ripvec-core 3.1.2

Semantic code + document search engine. Cacheless static-embedding + cross-encoder rerank by default; optional ModernBERT/BGE transformer engines with GPU backends. Tree-sitter chunking, hybrid BM25 + PageRank, composable ranking layers.
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
//! `PageRank`-weighted structural overview of a codebase.
//!
//! Builds a dependency graph from tree-sitter definition and import extraction,
//! ranks files by importance using `PageRank` (standard or topic-sensitive), and
//! renders a budget-constrained overview with tiered detail levels.

use std::collections::HashMap;
use std::fmt::Write as _;
use std::path::{Path, PathBuf};

use rayon::prelude::*;
use rkyv::{Archive, Deserialize as RkyvDeserialize, Serialize as RkyvSerialize};
use streaming_iterator::StreamingIterator;
use tree_sitter::{Parser, Query, QueryCursor};

use crate::languages;
use crate::walk;

// ── Data Structures ──────────────────────────────────────────────────

/// Persisted dependency graph with `PageRank` scores.
#[derive(Debug, Clone, Archive, RkyvSerialize, RkyvDeserialize)]
pub struct RepoGraph {
    /// Files in the repository with definitions, imports, and calls.
    pub files: Vec<FileNode>,
    /// File-level edges (derived from def-level call edges).
    pub edges: Vec<(u32, u32, u32)>,
    /// File-level `PageRank` scores (aggregated from def-level).
    pub base_ranks: Vec<f32>,
    /// File-level callers (indices into `files`).
    pub callers: Vec<Vec<u32>>,
    /// File-level callees (indices into `files`).
    pub callees: Vec<Vec<u32>>,
    /// Definition-level call edges: `(caller_def, callee_def, weight)`.
    pub def_edges: Vec<(DefId, DefId, u32)>,
    /// Definition-level `PageRank` scores (flattened: `offsets[file_idx] + def_idx`).
    pub def_ranks: Vec<f32>,
    /// Definition-level callers (flattened, parallel to `def_ranks`).
    pub def_callers: Vec<Vec<DefId>>,
    /// Definition-level callees (flattened, parallel to `def_ranks`).
    pub def_callees: Vec<Vec<DefId>>,
    /// Prefix-sum offsets for flattening `DefId` to linear index.
    pub def_offsets: Vec<usize>,
    /// Auto-tuned alpha for search boost.
    pub alpha: f32,
}

/// A file in the repository with its definitions and imports.
#[derive(Debug, Clone, Archive, RkyvSerialize, RkyvDeserialize)]
pub struct FileNode {
    /// Relative path from the repository root.
    pub path: String,
    /// Definitions (functions, structs, classes, etc.) extracted from this file.
    pub defs: Vec<Definition>,
    /// Import references extracted from this file.
    pub imports: Vec<ImportRef>,
}

/// A definition extracted from a source file.
#[derive(Debug, Clone, Archive, RkyvSerialize, RkyvDeserialize)]
pub struct Definition {
    /// Name of the definition (e.g., function name, class name).
    pub name: String,
    /// Kind of syntax node (e.g., `function_item`, `class_definition`).
    pub kind: String,
    /// 1-based start line number.
    pub start_line: u32,
    /// 1-based end line number.
    pub end_line: u32,
    /// Scope chain (e.g., `"impl_item Foo > fn bar"`).
    pub scope: String,
    /// Function/method signature, if available.
    pub signature: Option<String>,
    /// Byte offset of this definition's start in the source file.
    pub start_byte: u32,
    /// Byte offset of this definition's end in the source file.
    pub end_byte: u32,
    /// Call sites within this definition's body.
    pub calls: Vec<CallRef>,
}

/// An import reference extracted from a source file.
#[derive(Debug, Clone, Archive, RkyvSerialize, RkyvDeserialize)]
pub struct ImportRef {
    /// Raw import path as written in source (e.g., `crate::foo::bar`).
    pub raw_path: String,
    /// Resolved file index in [`RepoGraph::files`], if resolution succeeded.
    pub resolved_idx: Option<u32>,
}

/// Unique identifier for a definition: (file index, definition index within file).
pub type DefId = (u32, u16);

/// A call site extracted from a definition body.
#[derive(Debug, Clone, Archive, RkyvSerialize, RkyvDeserialize)]
pub struct CallRef {
    /// Callee function/method name.
    pub name: String,
    /// Byte offset of the call in the source file (for scoping to definitions).
    pub byte_offset: u32,
    /// Resolved target definition, if resolution succeeded.
    pub resolved: Option<DefId>,
}

// ── Constants ────────────────────────────────────────────────────────

/// `PageRank` damping factor.
const DAMPING: f32 = 0.85;

/// `PageRank` convergence threshold.
const EPSILON: f32 = 1e-6;

/// Maximum `PageRank` iterations.
const MAX_ITERATIONS: usize = 100;

/// Maximum callers/callees stored per file.
const MAX_NEIGHBORS: usize = 5;

/// Approximate characters per token for budget estimation.
const CHARS_PER_TOKEN: usize = 4;

// ── Import Queries ───────────────────────────────────────────────────

/// Compile a tree-sitter import query for the given extension.
///
/// Returns `None` for unsupported extensions.
fn import_query_for_extension(ext: &str) -> Option<(tree_sitter::Language, Query)> {
    let (lang, query_str): (tree_sitter::Language, &str) = match ext {
        "rs" => (
            tree_sitter_rust::LANGUAGE.into(),
            "(use_declaration) @import",
        ),
        "py" | "pyi" => (
            tree_sitter_python::LANGUAGE.into(),
            concat!(
                "(import_statement) @import\n",
                "(import_from_statement) @import",
            ),
        ),
        "js" | "jsx" => (
            tree_sitter_javascript::LANGUAGE.into(),
            "(import_statement source: (string) @import_path) @import",
        ),
        "ts" => (
            tree_sitter_typescript::LANGUAGE_TYPESCRIPT.into(),
            "(import_statement source: (string) @import_path) @import",
        ),
        "tsx" => (
            tree_sitter_typescript::LANGUAGE_TSX.into(),
            "(import_statement source: (string) @import_path) @import",
        ),
        "go" => (
            tree_sitter_go::LANGUAGE.into(),
            "(import_spec path: (interpreted_string_literal) @import_path) @import",
        ),
        // Ruby: require statements.
        "rb" => (
            tree_sitter_ruby::LANGUAGE.into(),
            "(call method: (identifier) @_method arguments: (argument_list (string (string_content) @import_path)) (#eq? @_method \"require\")) @import",
        ),
        _ => return None,
    };
    let query = match Query::new(&lang, query_str) {
        Ok(q) => q,
        Err(e) => {
            tracing::warn!(ext, %e, "import query compilation failed — language may be ABI-incompatible");
            return None;
        }
    };
    Some((lang, query))
}

/// Extract import paths from source using tree-sitter.
fn extract_imports(
    source: &str,
    lang: &tree_sitter::Language,
    import_query: &Query,
) -> Vec<String> {
    let mut parser = Parser::new();
    if parser.set_language(lang).is_err() {
        return vec![];
    }
    let Some(tree) = parser.parse(source, None) else {
        return vec![];
    };

    let mut cursor = QueryCursor::new();
    let mut imports = Vec::new();
    let mut matches = cursor.matches(import_query, tree.root_node(), source.as_bytes());

    while let Some(m) = matches.next() {
        // Prefer @import_path capture (JS/TS/Go), fall back to full @import text
        let mut import_path_text = None;
        let mut import_text = None;

        for cap in m.captures {
            let cap_name = &import_query.capture_names()[cap.index as usize];
            let text = &source[cap.node.start_byte()..cap.node.end_byte()];
            if *cap_name == "import_path" {
                import_path_text = Some(text.trim_matches(|c| c == '"' || c == '\''));
            } else if *cap_name == "import" {
                import_text = Some(text);
            }
        }

        if let Some(path) = import_path_text {
            imports.push(path.to_string());
        } else if let Some(text) = import_text {
            imports.push(text.to_string());
        }
    }

    imports
}

// ── Import Resolution ────────────────────────────────────────────────

/// Resolve a Rust `use` path to a file index in the file map.
///
/// Handles `crate::`, `self::`, and `super::` prefixes. External crate
/// imports are dropped (returns `None`).
fn resolve_rust_import(
    raw: &str,
    file_path: &Path,
    root: &Path,
    file_index: &HashMap<PathBuf, usize>,
) -> Option<usize> {
    // Extract the module path from `use crate::foo::bar;` or `use crate::foo::bar::Baz;`
    let trimmed = raw
        .trim()
        .trim_start_matches("use ")
        .trim_end_matches(';')
        .trim();

    let segments: Vec<&str> = trimmed.split("::").collect();
    if segments.is_empty() {
        return None;
    }

    // Determine the base directory and skip prefix segments
    let (base, skip) = match segments[0] {
        "crate" => {
            // Find the nearest Cargo.toml ancestor to determine the crate root.
            // In a workspace, `crate::foo` resolves relative to the crate's src/,
            // not the workspace root.
            let mut dir = file_path.parent();
            let crate_root = loop {
                match dir {
                    Some(d) if d.join("Cargo.toml").exists() => break d.join("src"),
                    Some(d) => dir = d.parent(),
                    None => break root.join("src"), // fallback
                }
            };
            (crate_root, 1)
        }
        "self" => {
            let dir = file_path.parent()?;
            (dir.to_path_buf(), 1)
        }
        "super" => {
            let dir = file_path.parent()?.parent()?;
            (dir.to_path_buf(), 1)
        }
        // External crate — drop
        _ => return None,
    };

    // Build candidate paths from the remaining segments.
    // Try progressively shorter prefixes since the last segments
    // may be items (struct, fn) rather than modules.
    let path_segments = &segments[skip..];
    for end in (1..=path_segments.len()).rev() {
        let mut candidate = base.clone();
        for seg in &path_segments[..end] {
            // Strip glob patterns like `{Foo, Bar}`
            let clean = seg.split('{').next().unwrap_or(seg).trim();
            if !clean.is_empty() {
                candidate.push(clean);
            }
        }

        // Try file.rs
        let as_file = candidate.with_extension("rs");
        if let Some(&idx) = file_index.get(&as_file) {
            return Some(idx);
        }

        // Try dir/mod.rs
        let as_mod = candidate.join("mod.rs");
        if let Some(&idx) = file_index.get(&as_mod) {
            return Some(idx);
        }
    }

    None
}

/// Resolve an import path to a file index based on file extension.
fn resolve_import(
    raw: &str,
    ext: &str,
    file_path: &Path,
    root: &Path,
    file_index: &HashMap<PathBuf, usize>,
) -> Option<usize> {
    match ext {
        "rs" => resolve_rust_import(raw, file_path, root, file_index),
        "py" | "pyi" => resolve_python_import(raw, root, file_index),
        "js" | "jsx" | "ts" | "tsx" => resolve_js_import(raw, file_path, file_index),
        // Go imports use full package paths — skip local resolution
        _ => None,
    }
}

/// Resolve a Python import to a file index.
///
/// Handles `import foo.bar` and `from foo.bar import baz` patterns.
fn resolve_python_import(
    raw: &str,
    root: &Path,
    file_index: &HashMap<PathBuf, usize>,
) -> Option<usize> {
    let module_path = if let Some(rest) = raw.strip_prefix("from ") {
        rest.split_whitespace().next()?
    } else if let Some(rest) = raw.strip_prefix("import ") {
        rest.split_whitespace().next()?
    } else {
        return None;
    };

    let rel_path: PathBuf = module_path.split('.').collect();
    for ext in ["py", "pyi"] {
        let as_file = root.join(&rel_path).with_extension(ext);
        if let Some(&idx) = file_index.get(&as_file) {
            return Some(idx);
        }
    }

    for init_name in ["__init__.py", "__init__.pyi"] {
        let as_init = root.join(&rel_path).join(init_name);
        if let Some(&idx) = file_index.get(&as_init) {
            return Some(idx);
        }
    }

    None
}

/// Resolve a JS/TS import to a file index.
///
/// Handles relative paths like `./foo` or `../bar`.
fn resolve_js_import(
    raw: &str,
    file_path: &Path,
    file_index: &HashMap<PathBuf, usize>,
) -> Option<usize> {
    if !raw.starts_with('.') {
        return None;
    }

    let dir = file_path.parent()?;
    let candidate = dir.join(raw);

    for ext in &["js", "jsx", "ts", "tsx"] {
        let with_ext = candidate.with_extension(ext);
        if let Some(&idx) = file_index.get(&with_ext) {
            return Some(idx);
        }
    }

    for ext in &["js", "jsx", "ts", "tsx"] {
        let index_file = candidate.join("index").with_extension(ext);
        if let Some(&idx) = file_index.get(&index_file) {
            return Some(idx);
        }
    }

    None
}

// ── Extraction ───────────────────────────────────────────────────────

/// Extract definitions from a source file using tree-sitter.
fn extract_definitions(source: &str, config: &languages::LangConfig) -> Vec<Definition> {
    let mut parser = Parser::new();
    if parser.set_language(&config.language).is_err() {
        return vec![];
    }
    let Some(tree) = parser.parse(source, None) else {
        return vec![];
    };

    let mut cursor = QueryCursor::new();
    let mut defs = Vec::new();
    let mut matches = cursor.matches(&config.query, tree.root_node(), source.as_bytes());

    while let Some(m) = matches.next() {
        let mut name = String::new();
        let mut def_node = None;

        for cap in m.captures {
            let cap_name = &config.query.capture_names()[cap.index as usize];
            if *cap_name == "name" {
                name = source[cap.node.start_byte()..cap.node.end_byte()].to_string();
            } else if *cap_name == "def" {
                def_node = Some(cap.node);
            }
        }

        if let Some(node) = def_node {
            let scope = crate::chunk::build_scope_chain(node, source);
            let signature = crate::chunk::extract_signature(node, source);
            #[expect(clippy::cast_possible_truncation, reason = "line numbers fit in u32")]
            let start_line = node.start_position().row as u32 + 1;
            #[expect(clippy::cast_possible_truncation, reason = "line numbers fit in u32")]
            let end_line = node.end_position().row as u32 + 1;
            #[expect(clippy::cast_possible_truncation, reason = "byte offsets fit in u32")]
            let start_byte = node.start_byte() as u32;
            #[expect(clippy::cast_possible_truncation, reason = "byte offsets fit in u32")]
            let end_byte = node.end_byte() as u32;
            defs.push(Definition {
                name,
                kind: node.kind().to_string(),
                start_line,
                end_line,
                scope,
                signature,
                start_byte,
                end_byte,
                calls: vec![],
            });
        }
    }

    defs
}

// ── Call Extraction & Resolution ────────────────────────────────────

/// Extract call sites from a source file and assign them to definitions.
///
/// Uses the language's call query to find all call expressions, then
/// assigns each call to the definition whose byte range contains it.
/// Calls outside any definition body (module-level) are ignored.
fn extract_calls(source: &str, call_config: &languages::CallConfig, defs: &mut [Definition]) {
    let mut parser = Parser::new();
    if parser.set_language(&call_config.language).is_err() {
        return;
    }
    let Some(tree) = parser.parse(source, None) else {
        return;
    };

    let mut cursor = QueryCursor::new();
    let mut matches = cursor.matches(&call_config.query, tree.root_node(), source.as_bytes());

    while let Some(m) = matches.next() {
        let mut callee_name = None;
        let mut call_byte = 0u32;

        for cap in m.captures {
            let cap_name = &call_config.query.capture_names()[cap.index as usize];
            if *cap_name == "callee" {
                callee_name = Some(source[cap.node.start_byte()..cap.node.end_byte()].to_string());
                #[expect(clippy::cast_possible_truncation, reason = "byte offsets fit in u32")]
                {
                    call_byte = cap.node.start_byte() as u32;
                }
            }
        }

        if let Some(name) = callee_name {
            // Assign to the enclosing definition by byte range
            if let Some(def) = defs
                .iter_mut()
                .find(|d| d.start_byte <= call_byte && call_byte < d.end_byte)
            {
                // Skip self-recursive calls
                if def.name != name {
                    def.calls.push(CallRef {
                        name,
                        byte_offset: call_byte,
                        resolved: None,
                    });
                }
            }
            // Calls outside any definition are ignored (module-level init)
        }
    }
}

/// Build an index from definition name to list of `DefId`s.
fn build_def_index(files: &[FileNode]) -> HashMap<String, Vec<DefId>> {
    let mut index: HashMap<String, Vec<DefId>> = HashMap::new();
    for (file_idx, file) in files.iter().enumerate() {
        for (def_idx, def) in file.defs.iter().enumerate() {
            #[expect(clippy::cast_possible_truncation)]
            let did: DefId = (file_idx as u32, def_idx as u16);
            index.entry(def.name.clone()).or_default().push(did);
        }
    }
    index
}

/// Resolve call references to target definitions.
///
/// Strategy:
/// 1. Scoped calls (`mod_a::foo`): look up candidates by bare name, then prefer
///    the unique candidate whose file path or scope contains the qualifier. If
///    multiple candidates still match after qualifier filtering, the call is
///    ambiguous — leave `resolved` as `None` (no silent first-wins).
/// 2. Unqualified calls — same-file: prefer definitions in the caller's own file.
/// 3. Unqualified calls — imported-file: check definitions in files this file imports.
/// 4. Unqualified calls — ambiguous (multiple candidates, none same-file or imported):
///    leave `resolved` as `None`.
/// 5. Unresolved: leave `resolved` as `None`.
fn resolve_calls(files: &mut [FileNode], def_index: &HashMap<String, Vec<DefId>>) {
    // Pre-compute imported file sets for each file
    let imported_files: Vec<std::collections::HashSet<u32>> = files
        .iter()
        .map(|f| {
            f.imports
                .iter()
                .filter_map(|imp| imp.resolved_idx)
                .collect()
        })
        .collect();

    for file_idx in 0..files.len() {
        for def_idx in 0..files[file_idx].defs.len() {
            for call_idx in 0..files[file_idx].defs[def_idx].calls.len() {
                let call_name = files[file_idx].defs[def_idx].calls[call_idx].name.clone();

                // Determine whether this is a scoped call (contains `::`)
                let (lookup_key, qualifier) = if let Some(pos) = call_name.rfind("::") {
                    // Scoped call: bare name is the trailing component; qualifier is everything before
                    let bare = &call_name[pos + 2..];
                    let qual = &call_name[..pos];
                    (bare.to_string(), Some(qual.to_string()))
                } else {
                    (call_name.clone(), None)
                };

                let Some(candidates) = def_index.get(&lookup_key) else {
                    continue;
                };

                if let Some(qual) = qualifier {
                    // Scoped call: filter candidates by qualifier match.
                    // A candidate matches if the file path or scope chain contains the
                    // qualifier as a path component (e.g., file "mod_a.rs" for qualifier "mod_a",
                    // or file "mod_a/lib.rs", or scope containing "mod_a").
                    let qual_segments: Vec<&str> = qual.split("::").collect();
                    let matching: Vec<DefId> = candidates
                        .iter()
                        .copied()
                        .filter(|&(f_idx, _)| {
                            let file_path = &files[f_idx as usize].path;
                            // Check if the qualifier's last segment appears in the file path stem
                            // or if the full qualifier appears as path components in the file path.
                            let last_segment = qual_segments.last().copied().unwrap_or("");
                            // Normalise: replace path separators with `::` for comparison
                            let path_as_module =
                                file_path.trim_end_matches(".rs").replace(['/', '\\'], "::");
                            path_as_module.contains(last_segment)
                                || file_path.contains(last_segment)
                        })
                        .collect();

                    // Unique match → resolve; ambiguous or no match → leave None
                    if matching.len() == 1 {
                        files[file_idx].defs[def_idx].calls[call_idx].resolved = Some(matching[0]);
                    }
                    // Multiple matches or no matches → resolved stays None (ambiguous)
                    continue;
                }

                // Unqualified call resolution:

                // Priority 1: same file
                #[expect(clippy::cast_possible_truncation)]
                let file_idx_u32 = file_idx as u32;
                if let Some(&did) = candidates.iter().find(|(f, _)| *f == file_idx_u32) {
                    files[file_idx].defs[def_idx].calls[call_idx].resolved = Some(did);
                    continue;
                }

                // Priority 2: imported file — resolve only when unambiguous
                let imported_candidates: Vec<DefId> = candidates
                    .iter()
                    .copied()
                    .filter(|(f, _)| imported_files[file_idx].contains(f))
                    .collect();
                if imported_candidates.len() == 1 {
                    files[file_idx].defs[def_idx].calls[call_idx].resolved =
                        Some(imported_candidates[0]);
                }
                // Priority 3: ambiguous or unresolved — leave as None
            }
        }
    }
}

/// Compute a prefix-sum offset table for flattening `DefId`s to linear indices.
fn def_offsets(files: &[FileNode]) -> Vec<usize> {
    let mut offsets = Vec::with_capacity(files.len() + 1);
    offsets.push(0);
    for file in files {
        offsets.push(offsets.last().unwrap() + file.defs.len());
    }
    offsets
}

/// Flatten a `DefId` to a linear index using the offset table.
fn flatten_def_id(offsets: &[usize], did: DefId) -> usize {
    offsets[did.0 as usize] + did.1 as usize
}

/// Build top-N caller and callee lists for each definition (flattened).
fn build_def_neighbor_lists(
    n: usize,
    edges: &[(u32, u32, u32)],
    offsets: &[usize],
) -> (Vec<Vec<DefId>>, Vec<Vec<DefId>>) {
    let mut incoming: Vec<Vec<(u32, u32)>> = vec![vec![]; n];
    let mut outgoing: Vec<Vec<(u32, u32)>> = vec![vec![]; n];

    for &(src, dst, w) in edges {
        let (s, d) = (src as usize, dst as usize);
        if s < n && d < n {
            incoming[d].push((src, w));
            outgoing[s].push((dst, w));
        }
    }

    // Convert flat index back to DefId
    let to_def_id = |flat: u32| -> DefId {
        let flat_usize = flat as usize;
        let file_idx = offsets.partition_point(|&o| o <= flat_usize) - 1;
        let def_idx = flat_usize - offsets[file_idx];
        #[expect(clippy::cast_possible_truncation)]
        (file_idx as u32, def_idx as u16)
    };

    let callers = incoming
        .into_iter()
        .map(|mut v| {
            v.sort_by_key(|b| std::cmp::Reverse(b.1));
            v.truncate(MAX_NEIGHBORS);
            v.into_iter().map(|(idx, _)| to_def_id(idx)).collect()
        })
        .collect();

    let callees = outgoing
        .into_iter()
        .map(|mut v| {
            v.sort_by_key(|b| std::cmp::Reverse(b.1));
            v.truncate(MAX_NEIGHBORS);
            v.into_iter().map(|(idx, _)| to_def_id(idx)).collect()
        })
        .collect();

    (callers, callees)
}

// ── PageRank ─────────────────────────────────────────────────────────

/// Compute `PageRank` scores for a graph.
///
/// If `focus` is `Some(idx)`, computes topic-sensitive `PageRank` biased
/// toward file `idx`. Otherwise computes standard (uniform) `PageRank`.
///
/// Returns one score per node, summing to 1.0.
#[expect(
    clippy::cast_precision_loss,
    reason = "node count fits comfortably in f32"
)]
fn pagerank(n: usize, edges: &[(u32, u32, u32)], focus: Option<usize>) -> Vec<f32> {
    if n == 0 {
        return vec![];
    }

    // Build adjacency: out_edges[src] = [(dst, weight)]
    let mut out_edges: Vec<Vec<(usize, f32)>> = vec![vec![]; n];
    let mut out_weight: Vec<f32> = vec![0.0; n];

    for &(src, dst, w) in edges {
        let (s, d) = (src as usize, dst as usize);
        if s < n && d < n {
            #[expect(clippy::cast_possible_truncation, reason = "edge weights are small")]
            let wf = f64::from(w) as f32;
            out_edges[s].push((d, wf));
            out_weight[s] += wf;
        }
    }

    // Personalization vector: for topic-sensitive PageRank, blend
    // 70% focus on the target file with 30% uniform. Pure focus
    // (100%) starves unreachable nodes to rank=0 in sparse graphs.
    let bias: Vec<f32> = if let Some(idx) = focus {
        let uniform = 1.0 / n as f32;
        let mut b = vec![0.3 * uniform; n];
        if idx < n {
            b[idx] += 0.7;
        }
        // Normalize to sum=1
        let sum: f32 = b.iter().sum();
        for v in &mut b {
            *v /= sum;
        }
        b
    } else {
        vec![1.0 / n as f32; n]
    };

    let mut rank = vec![1.0 / n as f32; n];
    let mut next_rank = vec![0.0_f32; n];

    for _ in 0..MAX_ITERATIONS {
        // Collect dangling mass (nodes with no outgoing edges)
        let dangling: f32 = rank
            .iter()
            .enumerate()
            .filter(|&(i, _)| out_edges[i].is_empty())
            .map(|(_, &r)| r)
            .sum();

        // Distribute rank
        for (i, nr) in next_rank.iter_mut().enumerate() {
            *nr = (1.0 - DAMPING).mul_add(bias[i], DAMPING * dangling * bias[i]);
        }

        for (src, edges_list) in out_edges.iter().enumerate() {
            if edges_list.is_empty() {
                continue;
            }
            let src_rank = rank[src];
            let total_w = out_weight[src];
            for &(dst, w) in edges_list {
                next_rank[dst] += DAMPING * src_rank * (w / total_w);
            }
        }

        // Check convergence
        let diff: f32 = rank
            .iter()
            .zip(next_rank.iter())
            .map(|(a, b)| (a - b).abs())
            .sum();

        std::mem::swap(&mut rank, &mut next_rank);

        if diff < EPSILON {
            break;
        }
    }

    rank
}

// ── Graph Building ───────────────────────────────────────────────────

/// Intermediate result from definition-level graph computation.
struct DefGraphData {
    def_edges: Vec<(DefId, DefId, u32)>,
    def_ranks: Vec<f32>,
    def_callers: Vec<Vec<DefId>>,
    def_callees: Vec<Vec<DefId>>,
    offsets: Vec<usize>,
    base_ranks: Vec<f32>,
    file_edges: Vec<(u32, u32, u32)>,
}

/// Build definition-level edges, compute `PageRank`, and derive file-level data.
fn compute_def_graph(files: &[FileNode]) -> DefGraphData {
    // Build definition-level edge list from resolved calls
    let mut def_edge_map: HashMap<(DefId, DefId), u32> = HashMap::new();
    for (file_idx, file) in files.iter().enumerate() {
        for (def_idx, def) in file.defs.iter().enumerate() {
            #[expect(clippy::cast_possible_truncation)]
            let caller_id: DefId = (file_idx as u32, def_idx as u16);
            for call in &def.calls {
                if let Some(callee_id) = call.resolved {
                    *def_edge_map.entry((caller_id, callee_id)).or_insert(0) += 1;
                }
            }
        }
    }
    let def_edges: Vec<(DefId, DefId, u32)> = def_edge_map
        .into_iter()
        .map(|((src, dst), w)| (src, dst, w))
        .collect();

    // Compute def-level PageRank
    let offsets = def_offsets(files);
    let n_defs = *offsets.last().unwrap_or(&0);

    let flat_def_edges: Vec<(u32, u32, u32)> = def_edges
        .iter()
        .map(|(src, dst, w)| {
            #[expect(clippy::cast_possible_truncation)]
            (
                flatten_def_id(&offsets, *src) as u32,
                flatten_def_id(&offsets, *dst) as u32,
                *w,
            )
        })
        .collect();

    let def_ranks = pagerank(n_defs, &flat_def_edges, None);

    // Aggregate def ranks to file level
    let base_ranks: Vec<f32> = files
        .iter()
        .enumerate()
        .map(|(i, file)| {
            let start = offsets[i];
            let end = start + file.defs.len();
            def_ranks[start..end].iter().sum()
        })
        .collect();

    // Derive file-level edges from def-level call edges
    let mut file_edge_map: HashMap<(u32, u32), u32> = HashMap::new();
    for &(src, dst, w) in &def_edges {
        let src_file = src.0;
        let dst_file = dst.0;
        if src_file != dst_file {
            *file_edge_map.entry((src_file, dst_file)).or_insert(0) += w;
        }
    }
    let file_edges: Vec<(u32, u32, u32)> = file_edge_map
        .into_iter()
        .map(|((src, dst), w)| (src, dst, w))
        .collect();

    // Build def-level caller/callee lists
    let (def_callers, def_callees) = build_def_neighbor_lists(n_defs, &flat_def_edges, &offsets);

    DefGraphData {
        def_edges,
        def_ranks,
        def_callers,
        def_callees,
        offsets,
        base_ranks,
        file_edges,
    }
}

/// Build a dependency graph from a repository root.
///
/// Walks the directory tree, parses each supported file with tree-sitter,
/// extracts definitions and imports, resolves import paths to files, runs
/// `PageRank`, and builds caller/callee lists.
///
/// # Errors
///
/// Returns an error if file walking or reading fails.
pub fn build_graph(root: &Path) -> crate::Result<RepoGraph> {
    let root = root.canonicalize().map_err(|e| crate::Error::Io {
        path: root.display().to_string(),
        source: e,
    })?;

    let mut walk_options = walk::WalkOptions::default();
    if let Some((_, config)) = crate::cache::config::find_config(&root) {
        walk_options.ignore_patterns = config.ignore.patterns;
    }
    let all_files = walk::collect_files_with_options(&root, &walk_options);

    // Phase 1: parallel filter + read. For each candidate path with a
    // supported extension, read its source from disk and emit a tuple
    // alongside its relative path. rayon spreads the I/O cost across
    // worker threads; on a 1M-file corpus this was ~20s sequential and
    // now sits in the 2-3s range bounded by disk + filter throughput.
    let raw_inputs: Vec<(PathBuf, String, String, String)> = all_files
        .par_iter()
        .filter_map(|path| {
            let ext = path
                .extension()
                .and_then(|e| e.to_str())
                .unwrap_or_default()
                .to_string();
            if languages::config_for_extension(&ext).is_none()
                && import_query_for_extension(&ext).is_none()
            {
                return None;
            }
            let source = std::fs::read_to_string(path).ok()?;
            let rel_path = path
                .strip_prefix(&root)
                .unwrap_or(path)
                .display()
                .to_string();
            Some((path.clone(), rel_path, ext, source))
        })
        .collect();

    // Build the contiguous `files` Vec and the absolute-path -> idx
    // lookup. Sequential because both want stable indices that match
    // `raw_sources`'s order; the per-file work this gates is trivial.
    let mut file_index: HashMap<PathBuf, usize> = HashMap::with_capacity(raw_inputs.len());
    let mut files: Vec<FileNode> = Vec::with_capacity(raw_inputs.len());
    let mut raw_sources: Vec<(usize, String, String)> = Vec::with_capacity(raw_inputs.len());
    for (idx, (abs_path, rel_path, ext, source)) in raw_inputs.into_iter().enumerate() {
        file_index.insert(abs_path, idx);
        files.push(FileNode {
            path: rel_path,
            defs: vec![],
            imports: vec![],
        });
        raw_sources.push((idx, ext, source));
    }

    // Phase 2: parallel per-file definition + import extraction. Each
    // file's tree-sitter parse + def/import queries are independent;
    // par_iter_mut over files.iter_mut().zip(raw_sources.par_iter())
    // lets every rayon worker grind its own slice. The closures here
    // borrow `&root` and `&file_index` immutably (both Sync) and write
    // disjoint `FileNode` slots via the &mut iterator.
    files
        .par_iter_mut()
        .zip(raw_sources.par_iter())
        .for_each(|(file, (_, ext, source))| {
            if let Some(config) = languages::config_for_extension(ext) {
                file.defs = extract_definitions(source, &config);
            }
            if let Some((lang, import_query)) = import_query_for_extension(ext) {
                let raw_imports = extract_imports(source, &lang, &import_query);
                let file_path = root.join(&file.path);
                file.imports = raw_imports
                    .into_iter()
                    .map(|raw| {
                        let resolved_idx =
                            resolve_import(&raw, ext, &file_path, &root, &file_index)
                                .and_then(|i| u32::try_from(i).ok());
                        ImportRef {
                            raw_path: raw,
                            resolved_idx,
                        }
                    })
                    .collect();
            }
        });

    // Phase 3: parallel per-file call extraction. Mutates each
    // FileNode's `defs[*].calls` independently. Aligned with
    // raw_sources by index via the zip.
    files
        .par_iter_mut()
        .zip(raw_sources.par_iter())
        .for_each(|(file, (_, ext, source))| {
            if let Some(call_config) = languages::call_query_for_extension(ext) {
                extract_calls(source, &call_config, &mut file.defs);
            }
        });

    // Resolve call references to target definitions
    let def_index = build_def_index(&files);
    resolve_calls(&mut files, &def_index);

    // Build def-level graph, compute PageRank, and derive file-level data
    let graph_data = compute_def_graph(&files);

    // Build file-level caller/callee lists
    let n = files.len();
    let (callers, callees) = build_neighbor_lists(n, &graph_data.file_edges);

    // Auto-tune alpha based on graph density
    #[expect(clippy::cast_precision_loss, reason = "graph sizes fit in f32")]
    let density = if n > 1 {
        graph_data.file_edges.len() as f32 / (n as f32 * (n as f32 - 1.0))
    } else {
        0.0
    };
    let alpha = 0.3f32.mul_add(density.min(1.0), 0.5);

    Ok(RepoGraph {
        files,
        edges: graph_data.file_edges,
        base_ranks: graph_data.base_ranks,
        callers,
        callees,
        def_edges: graph_data.def_edges,
        def_ranks: graph_data.def_ranks,
        def_callers: graph_data.def_callers,
        def_callees: graph_data.def_callees,
        def_offsets: graph_data.offsets,
        alpha,
    })
}

impl RepoGraph {
    /// Get the `PageRank` score for a specific definition.
    #[must_use]
    pub fn def_rank(&self, did: DefId) -> f32 {
        let flat = self.def_offsets[did.0 as usize] + did.1 as usize;
        self.def_ranks.get(flat).copied().unwrap_or(0.0)
    }

    /// Look up a definition by file path and name. Returns the first match.
    #[must_use]
    pub fn find_def(&self, file_path: &str, def_name: &str) -> Option<DefId> {
        for (file_idx, file) in self.files.iter().enumerate() {
            if file.path == file_path {
                for (def_idx, def) in file.defs.iter().enumerate() {
                    if def.name == def_name {
                        #[expect(clippy::cast_possible_truncation)]
                        return Some((file_idx as u32, def_idx as u16));
                    }
                }
            }
        }
        None
    }
}

/// Build top-N caller and callee lists for each file.
fn build_neighbor_lists(n: usize, edges: &[(u32, u32, u32)]) -> (Vec<Vec<u32>>, Vec<Vec<u32>>) {
    let mut incoming: Vec<Vec<(u32, u32)>> = vec![vec![]; n];
    let mut outgoing: Vec<Vec<(u32, u32)>> = vec![vec![]; n];

    for &(src, dst, w) in edges {
        let (s, d) = (src as usize, dst as usize);
        if s < n && d < n {
            incoming[d].push((src, w));
            outgoing[s].push((dst, w));
        }
    }

    // Sort by weight descending, keep top N
    let trim = |lists: &mut [Vec<(u32, u32)>]| -> Vec<Vec<u32>> {
        lists
            .iter_mut()
            .map(|list| {
                list.sort_by_key(|b| std::cmp::Reverse(b.1));
                list.iter()
                    .take(MAX_NEIGHBORS)
                    .map(|(idx, _)| *idx)
                    .collect()
            })
            .collect()
    };

    (trim(&mut incoming), trim(&mut outgoing))
}

// ── Rendering ────────────────────────────────────────────────────────

/// Render a budget-constrained overview of the repository.
///
/// Files are sorted by `PageRank` (or topic-sensitive rank if `focus` is
/// `Some`). Output uses four tiers of decreasing detail:
///
/// - **Tier 0** (top 10%): full path, rank, callers/callees, signatures with scopes
/// - **Tier 1** (next 20%): full path, rank, signatures
/// - **Tier 2** (next 40%): full path, rank, definition names and kinds
/// - **Tier 3** (bottom 30%): file path only
///
/// Stops accumulating output when the estimated token count exceeds
/// `max_tokens`.
#[must_use]
pub fn render(graph: &RepoGraph, max_tokens: usize, focus: Option<usize>) -> String {
    let n = graph.files.len();
    if n == 0 {
        return String::new();
    }

    // Compute ranks (recompute topic-sensitive if focus is given)
    let ranks = if focus.is_some() {
        pagerank(n, &graph.edges, focus)
    } else {
        graph.base_ranks.clone()
    };

    // Sort file indices by rank descending
    let mut sorted: Vec<usize> = (0..n).collect();
    sorted.sort_by(|&a, &b| ranks[b].total_cmp(&ranks[a]));

    let mut output = String::new();
    let mut used_tokens = 0;
    let max_chars = max_tokens * CHARS_PER_TOKEN;

    for (rank_pos, &file_idx) in sorted.iter().enumerate() {
        if used_tokens >= max_tokens {
            break;
        }

        let file = &graph.files[file_idx];
        let score = ranks[file_idx];
        #[expect(clippy::cast_precision_loss, reason = "file counts fit in f32")]
        let percentile = (rank_pos as f32) / (n as f32);

        let section = if percentile < 0.1 {
            render_tier0(graph, file_idx, file, score)
        } else if percentile < 0.3 {
            render_tier1(file, score)
        } else if percentile < 0.7 {
            render_tier2(file, score)
        } else {
            render_tier3(file)
        };

        let section_chars = section.len();
        if used_tokens > 0 && used_tokens + section_chars / CHARS_PER_TOKEN > max_tokens {
            // Would exceed budget — try to fit at least the path
            let path_line = format!("{}\n", file.path);
            let path_tokens = path_line.len() / CHARS_PER_TOKEN;
            if used_tokens + path_tokens <= max_tokens {
                output.push_str(&path_line);
            }
            break;
        }

        output.push_str(&section);
        used_tokens = output.len().min(max_chars) / CHARS_PER_TOKEN;
    }

    output
}

/// Render tier 0: full detail with callers, callees, and signatures.
fn render_tier0(graph: &RepoGraph, file_idx: usize, file: &FileNode, score: f32) -> String {
    let mut out = format!("## {} (rank: {score:.4})\n", file.path);

    // Callers
    if file_idx < graph.callers.len() && !graph.callers[file_idx].is_empty() {
        let _ = write!(out, "  called by: ");
        let names: Vec<&str> = graph.callers[file_idx]
            .iter()
            .filter_map(|&idx| graph.files.get(idx as usize).map(|f| f.path.as_str()))
            .collect();
        let _ = writeln!(out, "{}", names.join(", "));
    }

    // Callees
    if file_idx < graph.callees.len() && !graph.callees[file_idx].is_empty() {
        let _ = write!(out, "  calls: ");
        let names: Vec<&str> = graph.callees[file_idx]
            .iter()
            .filter_map(|&idx| graph.files.get(idx as usize).map(|f| f.path.as_str()))
            .collect();
        let _ = writeln!(out, "{}", names.join(", "));
    }

    // Definitions with scope and signature
    for def in &file.defs {
        let scope_prefix = if def.scope.is_empty() {
            String::new()
        } else {
            format!("{} > ", def.scope)
        };
        if let Some(sig) = &def.signature {
            let _ = writeln!(out, "  {scope_prefix}{} {sig}", def.kind);
        } else {
            let _ = writeln!(out, "  {scope_prefix}{} {}", def.kind, def.name);
        }
    }
    let _ = writeln!(out);
    out
}

/// Render tier 1: file path, rank, and signatures.
fn render_tier1(file: &FileNode, score: f32) -> String {
    let mut out = format!("## {} (rank: {score:.4})\n", file.path);
    for def in &file.defs {
        if let Some(sig) = &def.signature {
            let _ = writeln!(out, "  {sig}");
        } else {
            let _ = writeln!(out, "  {} {}", def.kind, def.name);
        }
    }
    let _ = writeln!(out);
    out
}

/// Render tier 2: file path, rank, and definition names/kinds.
fn render_tier2(file: &FileNode, score: f32) -> String {
    let mut out = format!("{} (rank: {score:.4})", file.path);
    if !file.defs.is_empty() {
        let names: Vec<String> = file
            .defs
            .iter()
            .map(|d| format!("{}:{}", d.kind, d.name))
            .collect();
        let _ = write!(out, " -- {}", names.join(", "));
    }
    let _ = writeln!(out);
    out
}

/// Render tier 3: file path only.
fn render_tier3(file: &FileNode) -> String {
    format!("{}\n", file.path)
}

// ── Tests ────────────────────────────────────────────────────────────

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

    #[test]
    fn test_pagerank_simple() {
        // 3-node graph: 0 -> 1 -> 2, 2 -> 0 (cycle)
        let edges = vec![(0, 1, 1), (1, 2, 1), (2, 0, 1)];
        let ranks = pagerank(3, &edges, None);

        // All nodes in a symmetric cycle should have equal rank
        assert_eq!(ranks.len(), 3);
        let sum: f32 = ranks.iter().sum();
        assert!(
            (sum - 1.0).abs() < 0.01,
            "ranks should sum to ~1.0, got {sum}"
        );

        // In a perfect cycle, all ranks should be approximately equal
        let expected = 1.0 / 3.0;
        for (i, &r) in ranks.iter().enumerate() {
            assert!(
                (r - expected).abs() < 0.05,
                "rank[{i}] = {r}, expected ~{expected}"
            );
        }
    }

    #[test]
    fn test_pagerank_star() {
        // Star graph: 0,1,2 all point to 3
        let edges = vec![(0, 3, 1), (1, 3, 1), (2, 3, 1)];
        let ranks = pagerank(4, &edges, None);

        assert_eq!(ranks.len(), 4);
        // Node 3 should have the highest rank
        let max_idx = ranks
            .iter()
            .enumerate()
            .max_by(|a, b| a.1.total_cmp(b.1))
            .unwrap()
            .0;
        assert_eq!(max_idx, 3, "node 3 should have highest rank");
        assert!(
            ranks[3] > ranks[0],
            "rank[3]={} should be > rank[0]={}",
            ranks[3],
            ranks[0]
        );
    }

    #[test]
    fn test_pagerank_topic_sensitive() {
        // 3-node chain: 0 -> 1 -> 2
        let edges = vec![(0, 1, 1), (1, 2, 1)];
        let uniform_ranks = pagerank(3, &edges, None);
        let biased_ranks = pagerank(3, &edges, Some(0));

        // With focus on node 0, it should get a higher rank than uniform
        assert!(
            biased_ranks[0] > uniform_ranks[0],
            "focused rank[0]={} should be > uniform rank[0]={}",
            biased_ranks[0],
            uniform_ranks[0]
        );
    }

    #[test]
    fn test_pagerank_empty() {
        let ranks = pagerank(0, &[], None);
        assert!(ranks.is_empty());
    }

    #[test]
    fn test_render_tiers() {
        // Build a small graph with 10 files to exercise all tiers
        let files: Vec<FileNode> = (0..10)
            .map(|i| FileNode {
                path: format!("src/file_{i}.rs"),
                defs: vec![Definition {
                    name: format!("func_{i}"),
                    kind: "function_item".to_string(),
                    start_line: 1,
                    end_line: 5,
                    scope: String::new(),
                    signature: Some(format!("func_{i}(x: i32) -> i32")),
                    start_byte: 0,
                    end_byte: 0,
                    calls: vec![],
                }],
                imports: vec![],
            })
            .collect();

        // Create a star graph: files 1-9 all import from file 0
        let edges: Vec<(u32, u32, u32)> = (1..10).map(|i| (i, 0, 1)).collect();
        let base_ranks = pagerank(10, &edges, None);
        let (top_callers, top_callees) = build_neighbor_lists(10, &edges);

        let graph = RepoGraph {
            files,
            edges,
            base_ranks,
            callers: top_callers,
            callees: top_callees,
            def_edges: vec![],
            def_ranks: vec![],
            def_callers: vec![],
            def_callees: vec![],
            def_offsets: vec![0],
            alpha: 0.5,
        };

        // Large budget: should include all files
        let full = render(&graph, 10_000, None);
        assert!(
            full.contains("file_0"),
            "output should contain the top-ranked file"
        );
        // file_0 should appear as tier 0 (highest rank)
        assert!(
            full.contains("## src/file_0.rs"),
            "top file should have tier 0 heading"
        );

        // Tiny budget: should only fit a few files
        let small = render(&graph, 10, None);
        assert!(
            !small.is_empty(),
            "even tiny budget should produce some output"
        );
        // Should have fewer entries than full render
        let full_lines = full.lines().count();
        let small_lines = small.lines().count();
        assert!(
            small_lines < full_lines,
            "small budget ({small_lines} lines) should have fewer lines than full ({full_lines})"
        );
    }

    #[test]
    fn test_render_empty_graph() {
        let graph = RepoGraph {
            files: vec![],
            edges: vec![],
            base_ranks: vec![],
            callers: vec![],
            callees: vec![],
            def_edges: vec![],
            def_ranks: vec![],
            def_callers: vec![],
            def_callees: vec![],
            def_offsets: vec![0],
            alpha: 0.5,
        };
        let output = render(&graph, 1000, None);
        assert!(output.is_empty(), "empty graph should render empty string");
    }

    #[test]
    fn test_build_graph_on_fixtures() {
        let fixtures = Path::new(env!("CARGO_MANIFEST_DIR"))
            .parent()
            .unwrap()
            .parent()
            .unwrap()
            .join("tests")
            .join("fixtures");

        let graph = build_graph(&fixtures).expect("build_graph should succeed on fixtures");

        // Should find at least the 3 fixture files
        assert!(
            !graph.files.is_empty(),
            "graph should contain files from fixtures"
        );

        // Should find definitions in the Rust fixture
        let rs_file = graph.files.iter().find(|f| f.path.ends_with("sample.rs"));
        assert!(rs_file.is_some(), "should find sample.rs");
        let rs_file = rs_file.unwrap();
        assert!(
            !rs_file.defs.is_empty(),
            "sample.rs should have definitions"
        );
        assert!(
            rs_file.defs.iter().any(|d| d.name == "hello"),
            "should find 'hello' function in sample.rs"
        );

        // Should find definitions in the Python fixture
        let py_file = graph.files.iter().find(|f| f.path.ends_with("sample.py"));
        assert!(py_file.is_some(), "should find sample.py");
        let py_file = py_file.unwrap();
        assert!(
            !py_file.defs.is_empty(),
            "sample.py should have definitions"
        );
        assert!(
            py_file.defs.iter().any(|d| d.name == "greet"),
            "should find 'greet' function in sample.py"
        );

        // PageRank scores should be computed
        assert_eq!(graph.base_ranks.len(), graph.files.len());
        let sum: f32 = graph.base_ranks.iter().sum();
        assert!(
            (sum - 1.0).abs() < 0.01,
            "PageRank scores should sum to ~1.0, got {sum}"
        );
    }

    #[test]
    fn test_extract_imports_rust() {
        let source = "use crate::foo::bar;\nuse std::collections::HashMap;\n";
        let (lang, query) = import_query_for_extension("rs").unwrap();
        let imports = extract_imports(source, &lang, &query);
        assert_eq!(imports.len(), 2);
        assert!(imports[0].contains("crate::foo::bar"));
    }

    #[test]
    fn test_extract_imports_python_stub() {
        let source = "from typing import Protocol\nimport pkg.types\n";
        let (lang, query) = import_query_for_extension("pyi").unwrap();
        let imports = extract_imports(source, &lang, &query);
        assert_eq!(imports.len(), 2);
        assert!(imports[0].contains("from typing import Protocol"));
        assert!(imports[1].contains("import pkg.types"));
    }

    #[test]
    fn test_resolve_python_import_to_stub_file() {
        let root = PathBuf::from("/project");
        let mut file_index = HashMap::new();
        file_index.insert(PathBuf::from("/project/pkg/types.pyi"), 1);

        let result = resolve_python_import("import pkg.types", &root, &file_index);
        assert_eq!(result, Some(1));
    }

    #[test]
    fn test_resolve_rust_crate_import() {
        let root = PathBuf::from("/project");
        let file_path = PathBuf::from("/project/src/main.rs");
        let mut file_index = HashMap::new();
        file_index.insert(PathBuf::from("/project/src/foo/bar.rs"), 1);
        file_index.insert(PathBuf::from("/project/src/main.rs"), 0);

        let result = resolve_rust_import("use crate::foo::bar;", &file_path, &root, &file_index);
        assert_eq!(result, Some(1));
    }

    #[test]
    fn test_resolve_rust_external_crate_dropped() {
        let root = PathBuf::from("/project");
        let file_path = PathBuf::from("/project/src/main.rs");
        let file_index = HashMap::new();

        let result = resolve_rust_import(
            "use std::collections::HashMap;",
            &file_path,
            &root,
            &file_index,
        );
        assert_eq!(result, None, "external crate imports should be dropped");
    }

    #[test]
    fn test_neighbor_lists() {
        // 0 -> 1, 0 -> 2, 1 -> 2
        let edges = vec![(0, 1, 1), (0, 2, 1), (1, 2, 1)];
        let (incoming, outgoing) = build_neighbor_lists(3, &edges);

        // Node 2 should be called by 0 and 1
        assert!(incoming[2].contains(&0));
        assert!(incoming[2].contains(&1));

        // Node 0 should call 1 and 2
        assert!(outgoing[0].contains(&1));
        assert!(outgoing[0].contains(&2));
    }

    /// RED test (R2.3 issue a): A scoped call `mod_a::foo()` must record the full path
    /// "mod_a::foo" in the CallRef, not just "foo".
    #[test]
    fn test_scoped_identifier_calls_preserve_path() {
        use crate::languages;
        use streaming_iterator::StreamingIterator as _;

        let source = "
mod mod_a {
    pub fn foo() {}
}
mod mod_b {
    pub fn foo() {}
}
fn caller() {
    mod_a::foo();
    mod_b::foo();
}
";
        let call_config =
            languages::call_query_for_extension("rs").expect("Rust call config must exist");
        let lang_config =
            languages::config_for_extension("rs").expect("Rust lang config must exist");

        let mut defs = {
            let mut parser = tree_sitter::Parser::new();
            parser.set_language(&lang_config.language).unwrap();
            let tree = parser.parse(source, None).unwrap();
            let mut cursor = tree_sitter::QueryCursor::new();
            let mut out = Vec::new();
            let mut matches =
                cursor.matches(&lang_config.query, tree.root_node(), source.as_bytes());
            while let Some(m) = matches.next() {
                let mut name = String::new();
                let mut def_node = None;
                for cap in m.captures {
                    let cname = &lang_config.query.capture_names()[cap.index as usize];
                    if *cname == "name" {
                        name = source[cap.node.start_byte()..cap.node.end_byte()].to_string();
                    } else if *cname == "def" {
                        def_node = Some(cap.node);
                    }
                }
                if let Some(node) = def_node {
                    #[expect(clippy::cast_possible_truncation)]
                    out.push(Definition {
                        name,
                        kind: node.kind().to_string(),
                        start_line: node.start_position().row as u32 + 1,
                        end_line: node.end_position().row as u32 + 1,
                        scope: String::new(),
                        signature: None,
                        start_byte: node.start_byte() as u32,
                        end_byte: node.end_byte() as u32,
                        calls: vec![],
                    });
                }
            }
            out
        };

        extract_calls(source, &call_config, &mut defs);

        // Find the `caller` function definition
        let caller_def = defs
            .iter()
            .find(|d| d.name == "caller")
            .expect("caller def");

        // Calls must preserve qualified paths
        let call_names: Vec<&str> = caller_def.calls.iter().map(|c| c.name.as_str()).collect();
        assert!(
            call_names.contains(&"mod_a::foo"),
            "expected 'mod_a::foo' in calls, got: {call_names:?}"
        );
        assert!(
            call_names.contains(&"mod_b::foo"),
            "expected 'mod_b::foo' in calls, got: {call_names:?}"
        );
        // Bare 'foo' should NOT appear (the scoped paths replaced it)
        assert!(
            !call_names.contains(&"foo"),
            "bare 'foo' must not appear when scoped path is available. Got: {call_names:?}"
        );
    }

    /// RED test (R2.3 issue b+c): Two defs named `Read` in different modules,
    /// an unqualified call to `Read`. Resolution must NOT silently pick the first.
    /// Either both are returned (ambiguous) or none.
    #[test]
    fn test_ambiguous_name_resolution_returns_all_or_none() {
        // Build two FileNodes each with a def named "Read", then a third with an
        // unqualified call to "Read".
        let file_a = FileNode {
            path: "mod_a.rs".to_string(),
            defs: vec![Definition {
                name: "Read".to_string(),
                kind: "trait_item".to_string(),
                start_line: 1,
                end_line: 3,
                scope: String::new(),
                signature: None,
                start_byte: 0,
                end_byte: 50,
                calls: vec![],
            }],
            imports: vec![],
        };
        let file_b = FileNode {
            path: "mod_b.rs".to_string(),
            defs: vec![Definition {
                name: "Read".to_string(),
                kind: "trait_item".to_string(),
                start_line: 1,
                end_line: 3,
                scope: String::new(),
                signature: None,
                start_byte: 0,
                end_byte: 50,
                calls: vec![],
            }],
            imports: vec![],
        };
        let file_c = FileNode {
            path: "caller.rs".to_string(),
            defs: vec![Definition {
                name: "do_thing".to_string(),
                kind: "function_item".to_string(),
                start_line: 1,
                end_line: 5,
                scope: String::new(),
                signature: None,
                start_byte: 0,
                end_byte: 100,
                calls: vec![CallRef {
                    name: "Read".to_string(),
                    byte_offset: 10,
                    resolved: None,
                }],
            }],
            imports: vec![],
        };

        let mut files = vec![file_a, file_b, file_c];
        let def_index = build_def_index(&files);
        resolve_calls(&mut files, &def_index);

        // The unqualified call to "Read" is ambiguous (two candidates, neither in same
        // file nor imported). Resolution must leave it as None — silent first-wins is wrong.
        let resolved = files[2].defs[0].calls[0].resolved;
        assert_eq!(
            resolved, None,
            "ambiguous unqualified call with no import context must resolve to None, not silently pick first"
        );
    }

    #[test]
    #[ignore = "runs on full ripvec codebase; use --nocapture to see output"]
    fn test_full_repo_map() {
        use std::time::Instant;

        let root = Path::new(env!("CARGO_MANIFEST_DIR"))
            .parent()
            .unwrap()
            .parent()
            .unwrap();

        // Phase 1: build_graph (walk + parse + import resolve + PageRank)
        let t0 = Instant::now();
        let graph = build_graph(root).expect("build_graph on ripvec root");
        let build_ms = t0.elapsed().as_secs_f64() * 1000.0;

        // Phase 2: render (default, no focus)
        let t1 = Instant::now();
        let rendered = render(&graph, 2000, None);
        let render_ms = t1.elapsed().as_secs_f64() * 1000.0;

        // Phase 3: render (topic-sensitive, focused on highest-ranked file)
        let t2 = Instant::now();
        let focus_idx = graph
            .base_ranks
            .iter()
            .enumerate()
            .max_by(|a, b| a.1.total_cmp(b.1))
            .map(|(i, _)| i);
        let focused = render(&graph, 2000, focus_idx);
        let focus_ms = t2.elapsed().as_secs_f64() * 1000.0;

        eprintln!("\n=== Repo Map Performance ===");
        eprintln!(
            "Files: {}, Edges: {}, Defs: {}",
            graph.files.len(),
            graph.edges.len(),
            graph.files.iter().map(|f| f.defs.len()).sum::<usize>()
        );
        eprintln!("build_graph:     {build_ms:.1}ms (walk + parse + resolve + PageRank)");
        eprintln!(
            "render(default): {render_ms:.3}ms ({} chars, ~{} tokens)",
            rendered.len(),
            rendered.len() / 4
        );
        eprintln!(
            "render(focused): {focus_ms:.3}ms ({} chars, ~{} tokens)",
            focused.len(),
            focused.len() / 4
        );

        eprintln!("\nTop 5 by PageRank:");
        let mut ranked: Vec<(usize, f32)> = graph.base_ranks.iter().copied().enumerate().collect();
        ranked.sort_by(|a, b| b.1.total_cmp(&a.1));
        for (i, rank) in ranked.iter().take(5) {
            eprintln!("  {:.4} {}", rank, graph.files[*i].path);
        }

        eprintln!("\n=== Default Render ===\n{rendered}");
        eprintln!(
            "\n=== Focused Render (on {}) ===\n{focused}",
            focus_idx
                .map(|i| graph.files[i].path.as_str())
                .unwrap_or("none")
        );
    }
}