem::take(&mut batch.ids);
        let texts = std::mem::take(&mut batch.texts);

        let vectors = self.embed(texts)?;
        let flat: Vec<f32> = vectors.into_iter().flatten().collect();
        self.index.add(&flat, &ids)?;
        Ok(())
    }

    /// Remove a single file from the store. Returns `(chunks, images)`.
    pub fn forget(&mut self, path: &Path) -> Result<(usize, usize)> {
        // Dropping a file rewrites `index.tv` exactly as indexing does, so it
        // is a writer and takes the writer's lock. Without it a `forget` that
        // lands while `semlith watch` is saving leaves the index and the
        // database disagreeing about which chunks exist.
        let _lock = lock::StoreLock::acquire(&self.dir)?;
        self.forget_held(path)
    }

    /// [`Semlith::forget`] without taking the lock, for a caller that already
    /// holds it.
    pub(crate) fn forget_held(&mut self, path: &Path) -> Result<(usize, usize)> {
        self.writing(|me| me.forget_writing(path))
    }

    fn forget_writing(&mut self, path: &Path) -> Result<(usize, usize)> {
        let key = canonical(path).to_string_lossy().into_owned();
        // Read before the delete: the cascade that removes the rows is what
        // makes their ids unreadable, and the vectors they address still have
        // to leave the image index.
        let images = store::image_ids_of(&self.db, &key)?;
        let ids = store::delete_file(&self.db, &key)?;
        for id in &ids {
            self.index.remove(*id)?;
        }
        for id in &images {
            self.images.remove(*id as u64)?;
        }
        if !ids.is_empty() || !images.is_empty() {
            self.save()?;
        }
        Ok((ids.len(), images.len()))
    }

    /// Top-`k` chunks for `query`, best first, over the whole store.
    pub fn search(&mut self, query: &str, k: usize) -> Result<Vec<Hit>> {
        self.search_filtered(query, k, &Filter::default())
    }

    /// Resolve a filter to the ids the vector index may consider.
    fn allowlist(&mut self, filter: &Filter) -> Result<Allowlist> {
        if filter.is_empty() {
            return Ok(Allowlist::All);
        }
        let candidates = store::filtered_chunk_ids(&self.db, filter.groups())?;
        let mut ids = Vec::with_capacity(candidates.len());
        for id in candidates {
            // turbovec panics on an id the index does not hold, and SQLite can
            // hold a chunk the index does not if a run was interrupted between
            // the two. A stale row must not take a search down with it.
            if self.index.contains(id)? {
                ids.push(id);
            }
        }

        Ok(if ids.is_empty() {
            Allowlist::Empty
        } else if ids.len() == self.len() {
            // The filter excludes nothing, so skip building a mask the size of
            // the whole index for no benefit.
            Allowlist::All
        } else {
            Allowlist::Subset(ids)
        })
    }

    /// How many indexed files `filter` selects.
    ///
    /// Zero is worth reporting on its own: a glob that matches nothing is a
    /// different problem from a corpus that does not discuss the query.
    pub fn matching_files(&self, filter: &Filter) -> Result<i64> {
        store::matching_files(&self.db, filter.groups())
    }

    /// The indexed paths `filter` selects, in path order.
    pub fn matching_paths(&self, filter: &Filter) -> Result<Vec<String>> {
        store::filtered_paths(&self.db, filter.groups())
    }

    /// Top-`k` chunks for `query` within the part of the corpus `filter`
    /// selects, best first.
    ///
    /// Both halves of the store are consulted: the vector index for meaning,
    /// FTS5 for the literal terms. Dense search alone reliably misses exact
    /// identifiers — an embedding of `EMBED_BATCH` is a point in the same
    /// neighbourhood as every other constant — which is precisely what someone
    /// grepping a codebase is looking for.
    ///
    /// The filter is applied *before* each half picks its top-`k`, not after
    /// fusion. Post-filtering a global ranking returns almost nothing whenever
    /// the subset is a minority of the corpus, which is the case the filter
    /// exists for.
    pub fn search_filtered(&mut self, query: &str, k: usize, filter: &Filter) -> Result<Vec<Hit>> {
        let vector = self.embed_query(query)?;
        self.search_with_vector(query, &vector, k, filter)
    }

    /// The query, embedded with this store's model: the vector
    /// [`Semlith::search_with_vector`] takes.
    ///
    /// Public because a caller comparing two stores has to be able to hold the
    /// query vector still. Embedding the same text twice does not give the same
    /// floats — ONNX Runtime reduces across its threads in whatever order they
    /// finish — and under int8 quantisation that moves a ranking, which is
    /// noise in a measurement that is about something else.
    pub fn embed_query(&mut self, query: &str) -> Result<Vec<f32>> {
        Ok(self.embed(vec![self.model.query_text(query)])?.remove(0))
    }

    /// [`Semlith::search_filtered`] with the query already embedded.
    ///
    /// This is what lets several stores share one loaded model: the caller
    /// embeds the query once per distinct model rather than once per store, so
    /// searching four stores built with the same model costs one embed and one
    /// resident copy of the weights.
    ///
    /// `vector` must come from *this* store's model. Vectors from two models
    /// are not comparable, and nothing downstream can tell.
    pub fn search_with_vector(
        &mut self,
        query: &str,
        vector: &[f32],
        k: usize,
        filter: &Filter,
    ) -> Result<Vec<Hit>> {
        Ok(self
            .search_ranked(query, vector, k, filter)?
            .into_iter()
            .map(|(hit, _)| hit)
            .collect())
    }

    /// [`Semlith::search_with_vector`], also returning each hit's similarity to
    /// the query vector — `0.0` for a hit only the keyword half found.
    ///
    /// The fused score is a sum of rank reciprocals, so two chunks that hold
    /// the same position in their own store's ranking score identically. Within
    /// one store that is a rare tie between two chunks; across stores it is the
    /// normal case, because every store has a best hit whether or not it has an
    /// answer. The similarity is what tells those apart, so it leaves the store
    /// alongside the score rather than being thrown away here.
    pub fn search_ranked(
        &mut self,
        query: &str,
        vector: &[f32],
        k: usize,
        filter: &Filter,
    ) -> Result<Vec<(Hit, f32)>> {
        self.search_preferring(query, vector, k, filter, Prefer::default())
    }

    /// [`Semlith::search_ranked`] with the caller's preference applied.
    ///
    /// The query's shape is read here rather than passed in, because it is a
    /// function of the query text and nothing else — every surface that wants
    /// to print it calls [`shape_of`] on the same string and gets the same
    /// answer, with no second source of truth to drift.
    pub fn search_preferring(
        &mut self,
        query: &str,
        vector: &[f32],
        k: usize,
        filter: &Filter,
        prefer: Prefer,
    ) -> Result<Vec<(Hit, f32)>> {
        // A store being watched changes under a long-lived reader. Answering
        // from the index this process happened to load at startup is how an
        // agent ends up quoting a function that no longer exists.
        self.refresh()?;

        // `is_empty` is about the text index. A store holding only images has
        // no chunks and is still searchable, so it is asked about separately
        // rather than dismissed with the same test.
        if k == 0 || (self.is_empty() && store::image_count(&self.db)? == 0) {
            return Ok(Vec::new());
        }

        // Look deeper than `k` in each half. Fusion can only rank what it is
        // given, and a chunk that is second on one side and absent from the
        // other still deserves to be considered.
        let depth = (k * RANK_DEPTH).max(k);

        // Which half of the fusion this query's own text says to trust.
        let shape = shape_of(query);

        let allowlist = self.allowlist(filter)?;
        if matches!(allowlist, Allowlist::Empty) {
            return Ok(Vec::new());
        }

        let (dense_scores, dense_ids) = self.index.search(vector, depth, &allowlist)?;
        let keyword_ids = store::keyword_search(&self.db, query, depth, filter.groups())?;

        // The image list. Only when the store actually holds an image: the
        // query has to be embedded a second time, with CLIP's text encoder
        // rather than the store's own model, and a store of source code should
        // not pay for a model it has nothing to compare against.
        let images = self.image_search(query, depth, filter)?;

        // The third list. The two lists above are what the query said; this is
        // what the code says about what they found — the symbols inside the top
        // hits, one hop out, and the chunks those neighbours live in. It costs
        // no embedding and no model call, and it is what pulls together a
        // concept spread across files that share no vocabulary.
        let graph_ids = self.graph_expansion(&dense_ids, &keyword_ids, depth, filter)?;

        // Two id spaces — a chunk id and an image id both count from one — so
        // the fusion is keyed by which space an id belongs to as well as by the
        // id. Everything else about reciprocal-rank fusion is unchanged: an
        // image is a fourth list, ranked against the other three rather than
        // appended after them.
        let mut fused: Vec<((bool, u64), f32)> = Vec::new();
        let mut seen: std::collections::HashMap<(bool, u64), usize> =
            std::collections::HashMap::new();
        let mut lists: Vec<Vec<&'static str>> = Vec::new();
        // The image list goes in first so that a tie resolves to the image.
        // A tie means the two are equally ranked, and only one of them was
        // found by a model that looked at the thing being asked about.
        let image_list: Vec<(u64, f32)> = images
            .iter()
            .map(|(id, similarity)| {
                // A confident image match stands in for the three lists a
                // chunk can appear in: an image can only ever be found by this
                // one, and the graph list is derived from the other two, so a
                // chunk collects three contributions for what is really one
                // match. Without this weight a picture could never place above
                // a passing text match however well CLIP matched it.
                //
                // Below the floor the image is a weak candidate rather than a
                // wrong one, so it keeps a single list's weight and sits where
                // that puts it instead of being dropped.
                let weight = if *similarity >= image_floor() {
                    TEXT_LISTS
                } else {
                    1.0
                };
                (*id, weight)
            })
            .collect();

        for (name, is_image, ranking) in [
            ("image", true, image_list),
            (
                "vector",
                false,
                dense_ids.iter().map(|id| (*id, 1.0)).collect(),
            ),
            (
                "keyword",
                false,
                keyword_ids
                    .iter()
                    .map(|id| (*id, shape.keyword_weight()))
                    .collect(),
            ),
            (
                "graph",
                false,
                graph_ids.iter().map(|r| (r.id, r.weight)).collect(),
            ),
        ] {
            for (rank, (id, weight)) in ranking.iter().enumerate() {
                let key = (is_image, *id);
                let contribution = weight / (RRF_K + rank as f32 + 1.0);
                match seen.get(&key) {
                    Some(&slot) => {
                        fused[slot].1 += contribution;
                        lists[slot].push(name);
                    }
                    None => {
                        seen.insert(key, fused.len());
                        fused.push((key, contribution));
                        lists.push(vec![name]);
                    }
                }
            }
        }
        // Sorted together with their provenance, so a hit never carries the
        // badges of whichever chunk happened to land in its slot.
        let mut ranked: Vec<Candidate> = fused.into_iter().zip(lists).collect();
        ranked.sort_by(|a, b| b.0.1.total_cmp(&a.0.1));
        // Cut to the deeper list, not to `k`. Everything that reorders the
        // answer below — the preference, and the rerank — needs each
        // candidate's path and enclosing symbol, which only exist once the
        // rows are fetched, and a candidate cut here can never be lifted.
        ranked.truncate(depth.max(k));

        let mut hits = Vec::with_capacity(ranked.len());
        // Kept beside the hits rather than on them: how near the graph walk
        // put a chunk is an input to the ranking, not something a caller of
        // `search` has any use for. Index-aligned with `hits`, which nothing
        // between here and the rerank reorders.
        let mut proximity: Vec<f32> = Vec::with_capacity(ranked.len());
        for (((is_image, id), score), found_by) in ranked {
            if is_image {
                // An image hit carries its path and pixel size where a chunk
                // carries a line range and its text.
                if let Some(row) = store::image(&self.db, id as i64)? {
                    hits.push((
                        Hit {
                            score,
                            path: row.path,
                            start_line: 0,
                            end_line: 0,
                            text: String::new(),
                            store: None,
                            lists: found_by,
                            image: Some(Pixels {
                                width: row.width,
                                height: row.height,
                            }),
                            // Filled in below, once every path in the answer
                            // is known and each can be stat'd once.
                            fresh: true,
                            symbol: None,
                            symbol_kind: None,
                            provenance: None,
                        },
                        0.0,
                    ));
                    proximity.push(0.0);
                }
                continue;
            }
            // A dangling id means SQLite and the index drifted apart; skip it
            // rather than fail the whole query.
            if let Some(row) = store::chunk(&self.db, id)? {
                let similarity = dense_ids
                    .iter()
                    .position(|d| *d == id)
                    .and_then(|i| dense_scores.get(i).copied())
                    .unwrap_or(0.0);
                hits.push((
                    Hit {
                        score,
                        path: row.path,
                        start_line: row.start_line,
                        end_line: row.end_line,
                        text: row.text,
                        // Set by the caller when it knows there is more than one
                        // store to tell apart; a store cannot label itself.
                        store: None,
                        lists: found_by,
                        image: None,
                        fresh: true,
                        symbol: None,
                        symbol_kind: None,
                        provenance: provenance_of(&graph_ids, id),
                    },
                    similarity,
                ));
                proximity.push(
                    graph_ids
                        .iter()
                        .find(|r| r.id == id)
                        .map(|r| r.proximity)
                        .unwrap_or(0.0),
                );
            }
        }
        self.mark_freshness(&mut hits)?;
        self.name_enclosing_symbols(&mut hits)?;

        // The rerank, and the preference with it. Both are applied here rather
        // than inside the fusion because both are about things the fusion has
        // no way to know — the file a chunk is in, the definition it sits
        // inside, whether that file has been edited since — and all three are
        // only known once the rows have been fetched.
        //
        // The fused score stays the dominant term. These are tiebreaks: a
        // chunk the query matched badly does not climb over one it matched
        // well because it happens to sit in a function.
        for ((hit, _), proximity) in hits.iter_mut().zip(&proximity) {
            hit.score *= 1.0 + GRAPH_PROXIMITY * proximity;
            if !hit.fresh {
                hit.score *= 1.0 - STALE_PENALTY;
            }
            hit.score *= prefer.multiplier(filter::is_code(&hit.path));
        }
        hits.sort_by(|a, b| b.0.score.total_cmp(&a.0.score));
        hits.truncate(k);
        Ok(hits)
    }

    /// One span of one file, or the definitions to choose between.
    ///
    /// Answers only from the store's own chunks. Reading the file off disk
    /// would answer for content semlith never indexed and was never allowed to
    /// look at — the boundary that governs indexing has to govern reading, or
    /// an agent holding the agent key could read `~/.ssh/id_rsa` by naming it
    /// as a span.
    pub fn read(&self, target: &Target, filter: &Filter) -> Result<Option<Read>> {
        let (path, start, end) = match target {
            Target::Span { path, start, end } => {
                // A locate answer prints a store-relative path, so that is
                // what comes back in. Two indexed files can end with the same
                // suffix, and choosing one of them would be a guess.
                let candidates = store::files_ending_with(&self.db, path, 8)?;
                match candidates.len() {
                    0 => return Ok(None),
                    1 => (candidates[0].clone(), *start, *end),
                    _ => anyhow::bail!(
                        "{path:?} matches {} indexed files: {}. Name more of the path.",
                        candidates.len(),
                        candidates.join(", ")
                    ),
                }
            }
            Target::Symbol(name) => {
                let found = store::symbols_named(&self.db, name, 200)?;
                match found.len() {
                    0 => return Ok(None),
                    1 => {
                        let only = &found[0];
                        (only.path.clone(), only.start_line, only.end_line)
                    }
                    // Several definitions and nothing to choose between them.
                    // The list is the answer.
                    _ => return Ok(Some(Read::Choose(found))),
                }
            }
        };

        // The same eligibility the other surfaces use, through the same
        // predicate, so a chunk a filter excludes cannot be read either.
        let allowed = if filter.is_empty() {
            None
        } else {
            Some(store::filtered_chunk_ids(&self.db, filter.groups())?)
        };
        let chunks: Vec<store::ChunkRow> = store::chunks_overlapping(&self.db, &path, start, end)?
            .into_iter()
            .filter(|c| match &allowed {
                Some(ids) => ids.contains(&(c.id as u64)),
                None => true,
            })
            .collect();
        if chunks.is_empty() {
            return Ok(None);
        }

        // Chunks overlap by two lines, so they are stitched by line number
        // rather than concatenated — concatenation would repeat the seam and
        // the caller would read two copies of the same line as two lines.
        let mut lines: Vec<(u32, String)> = Vec::new();
        for chunk in &chunks {
            for (offset, line) in chunk.text.lines().enumerate() {
                let number = chunk.start_line + offset as u32;
                if lines.iter().any(|(n, _)| *n == number) {
                    continue;
                }
                lines.push((number, line.to_string()));
            }
        }
        lines.sort_by_key(|(number, _)| *number);
        lines.retain(|(number, _)| *number >= start && *number <= end);
        if lines.is_empty() {
            return Ok(None);
        }

        let first = lines.first().map(|(n, _)| *n).unwrap_or(start);
        let last = lines.last().map(|(n, _)| *n).unwrap_or(end);
        let text = lines
            .into_iter()
            .map(|(_, line)| line)
            .collect::<Vec<_>>()
            .join("\n");

        let mut span = Span {
            path,
            start_line: first,
            end_line: last,
            text,
            symbol: None,
            symbol_kind: None,
            fresh: true,
            store: None,
        };
        self.name_enclosing_symbol(&mut span)?;
        self.mark_span_freshness(&mut span)?;
        Ok(Some(Read::One(span)))
    }

    /// The innermost definition a span sits inside, if any.
    fn name_enclosing_symbol(&self, span: &mut Span) -> Result<()> {
        let by_file = store::symbols_in_files(&self.db, std::slice::from_ref(&span.path))?;
        let Some(symbols) = by_file.get(&span.path) else {
            return Ok(());
        };
        // The same containment-then-overlap rule search uses, for the same
        // reason: a span that begins in a function's doc comment is that
        // function's.
        let contains = symbols
            .iter()
            .filter(|(start, end, _, _)| *start <= span.start_line && *end >= span.start_line)
            .min_by_key(|(start, end, _, _)| end.saturating_sub(*start));
        let best = contains.or_else(|| {
            symbols
                .iter()
                .filter(|(start, end, _, _)| *start <= span.end_line && *end >= span.start_line)
                .min_by_key(|(start, end, _, _)| end.saturating_sub(*start))
        });
        if let Some((_, _, name, kind)) = best {
            span.symbol = Some(name.clone());
            span.symbol_kind = Some(kind.clone());
        }
        Ok(())
    }

    /// Whether the file a span came from still looks the way it did when it
    /// was indexed. The same conservative rule search uses.
    fn mark_span_freshness(&self, span: &mut Span) -> Result<()> {
        let stamps = store::file_stamps(&self.db, std::slice::from_ref(&span.path))?;
        let Some((bytes, indexed_at)) = stamps.get(&span.path) else {
            return Ok(());
        };
        span.fresh = match std::fs::metadata(&span.path) {
            Ok(meta) => {
                meta.len() as i64 == *bytes
                    && meta
                        .modified()
                        .ok()
                        .and_then(|t| t.duration_since(std::time::UNIX_EPOCH).ok())
                        .is_none_or(|d| d.as_secs() as i64 <= *indexed_at)
            }
            Err(_) => false,
        };
        Ok(())
    }

    /// Give every hit the name of the definition it sits inside.
    ///
    /// One query for the whole answer, and the innermost definition wins: a
    /// method inside a class is more use to a reader than the class.
    fn name_enclosing_symbols(&self, hits: &mut [(Hit, f32)]) -> Result<()> {
        let mut paths: Vec<String> = Vec::new();
        for (hit, _) in hits.iter() {
            if hit.image.is_none() && !paths.contains(&hit.path) {
                paths.push(hit.path.clone());
            }
        }
        let by_file = store::symbols_in_files(&self.db, &paths)?;
        for (hit, _) in hits.iter_mut() {
            let Some(symbols) = by_file.get(&hit.path) else {
                continue;
            };
            // Containment first, overlap second, innermost within each.
            let contains = symbols
                .iter()
                .filter(|(start, end, _, _)| *start <= hit.start_line && *end >= hit.start_line)
                .min_by_key(|(start, end, _, _)| end.saturating_sub(*start));
            let best = contains.or_else(|| {
                symbols
                    .iter()
                    .filter(|(start, end, _, _)| *start <= hit.end_line && *end >= hit.start_line)
                    .min_by_key(|(start, end, _, _)| end.saturating_sub(*start))
            });
            if let Some((_, _, name, kind)) = best {
                hit.symbol = Some(name.clone());
                hit.symbol_kind = Some(kind.clone());
            }
        }
        Ok(())
    }

    /// Say, for every hit, whether its file still looks the way it did when it
    /// was indexed.
    ///
    /// One `stat` per distinct path in the answer, never one per hit: a search
    /// that returns eight chunks of one file asks the filesystem about that
    /// file once.
    fn mark_freshness(&self, hits: &mut [(Hit, f32)]) -> Result<()> {
        if hits.is_empty() {
            return Ok(());
        }
        let paths: Vec<String> = {
            let mut seen: Vec<String> = Vec::new();
            for (hit, _) in hits.iter() {
                if !seen.contains(&hit.path) {
                    seen.push(hit.path.clone());
                }
            }
            seen
        };
        let stamps = store::file_stamps(&self.db, &paths)?;
        let mut fresh: std::collections::HashMap<&str, bool> = std::collections::HashMap::new();
        for path in &paths {
            let Some((bytes, indexed_at)) = stamps.get(path) else {
                // The store has no row for this path. It cannot be said to
                // have changed, and claiming it had would be a warning about
                // nothing.
                fresh.insert(path.as_str(), true);
                continue;
            };
            let state = match std::fs::metadata(path) {
                Ok(meta) => {
                    let size_matches = meta.len() as i64 == *bytes;
                    let unmodified = meta
                        .modified()
                        .ok()
                        .and_then(|t| t.duration_since(std::time::UNIX_EPOCH).ok())
                        .is_none_or(|d| d.as_secs() as i64 <= *indexed_at);
                    size_matches && unmodified
                }
                // Gone or unreadable. The excerpt in hand is the only copy
                // there is, and it is certainly not current.
                Err(_) => false,
            };
            fresh.insert(path.as_str(), state);
        }
        for (hit, _) in hits.iter_mut() {
            hit.fresh = fresh.get(hit.path.as_str()).copied().unwrap_or(true);
        }
        Ok(())
    }

    /// The image half of a search: the query in CLIP's text space, against the
    /// store's image vectors.
    ///
    /// Empty, and free, for a store that holds no image — which is every store
    /// that has only ever been pointed at source code.
    fn image_search(
        &mut self,
        query: &str,
        depth: usize,
        filter: &Filter,
    ) -> Result<Vec<(u64, f32)>> {
        if store::image_count(&self.db)? == 0 {
            return Ok(Vec::new());
        }
        let allowlist = if filter.is_empty() {
            index::Allowlist::All
        } else {
            let mut ids = Vec::new();
            for id in store::filtered_image_ids(&self.db, filter.groups())? {
                // Same guard the text half uses: turbovec panics on an id its
                // index does not hold, and a run interrupted between the row
                // and the vector leaves exactly that.
                if self.images.contains(id as u64)? {
                    ids.push(id as u64);
                }
            }
            if ids.is_empty() {
                return Ok(Vec::new());
            }
            index::Allowlist::Subset(ids)
        };

        let mut vector = self.clip.embed_query(query, self.quiet)?;
        normalize(&mut vector);
        let (scores, ids) = self.images.search(&vector, depth, &allowlist)?;
        Ok(ids
            .into_iter()
            .zip(scores.into_iter().chain(std::iter::repeat(0.0)))
            .collect())
    }

    /// How many images this store holds.
    pub fn image_count(&self) -> Result<i64> {
        store::image_count(&self.db)
    }

    /// `(files, chunks, indexed bytes)`
    pub fn stats(&self) -> Result<(i64, i64, i64)> {
        store::stats(&self.db)
    }

    /// Write the index out durably, so an interrupted save cannot leave a
    /// half-written index behind.
    pub fn save(&mut self) -> Result<()> {
        self.index.save()?;
        // The second space is saved with the first: a run that embedded an
        // image and did not write its vector would leave a row addressing
        // nothing, which is the one inconsistency this store's whole design is
        // arranged to prevent.
        self.images.save()?;

        // Bumped after the rename, never before: a reader that sees the new
        // generation is guaranteed to find the new index behind it. Read back
        // from the store rather than incremented from this process's copy,
        // which may predate another writer's run.
        self.generation = generation(&self.db)? + 1;
        store::set_meta(&self.db, GENERATION, &self.generation.to_string())?;
        Ok(())
    }
}

#[derive(Default)]
struct Batch {
    ids: Vec<u64>,
    texts: Vec<String>,
}

pub(crate) fn normalize(v: &mut [f32]) {
    let norm = v.iter().map(|x| x * x).sum::<f32>().sqrt();
    if norm > 0.0 {
        for x in v {
            *x /= norm;
        }
    }
}

/// How many times this store's index has been rewritten. Absent on a store
/// written before 0.4.0, which reads as zero and is bumped on its first write.
fn generation(db: &Connection) -> Result<u64> {
    Ok(store::get_meta(db, GENERATION)?
        .and_then(|v| v.parse().ok())
        .unwrap_or(0))
}

fn now() -> i64 {
    SystemTime::now()
        .duration_since(UNIX_EPOCH)
        .map(|d| d.as_secs() as i64)
        .unwrap_or(0)
}

/// Byte counts sized to the unit that actually shows a digit — a small corpus
/// reported as "0.0 MB" reads like a bug rather than a small corpus.
pub fn human_bytes(bytes: i64) -> String {
    const KB: f64 = 1024.0;
    let b = bytes as f64;
    if b >= KB * KB {
        format!("{:.1} MB", b / (KB * KB))
    } else if b >= KB {
        format!("{:.0} KB", b / KB)
    } else {
        format!("{bytes} B")
    }
}

/// Serialize a stored path in the form a person reads, leaving the value in
/// memory as the store's own key. One attribute per field beats a call at every
/// place a struct reaches JSON, and the CLI's `--json`, the portal and the MCP
/// results all serialise these same structs.
pub fn serialize_plain<S: serde::Serializer>(path: &str, s: S) -> Result<S::Ok, S::Error> {
    s.serialize_str(&plain(path))
}

pub fn canonical(path: &Path) -> PathBuf {
    std::fs::canonicalize(path).unwrap_or_else(|_| path.to_path_buf())
}

/// A path as a person or an agent should read it.
///
/// `std::fs::canonicalize` on Windows returns the verbatim form —
/// `\\?\C:\work\api\src\lock.rs`, or `\\?\UNC\server\share\...` for a network
/// path — which is what the store holds and what the long-path APIs need. It is
/// not what an editor opens, what a shell completes, or what anybody pastes
/// back: every locator semlith printed on Windows was unusable (#74).
///
/// The store keeps the verbatim form, because that is what makes a path longer
/// than 260 characters work. Only the text on its way out is plain, and
/// `semlith read` takes either.
///
/// A dozen lines rather than a crate: this runs on every hit and every row, and
/// the rule is two prefixes.
///
/// Applied where a path is rendered — [`serialize_plain`] for everything that
/// goes out as JSON, `display` for the CLI's text — and never where one is
/// stored or looked up. A stripped path is not the key the store holds, and a
/// row's own path is what the next query uses to fetch its text.
pub fn plain(text: &str) -> String {
    if let Some(rest) = text.strip_prefix(r"\\?\UNC\") {
        return format!(r"\\{rest}");
    }
    match text.strip_prefix(r"\\?\") {
        // Only a drive-letter path. `\\?\Volume{...}` names a volume with no
        // mount point, and shortening that would make it name nothing.
        Some(rest)
            if rest.len() >= 2
                && rest.as_bytes()[0].is_ascii_alphabetic()
                && rest.as_bytes()[1] == b':' =>
        {
            rest.to_string()
        }
        _ => text.to_string(),
    }
}

/// Overrides [`model_cache_dir`].
pub const MODEL_CACHE_ENV: &str = "SEMLITH_MODEL_CACHE";

/// Where ONNX model weights are cached. Shared across stores — the weights are
/// large and identical for a given model.
///
/// An error rather than `.` when there is no home: 52 MB of weights written
/// into whatever directory the process started in is not a cache, it is litter
/// that the next run does not find either (#73).
pub fn model_cache_dir() -> Result<PathBuf> {
    if let Ok(dir) = std::env::var(MODEL_CACHE_ENV) {
        return Ok(PathBuf::from(dir));
    }
    Ok(home::user_home()?
        .join(".cache")
        .join("semlith")
        .join("models"))
}

/// Which of `roots` can be read, and why the others cannot.
///
/// Asked before a store is opened, because opening one creates it: a typo in a
/// path used to leave an empty store registered under the typo's own name and
/// exit 0, so a script that indexed a moved directory was told it had worked
/// (#76). A directory is probed with `read_dir` rather than `metadata` alone,
/// because a directory whose contents cannot be listed is one that would index
/// as empty.
pub fn check_roots(roots: &[PathBuf]) -> (Vec<PathBuf>, Vec<(PathBuf, String)>) {
    let mut readable = Vec::new();
    let mut refused = Vec::new();
    for root in roots {
        let listed = match std::fs::metadata(root) {
            Ok(meta) if meta.is_dir() => std::fs::read_dir(root).map(|_| ()),
            Ok(_) => std::fs::File::open(root).map(|_| ()),
            Err(e) => Err(e),
        };
        match listed {
            Ok(()) => readable.push(root.clone()),
            Err(e) => refused.push((root.clone(), e.to_string())),
        }
    }
    (readable, refused)
}

/// Walk `roots`, honouring `.gitignore` and skipping hidden files. Returns
/// canonical paths so the same file reached two ways is one entry.
fn walk(roots: &[PathBuf]) -> Vec<PathBuf> {
    let mut out = Vec::new();
    let mut seen = std::collections::HashSet::new();

    for root in roots {
        let mut builder = ignore::WalkBuilder::new(root);
        builder
            .hidden(true)
            .git_ignore(true)
            .git_global(true)
            .git_exclude(true)
            .parents(true)
            // Honour `.gitignore` even outside a git repo. A notes or docs
            // folder is a perfectly normal thing to index, and a `.gitignore`
            // sitting in it still means "not this".
            .require_git(false)
            .filter_entry(|e| e.file_name() != ".semlith");

        for result in builder.build() {
            // Unreadable directories should not abort the run, but silently
            // indexing nothing is worse than a noisy line on stderr.
            let entry = match result {
                Ok(e) => e,
                Err(e) => {
                    eprintln!("semlith: skipping unreadable path: {e}");
                    continue;
                }
            };
            if !entry.file_type().is_some_and(|t| t.is_file()) {
                continue;
            }
            let path = canonical(entry.path());
            if seen.insert(path.clone()) {
                out.push(path);
            }
        }
    }
    out
}

#[cfg(test)]
mod tests {
    use super::*;

    /// The rule is crude on purpose, so these are the whole of it.
    #[test]
    fn a_query_is_identifier_shaped_only_when_it_is_one_token_of_identifier() {
        for identifier in [
            "record_retrieval",
            "store::edges_out",
            "Semlith",
            "self.index.search",
            "format!",
            "k8s",
        ] {
            assert_eq!(
                shape_of(identifier),
                Shape::Identifier,
                "{identifier:?} is an identifier"
            );
        }
        for question in [
            "where does a retrieval get written down",
            "record retrieval",
            "how does indexing work?",
            "",
            "   ",
            "42",
        ] {
            assert_eq!(shape_of(question), Shape::Question, "{question:?}");
        }
    }

    /// An identifier leans on FTS5, which is exact about a name; a question
    /// leaves the two halves level, because the embedding is the one that
    /// reads a sentence.
    #[test]
    fn the_shape_decides_what_the_keyword_list_is_worth() {
        assert_eq!(Shape::Identifier.keyword_weight(), 2.0);
        assert_eq!(Shape::Question.keyword_weight(), 1.0);
        assert_eq!(Shape::Identifier.weighting(), "keyword weighted 2×");
        assert_eq!(Shape::Question.weighting(), "vector and keyword equal");
    }

    /// A bias, not a filter: the unpreferred side keeps its score rather than
    /// being cut, so `prefer: code` over a corpus of prose still answers.
    #[test]
    fn prefer_lifts_one_side_and_never_removes_the_other() {
        assert_eq!(Prefer::Any.multiplier(true), 1.0);
        assert_eq!(Prefer::Any.multiplier(false), 1.0);
        assert!(Prefer::Code.multiplier(true) > Prefer::Code.multiplier(false));
        assert!(Prefer::Docs.multiplier(false) > Prefer::Docs.multiplier(true));
        assert!(Prefer::Code.multiplier(false) > 0.0);
        assert!(Prefer::Docs.multiplier(true) > 0.0);
    }

    /// A misspelled preference is told, not silently ignored: an agent that
    /// passed `prefer: source` would otherwise read an unbiased answer as a
    /// biased one.
    #[test]
    fn an_unknown_preference_is_an_error() {
        assert_eq!(Prefer::parse("code").unwrap(), Prefer::Code);
        assert_eq!(Prefer::parse("DOCS").unwrap(), Prefer::Docs);
        assert_eq!(Prefer::parse("").unwrap(), Prefer::Any);
        assert!(Prefer::parse("source").is_err());
    }

    /// The rerank is a tiebreak, not a second ranking. Every factor has to be
    /// small enough that a chunk the query matched badly cannot climb over one
    /// it matched well, and large enough to separate two that matched equally.
    #[test]
    fn every_rerank_factor_is_a_tiebreak_rather_than_a_ranking() {
        let strongest = 1.0 + GRAPH_PROXIMITY;
        let weakest = 1.0 - STALE_PENALTY;
        assert!(
            strongest / weakest < 1.5,
            "the whole rerank spans {strongest}/{weakest}, which is a ranking rather than a \
             tiebreak"
        );
        const { assert!(GRAPH_PROXIMITY > 0.0 && STALE_PENALTY > 0.0) };
        // A stale hit is pushed down, never removed: the excerpt in hand may
        // still be the best answer there is.
        const { assert!(STALE_PENALTY < 1.0) };
    }

    /// A span and a name are told apart by shape, not by trying one and
    /// falling back — a caller mistyping a path must not silently get a
    /// symbol lookup for it.
    #[test]
    fn a_read_target_is_a_span_or_a_name_by_its_shape() {
        assert_eq!(
            Target::parse("src/store.rs:1041-1080"),
            Target::Span {
                path: "src/store.rs".to_string(),
                start: 1041,
                end: 1080
            }
        );
        // One line is a span of one.
        assert_eq!(
            Target::parse("src/store.rs:12"),
            Target::Span {
                path: "src/store.rs".to_string(),
                start: 12,
                end: 12
            }
        );
        // Backwards is still a span, in the order the file has.
        assert_eq!(
            Target::parse("a.rs:80-40"),
            Target::Span {
                path: "a.rs".to_string(),
                start: 40,
                end: 80
            }
        );
        for name in [
            "record_retrieval",
            "store::edges_out",
            "src/store.rs",
            "a.rs:notanumber",
        ] {
            assert!(
                matches!(Target::parse(name), Target::Symbol(_)),
                "{name:?} is a name"
            );
        }
    }

    /// Chunking does not respect syntax: the chunk holding a function's
    /// opening almost always starts a few lines above it, in the doc comment.
    /// That is the most useful chunk in the function to label, and matching on
    /// the hit's first line alone left exactly those unlabelled.
    #[test]
    fn a_hit_that_straddles_a_definitions_start_is_labelled_with_it() {
        // (start, end, name, kind), as `symbols_in_files` returns them.
        let symbols = [
            (100u32, 180u32, "outer".to_string(), "function".to_string()),
            (120u32, 140u32, "inner".to_string(), "function".to_string()),
        ];
        // A chunk from the doc comment above `inner` into its body.
        let pick = |start: u32, end: u32| {
            let contains = symbols
                .iter()
                .filter(|(s, e, _, _)| *s <= start && *e >= start)
                .min_by_key(|(s, e, _, _)| e.saturating_sub(*s));
            contains
                .or_else(|| {
                    symbols
                        .iter()
                        .filter(|(s, e, _, _)| *s <= end && *e >= start)
                        .min_by_key(|(s, e, _, _)| e.saturating_sub(*s))
                })
                .map(|(_, _, name, _)| name.as_str())
        };
        // Straddling: line 115 is inside `outer` only, but the chunk reaches
        // into `inner`. Containment wins, so it is `outer` — the rule prefers
        // the definition the hit actually begins in.
        assert_eq!(pick(115, 130), Some("outer"));
        // Entirely above both definitions but overlapping `outer`: labelled.
        assert_eq!(pick(90, 105), Some("outer"));
        // Innermost wins when both contain the start.
        assert_eq!(pick(125, 135), Some("inner"));
        // Nothing near it at all.
        assert_eq!(pick(200, 210), None);
    }

    #[test]
    fn normalize_gives_unit_length() {
        let mut v = vec![3.0, 4.0];
        normalize(&mut v);
        assert!((v.iter().map(|x| x * x).sum::<f32>() - 1.0).abs() < 1e-6);

        // A zero vector must survive rather than become NaN.
        let mut z = vec![0.0, 0.0];
        normalize(&mut z);
        assert_eq!(z, vec![0.0, 0.0]);
    }

    /// A single file must never queue more than one batch of work. Before
    /// this was enforced per chunk rather than per file, one 8 MB file could
    /// hold thousands of chunks in memory and embed them in a single call.
    #[test]
    fn one_large_file_does_not_queue_more_than_a_batch() {
        let text = "a line of perfectly ordinary text\n".repeat(4000);
        let chunks = chunk::chunk_text(&text);
        assert!(
            chunks.len() > EMBED_BATCH * 4,
            "test file is too small to prove anything: {} chunks",
            chunks.len()
        );

        // Mirror the accumulate-and-flush rule from index_paths.
        let mut queued = 0usize;
        let mut high_water = 0usize;
        for _ in &chunks {
            queued += 1;
            high_water = high_water.max(queued);
            if queued >= EMBED_BATCH {
                queued = 0;
            }
        }
        assert_eq!(
            high_water, EMBED_BATCH,
            "queue grew past one batch within a single file"
        );
    }

    #[test]
    fn a_new_store_records_the_default_model_and_reopens_on_it() {
        let dir = tempdir();
        let created = Semlith::open(&dir, None).unwrap();
        assert_eq!(*created.model(), default_model());
        assert_eq!(created.dim(), 384);
        drop(created);

        // Reopening must read the model back out of the store, not re-derive
        // it from the default — otherwise changing the default would silently
        // orphan every existing store.
        let reopened = Semlith::open(&dir, None).unwrap();
        assert_eq!(*reopened.model(), default_model());
    }

    #[test]
    fn an_existing_store_keeps_its_own_model() {
        use fastembed::EmbeddingModel;
        let dir = tempdir2();
        let old = Model::Builtin(EmbeddingModel::BGESmallENV15);
        let created = Semlith::open(&dir, Some(old.clone())).unwrap();
        assert_eq!(*created.model(), old);
        drop(created);

        // Opening with no preference must not migrate it to the new default.
        let reopened = Semlith::open(&dir, None).unwrap();
        assert_eq!(*reopened.model(), old);

        // Asking for a different model than the store holds is an error, not a
        // silent rebuild.
        assert!(Semlith::open(&dir, Some(Model::Granite)).is_err());
    }

    fn tempdir() -> PathBuf {
        let d = std::env::temp_dir().join(format!("semlith-test-{}", std::process::id()));
        let _ = std::fs::remove_dir_all(&d);
        d
    }

    fn tempdir2() -> PathBuf {
        let d = std::env::temp_dir().join(format!("semlith-test-b-{}", std::process::id()));
        let _ = std::fs::remove_dir_all(&d);
        d
    }
}

#[cfg(test)]
mod plain_path_tests {
    use super::plain;

    /// Runs on every platform against literal strings, because the bug is about
    /// text and a macOS machine can still prove the rule (#74).
    #[test]
    fn a_verbatim_prefix_is_not_what_anybody_pastes_back() {
        assert_eq!(
            plain(r"\\?\C:\work\api\src\lock.rs"),
            r"C:\work\api\src\lock.rs"
        );
        assert_eq!(plain(r"\\?\c:\work"), r"c:\work");
        // A UNC path keeps both leading slashes, which is the form that opens.
        assert_eq!(
            plain(r"\\?\UNC\server\share\notes.md"),
            r"\\server\share\notes.md"
        );
        // A volume with no mount point is named by that GUID and by nothing
        // else, so shortening it would leave a path that names nothing.
        let volume = r"\\?\Volume{9f8a7b6c-0000-0000-0000-000000000000}\data";
        assert_eq!(plain(volume), volume);
        // Everything else is left exactly as it is.
        assert_eq!(
            plain("/home/someone/api/src/lock.rs"),
            "/home/someone/api/src/lock.rs"
        );
        assert_eq!(plain(r"C:\work\api"), r"C:\work\api");
        assert_eq!(
            plain(r"\\server\share\notes.md"),
            r"\\server\share\notes.md"
        );
        assert_eq!(plain(""), "");
    }
}