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589
590
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="true">
591
<label class="md-nav__title" for="__nav_3">
592
<span class="md-nav__icon md-icon"></span>
593
594
595
Guide
596
597
598
</label>
599
<ul class="md-nav__list" data-md-scrollfix>
600
601
602
603
604
605
606
607
<li class="md-nav__item">
608
<a href="../ingestion/" class="md-nav__link">
609
610
611
612
<span class="md-ellipsis">
613
614
615
Ingesting a Repo
616
617
618
619
</span>
620
621
622
623
</a>
624
</li>
625
626
627
628
629
630
631
632
633
634
635
<li class="md-nav__item">
636
<a href="../context-loading/" class="md-nav__link">
637
638
639
640
<span class="md-ellipsis">
641
642
643
Loading Context
644
645
646
647
</span>
648
649
650
651
</a>
652
</li>
653
654
655
656
657
658
659
660
661
662
663
<li class="md-nav__item">
664
<a href="../framework-enrichment/" class="md-nav__link">
665
666
667
668
<span class="md-ellipsis">
669
670
671
Framework Enrichment
672
673
674
675
</span>
676
677
678
679
</a>
680
</li>
681
682
683
684
685
686
687
688
689
690
691
<li class="md-nav__item">
692
<a href="../analysis/" class="md-nav__link">
693
694
695
696
<span class="md-ellipsis">
697
698
699
Structural Analysis
700
701
702
703
</span>
704
705
706
707
</a>
708
</li>
709
710
711
712
713
714
715
716
717
718
719
720
721
<li class="md-nav__item md-nav__item--active">
722
723
<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
724
725
726
727
728
729
<label class="md-nav__link md-nav__link--active" for="__toc">
730
731
732
733
<span class="md-ellipsis">
734
735
736
Intelligence Layer
737
738
739
740
</span>
741
742
743
744
<span class="md-nav__icon md-icon"></span>
745
</label>
746
747
<a href="./" class="md-nav__link md-nav__link--active">
748
749
750
751
<span class="md-ellipsis">
752
753
754
Intelligence Layer
755
756
757
758
</span>
759
760
761
762
</a>
763
764
765
766
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
767
768
769
770
771
772
773
<label class="md-nav__title" for="__toc">
774
<span class="md-nav__icon md-icon"></span>
775
Table of contents
776
</label>
777
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
778
779
<li class="md-nav__item">
780
<a href="#setup" class="md-nav__link">
781
<span class="md-ellipsis">
782
783
Setup
784
785
</span>
786
</a>
787
788
</li>
789
790
<li class="md-nav__item">
791
<a href="#semantic-search" class="md-nav__link">
792
<span class="md-ellipsis">
793
794
Semantic search
795
796
</span>
797
</a>
798
799
<nav class="md-nav" aria-label="Semantic search">
800
<ul class="md-nav__list">
801
802
<li class="md-nav__item">
803
<a href="#combining-semantic-and-text-search" class="md-nav__link">
804
<span class="md-ellipsis">
805
806
Combining semantic and text search
807
808
</span>
809
</a>
810
811
</li>
812
813
<li class="md-nav__item">
814
<a href="#python-api" class="md-nav__link">
815
<span class="md-ellipsis">
816
817
Python API
818
819
</span>
820
</a>
821
822
</li>
823
824
</ul>
825
</nav>
826
827
</li>
828
829
<li class="md-nav__item">
830
<a href="#community-detection" class="md-nav__link">
831
<span class="md-ellipsis">
832
833
Community detection
834
835
</span>
836
</a>
837
838
<nav class="md-nav" aria-label="Community detection">
839
<ul class="md-nav__list">
840
841
<li class="md-nav__item">
842
<a href="#algorithms" class="md-nav__link">
843
<span class="md-ellipsis">
844
845
Algorithms
846
847
</span>
848
</a>
849
850
</li>
851
852
<li class="md-nav__item">
853
<a href="#output" class="md-nav__link">
854
<span class="md-ellipsis">
855
856
Output
857
858
</span>
859
</a>
860
861
</li>
862
863
<li class="md-nav__item">
864
<a href="#persisting-communities" class="md-nav__link">
865
<span class="md-ellipsis">
866
867
Persisting communities
868
869
</span>
870
</a>
871
872
</li>
873
874
</ul>
875
</nav>
876
877
</li>
878
879
<li class="md-nav__item">
880
<a href="#natural-language-queries" class="md-nav__link">
881
<span class="md-ellipsis">
882
883
Natural language queries
884
885
</span>
886
</a>
887
888
<nav class="md-nav" aria-label="Natural language queries">
889
<ul class="md-nav__list">
890
891
<li class="md-nav__item">
892
<a href="#how-it-works" class="md-nav__link">
893
<span class="md-ellipsis">
894
895
How it works
896
897
</span>
898
</a>
899
900
</li>
901
902
<li class="md-nav__item">
903
<a href="#safety" class="md-nav__link">
904
<span class="md-ellipsis">
905
906
Safety
907
908
</span>
909
</a>
910
911
</li>
912
913
</ul>
914
</nav>
915
916
</li>
917
918
<li class="md-nav__item">
919
<a href="#documentation-generation" class="md-nav__link">
920
<span class="md-ellipsis">
921
922
Documentation generation
923
924
</span>
925
</a>
926
927
<nav class="md-nav" aria-label="Documentation generation">
928
<ul class="md-nav__list">
929
930
<li class="md-nav__item">
931
<a href="#what-it-includes" class="md-nav__link">
932
<span class="md-ellipsis">
933
934
What it includes
935
936
</span>
937
</a>
938
939
</li>
940
941
<li class="md-nav__item">
942
<a href="#output_1" class="md-nav__link">
943
<span class="md-ellipsis">
944
945
Output
946
947
</span>
948
</a>
949
950
</li>
951
952
<li class="md-nav__item">
953
<a href="#batch-generation" class="md-nav__link">
954
<span class="md-ellipsis">
955
956
Batch generation
957
958
</span>
959
</a>
960
961
</li>
962
963
</ul>
964
</nav>
965
966
</li>
967
968
<li class="md-nav__item">
969
<a href="#python-api_1" class="md-nav__link">
970
<span class="md-ellipsis">
971
972
Python API
973
974
</span>
975
</a>
976
977
</li>
978
979
</ul>
980
981
</nav>
982
983
</li>
984
985
986
987
988
989
990
991
992
993
994
<li class="md-nav__item">
995
<a href="../sdk/" class="md-nav__link">
996
997
998
999
<span class="md-ellipsis">
1000
1001
1002
Python SDK
1003
1004
1005
1006
</span>
1007
1008
1009
1010
</a>
1011
</li>
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
<li class="md-nav__item">
1023
<a href="../graph-queries/" class="md-nav__link">
1024
1025
1026
1027
<span class="md-ellipsis">
1028
1029
1030
Graph Queries
1031
1032
1033
1034
</span>
1035
1036
1037
1038
</a>
1039
</li>
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
<li class="md-nav__item">
1051
<a href="../mcp-integration/" class="md-nav__link">
1052
1053
1054
1055
<span class="md-ellipsis">
1056
1057
1058
MCP Integration
1059
1060
1061
1062
</span>
1063
1064
1065
1066
</a>
1067
</li>
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
<li class="md-nav__item">
1079
<a href="../ci-cd/" class="md-nav__link">
1080
1081
1082
1083
<span class="md-ellipsis">
1084
1085
1086
CI/CD
1087
1088
1089
1090
</span>
1091
1092
1093
1094
</a>
1095
</li>
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
<li class="md-nav__item">
1107
<a href="../cluster/" class="md-nav__link">
1108
1109
1110
1111
<span class="md-ellipsis">
1112
1113
1114
Cluster Mode
1115
1116
1117
1118
</span>
1119
1120
1121
1122
</a>
1123
</li>
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
<li class="md-nav__item">
1135
<a href="../agent-hooks/" class="md-nav__link">
1136
1137
1138
1139
<span class="md-ellipsis">
1140
1141
1142
Agent Hooks
1143
1144
1145
1146
</span>
1147
1148
1149
1150
</a>
1151
</li>
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
<li class="md-nav__item">
1163
<a href="../planopticon/" class="md-nav__link">
1164
1165
1166
1167
<span class="md-ellipsis">
1168
1169
1170
Planopticon
1171
1172
1173
1174
</span>
1175
1176
1177
1178
</a>
1179
</li>
1180
1181
1182
1183
1184
</ul>
1185
</nav>
1186
1187
</li>
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
<li class="md-nav__item md-nav__item--nested">
1208
1209
1210
1211
1212
1213
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_4" >
1214
1215
1216
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
1217
1218
1219
1220
<span class="md-ellipsis">
1221
1222
1223
Architecture
1224
1225
1226
1227
</span>
1228
1229
1230
1231
<span class="md-nav__icon md-icon"></span>
1232
</label>
1233
1234
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
1235
<label class="md-nav__title" for="__nav_4">
1236
<span class="md-nav__icon md-icon"></span>
1237
1238
1239
Architecture
1240
1241
1242
</label>
1243
<ul class="md-nav__list" data-md-scrollfix>
1244
1245
1246
1247
1248
1249
1250
1251
<li class="md-nav__item">
1252
<a href="../../architecture/overview/" class="md-nav__link">
1253
1254
1255
1256
<span class="md-ellipsis">
1257
1258
1259
Overview
1260
1261
1262
1263
</span>
1264
1265
1266
1267
</a>
1268
</li>
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
<li class="md-nav__item">
1280
<a href="../../architecture/graph-schema/" class="md-nav__link">
1281
1282
1283
1284
<span class="md-ellipsis">
1285
1286
1287
Graph Schema
1288
1289
1290
1291
</span>
1292
1293
1294
1295
</a>
1296
</li>
1297
1298
1299
1300
1301
</ul>
1302
</nav>
1303
1304
</li>
1305
1306
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1311
1312
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1314
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1319
1320
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1324
<li class="md-nav__item md-nav__item--nested">
1325
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1327
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1330
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5" >
1331
1332
1333
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
1334
1335
1336
1337
<span class="md-ellipsis">
1338
1339
1340
API Reference
1341
1342
1343
1344
</span>
1345
1346
1347
1348
<span class="md-nav__icon md-icon"></span>
1349
</label>
1350
1351
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
1352
<label class="md-nav__title" for="__nav_5">
1353
<span class="md-nav__icon md-icon"></span>
1354
1355
1356
API Reference
1357
1358
1359
</label>
1360
<ul class="md-nav__list" data-md-scrollfix>
1361
1362
1363
1364
1365
1366
1367
1368
<li class="md-nav__item">
1369
<a href="../../api/sdk/" class="md-nav__link">
1370
1371
1372
1373
<span class="md-ellipsis">
1374
1375
1376
Python SDK
1377
1378
1379
1380
</span>
1381
1382
1383
1384
</a>
1385
</li>
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
<li class="md-nav__item">
1397
<a href="../../api/ingestion/" class="md-nav__link">
1398
1399
1400
1401
<span class="md-ellipsis">
1402
1403
1404
Ingestion
1405
1406
1407
1408
</span>
1409
1410
1411
1412
</a>
1413
</li>
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
<li class="md-nav__item">
1425
<a href="../../api/analysis/" class="md-nav__link">
1426
1427
1428
1429
<span class="md-ellipsis">
1430
1431
1432
Analysis
1433
1434
1435
1436
</span>
1437
1438
1439
1440
</a>
1441
</li>
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
<li class="md-nav__item">
1453
<a href="../../api/graph/" class="md-nav__link">
1454
1455
1456
1457
<span class="md-ellipsis">
1458
1459
1460
Graph
1461
1462
1463
1464
</span>
1465
1466
1467
1468
</a>
1469
</li>
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
<li class="md-nav__item">
1481
<a href="../../api/mcp/" class="md-nav__link">
1482
1483
1484
1485
<span class="md-ellipsis">
1486
1487
1488
MCP Server
1489
1490
1491
1492
</span>
1493
1494
1495
1496
</a>
1497
</li>
1498
1499
1500
1501
1502
</ul>
1503
</nav>
1504
1505
</li>
1506
1507
1508
1509
</ul>
1510
</nav>
1511
</div>
1512
</div>
1513
</div>
1514
1515
1516
1517
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
1518
<div class="md-sidebar__scrollwrap">
1519
<div class="md-sidebar__inner">
1520
1521
1522
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
1523
1524
1525
1526
1527
1528
1529
<label class="md-nav__title" for="__toc">
1530
<span class="md-nav__icon md-icon"></span>
1531
Table of contents
1532
</label>
1533
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
1534
1535
<li class="md-nav__item">
1536
<a href="#setup" class="md-nav__link">
1537
<span class="md-ellipsis">
1538
1539
Setup
1540
1541
</span>
1542
</a>
1543
1544
</li>
1545
1546
<li class="md-nav__item">
1547
<a href="#semantic-search" class="md-nav__link">
1548
<span class="md-ellipsis">
1549
1550
Semantic search
1551
1552
</span>
1553
</a>
1554
1555
<nav class="md-nav" aria-label="Semantic search">
1556
<ul class="md-nav__list">
1557
1558
<li class="md-nav__item">
1559
<a href="#combining-semantic-and-text-search" class="md-nav__link">
1560
<span class="md-ellipsis">
1561
1562
Combining semantic and text search
1563
1564
</span>
1565
</a>
1566
1567
</li>
1568
1569
<li class="md-nav__item">
1570
<a href="#python-api" class="md-nav__link">
1571
<span class="md-ellipsis">
1572
1573
Python API
1574
1575
</span>
1576
</a>
1577
1578
</li>
1579
1580
</ul>
1581
</nav>
1582
1583
</li>
1584
1585
<li class="md-nav__item">
1586
<a href="#community-detection" class="md-nav__link">
1587
<span class="md-ellipsis">
1588
1589
Community detection
1590
1591
</span>
1592
</a>
1593
1594
<nav class="md-nav" aria-label="Community detection">
1595
<ul class="md-nav__list">
1596
1597
<li class="md-nav__item">
1598
<a href="#algorithms" class="md-nav__link">
1599
<span class="md-ellipsis">
1600
1601
Algorithms
1602
1603
</span>
1604
</a>
1605
1606
</li>
1607
1608
<li class="md-nav__item">
1609
<a href="#output" class="md-nav__link">
1610
<span class="md-ellipsis">
1611
1612
Output
1613
1614
</span>
1615
</a>
1616
1617
</li>
1618
1619
<li class="md-nav__item">
1620
<a href="#persisting-communities" class="md-nav__link">
1621
<span class="md-ellipsis">
1622
1623
Persisting communities
1624
1625
</span>
1626
</a>
1627
1628
</li>
1629
1630
</ul>
1631
</nav>
1632
1633
</li>
1634
1635
<li class="md-nav__item">
1636
<a href="#natural-language-queries" class="md-nav__link">
1637
<span class="md-ellipsis">
1638
1639
Natural language queries
1640
1641
</span>
1642
</a>
1643
1644
<nav class="md-nav" aria-label="Natural language queries">
1645
<ul class="md-nav__list">
1646
1647
<li class="md-nav__item">
1648
<a href="#how-it-works" class="md-nav__link">
1649
<span class="md-ellipsis">
1650
1651
How it works
1652
1653
</span>
1654
</a>
1655
1656
</li>
1657
1658
<li class="md-nav__item">
1659
<a href="#safety" class="md-nav__link">
1660
<span class="md-ellipsis">
1661
1662
Safety
1663
1664
</span>
1665
</a>
1666
1667
</li>
1668
1669
</ul>
1670
</nav>
1671
1672
</li>
1673
1674
<li class="md-nav__item">
1675
<a href="#documentation-generation" class="md-nav__link">
1676
<span class="md-ellipsis">
1677
1678
Documentation generation
1679
1680
</span>
1681
</a>
1682
1683
<nav class="md-nav" aria-label="Documentation generation">
1684
<ul class="md-nav__list">
1685
1686
<li class="md-nav__item">
1687
<a href="#what-it-includes" class="md-nav__link">
1688
<span class="md-ellipsis">
1689
1690
What it includes
1691
1692
</span>
1693
</a>
1694
1695
</li>
1696
1697
<li class="md-nav__item">
1698
<a href="#output_1" class="md-nav__link">
1699
<span class="md-ellipsis">
1700
1701
Output
1702
1703
</span>
1704
</a>
1705
1706
</li>
1707
1708
<li class="md-nav__item">
1709
<a href="#batch-generation" class="md-nav__link">
1710
<span class="md-ellipsis">
1711
1712
Batch generation
1713
1714
</span>
1715
</a>
1716
1717
</li>
1718
1719
</ul>
1720
</nav>
1721
1722
</li>
1723
1724
<li class="md-nav__item">
1725
<a href="#python-api_1" class="md-nav__link">
1726
<span class="md-ellipsis">
1727
1728
Python API
1729
1730
</span>
1731
</a>
1732
1733
</li>
1734
1735
</ul>
1736
1737
</nav>
1738
</div>
1739
</div>
1740
</div>
1741
1742
1743
1744
<div class="md-content" data-md-component="content">
1745
1746
<article class="md-content__inner md-typeset">
1747
1748
1749
1750
1751
1752
1753
1754
1755
<h1 id="intelligence-layer">Intelligence Layer<a class="headerlink" href="#intelligence-layer" title="Permanent link">&para;</a></h1>
1756
<p>The intelligence layer adds capabilities that go beyond structural graph queries: semantic similarity search, community detection, natural language queries, and documentation generation. These features require an LLM provider or embedding model.</p>
1757
<hr />
1758
<h2 id="setup">Setup<a class="headerlink" href="#setup" title="Permanent link">&para;</a></h2>
1759
<p>Install the intelligence extras:</p>
1760
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>pip<span class="w"> </span>install<span class="w"> </span><span class="s2">&quot;navegador[intelligence]&quot;</span>
1761
</code></pre></div>
1762
<p>Configure your LLM provider:</p>
1763
<div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">OpenAI</label><label for="__tabbed_1_2">Anthropic</label><label for="__tabbed_1_3">Local (Ollama)</label></div>
1764
<div class="tabbed-content">
1765
<div class="tabbed-block">
1766
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="nb">export</span><span class="w"> </span><span class="nv">NAVEGADOR_LLM_PROVIDER</span><span class="o">=</span>openai
1767
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="nb">export</span><span class="w"> </span><span class="nv">OPENAI_API_KEY</span><span class="o">=</span>sk-...
1768
</code></pre></div>
1769
</div>
1770
<div class="tabbed-block">
1771
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="nb">export</span><span class="w"> </span><span class="nv">NAVEGADOR_LLM_PROVIDER</span><span class="o">=</span>anthropic
1772
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="nb">export</span><span class="w"> </span><span class="nv">ANTHROPIC_API_KEY</span><span class="o">=</span>sk-ant-...
1773
</code></pre></div>
1774
</div>
1775
<div class="tabbed-block">
1776
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="nb">export</span><span class="w"> </span><span class="nv">NAVEGADOR_LLM_PROVIDER</span><span class="o">=</span>ollama
1777
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="nb">export</span><span class="w"> </span><span class="nv">NAVEGADOR_LLM_MODEL</span><span class="o">=</span>llama3.2
1778
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="c1"># no API key required; Ollama must be running on localhost:11434</span>
1779
</code></pre></div>
1780
</div>
1781
</div>
1782
</div>
1783
<p>Or set via <code>navegador.toml</code>:</p>
1784
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="k">[intelligence]</span>
1785
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="n">provider</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s2">&quot;openai&quot;</span>
1786
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="n">model</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s2">&quot;text-embedding-3-small&quot;</span><span class="w"> </span><span class="c1"># embedding model</span>
1787
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="n">llm_model</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s2">&quot;gpt-4o-mini&quot;</span><span class="w"> </span><span class="c1"># generation model</span>
1788
</code></pre></div>
1789
<hr />
1790
<h2 id="semantic-search">Semantic search<a class="headerlink" href="#semantic-search" title="Permanent link">&para;</a></h2>
1791
<p>Standard <code>navegador search</code> matches on names and text. Semantic search matches on <strong>meaning</strong>: a query for "billing" finds code about "invoices", "subscriptions", and "charges" even when those words don't appear in the query.</p>
1792
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>navegador<span class="w"> </span>search<span class="w"> </span><span class="s2">&quot;handle payment failure&quot;</span><span class="w"> </span>--semantic
1793
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>navegador<span class="w"> </span>search<span class="w"> </span><span class="s2">&quot;retry with backoff&quot;</span><span class="w"> </span>--semantic<span class="w"> </span>--limit<span class="w"> </span><span class="m">10</span>
1794
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a>navegador<span class="w"> </span>search<span class="w"> </span><span class="s2">&quot;authentication middleware&quot;</span><span class="w"> </span>--semantic<span class="w"> </span>--all
1795
</code></pre></div>
1796
<div class="admonition note">
1797
<p class="admonition-title">Note</p>
1798
<p>First run after ingestion builds the embedding index. This may take a minute on large codebases. The index is cached in the database and updated incrementally on re-ingest.</p>
1799
</div>
1800
<h3 id="combining-semantic-and-text-search">Combining semantic and text search<a class="headerlink" href="#combining-semantic-and-text-search" title="Permanent link">&para;</a></h3>
1801
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="c1"># semantic search scoped to a domain</span>
1802
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>navegador<span class="w"> </span>search<span class="w"> </span><span class="s2">&quot;billing failure&quot;</span><span class="w"> </span>--semantic<span class="w"> </span>--domain<span class="w"> </span>Payments
1803
<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a>
1804
<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="c1"># hybrid: semantic ranking with text pre-filter</span>
1805
<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a>navegador<span class="w"> </span>search<span class="w"> </span><span class="s2">&quot;rate limit&quot;</span><span class="w"> </span>--semantic<span class="w"> </span>--all
1806
</code></pre></div>
1807
<h3 id="python-api">Python API<a class="headerlink" href="#python-api" title="Permanent link">&para;</a></h3>
1808
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">navegador.graph</span><span class="w"> </span><span class="kn">import</span> <span class="n">GraphStore</span>
1809
<a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">navegador.intelligence</span><span class="w"> </span><span class="kn">import</span> <span class="n">SemanticSearch</span>
1810
<a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a>
1811
<a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="n">store</span> <span class="o">=</span> <span class="n">GraphStore</span><span class="o">.</span><span class="n">sqlite</span><span class="p">(</span><span class="s2">&quot;.navegador/navegador.db&quot;</span><span class="p">)</span>
1812
<a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="n">search</span> <span class="o">=</span> <span class="n">SemanticSearch</span><span class="p">(</span><span class="n">store</span><span class="p">)</span>
1813
<a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a>
1814
<a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a><span class="n">results</span> <span class="o">=</span> <span class="n">search</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;handle payment failure&quot;</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
1815
<a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a><span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span>
1816
<a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="n">node</span><span class="o">.</span><span class="n">label</span><span class="si">}</span><span class="s2">] </span><span class="si">{</span><span class="n">node</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> score=</span><span class="si">{</span><span class="n">node</span><span class="o">.</span><span class="n">score</span><span class="si">:</span><span class="s2">.3f</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
1817
</code></pre></div>
1818
<hr />
1819
<h2 id="community-detection">Community detection<a class="headerlink" href="#community-detection" title="Permanent link">&para;</a></h2>
1820
<p>Community detection groups nodes in the graph into clusters based on structural connectivity. Clusters typically correspond to logical modules or subsystems, even when the code doesn't explicitly organize itself that way.</p>
1821
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>navegador<span class="w"> </span>intelligence<span class="w"> </span>communities
1822
<a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a>navegador<span class="w"> </span>intelligence<span class="w"> </span>communities<span class="w"> </span>--algorithm<span class="w"> </span>louvain
1823
<a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a>navegador<span class="w"> </span>intelligence<span class="w"> </span>communities<span class="w"> </span>--format<span class="w"> </span>json
1824
</code></pre></div>
1825
<h3 id="algorithms">Algorithms<a class="headerlink" href="#algorithms" title="Permanent link">&para;</a></h3>
1826
<table>
1827
<thead>
1828
<tr>
1829
<th>Algorithm</th>
1830
<th>Best for</th>
1831
</tr>
1832
</thead>
1833
<tbody>
1834
<tr>
1835
<td><code>louvain</code> (default)</td>
1836
<td>Large codebases; fast and produces stable clusters</td>
1837
</tr>
1838
<tr>
1839
<td><code>leiden</code></td>
1840
<td>Higher modularity; slower</td>
1841
</tr>
1842
<tr>
1843
<td><code>label-propagation</code></td>
1844
<td>Very large graphs</td>
1845
</tr>
1846
</tbody>
1847
</table>
1848
<h3 id="output">Output<a class="headerlink" href="#output" title="Permanent link">&para;</a></h3>
1849
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a>Detected 6 communities:
1850
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a>
1851
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a> Community 1 (47 nodes) — suggested name: Auth
1852
<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a> Core: AuthService, validate_token, JWTManager
1853
<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a> Files: src/auth/ (12 files)
1854
<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a>
1855
<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a> Community 2 (38 nodes) — suggested name: Payments
1856
<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a> Core: PaymentProcessor, charge_card, StripeClient
1857
<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a> Files: src/payments/ (9 files)
1858
<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a>
1859
<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a> Community 3 (22 nodes) — suggested name: Orders
1860
<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a> Core: OrderService, create_order, OrderRepository
1861
<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a> Files: src/orders/ (6 files)
1862
<a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a> ...
1863
</code></pre></div>
1864
<p>Suggested names are generated by the LLM by inspecting the core nodes of each cluster.</p>
1865
<h3 id="persisting-communities">Persisting communities<a class="headerlink" href="#persisting-communities" title="Permanent link">&para;</a></h3>
1866
<div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a>navegador<span class="w"> </span>intelligence<span class="w"> </span>communities<span class="w"> </span>--save
1867
</code></pre></div>
1868
<p>This writes <code>Community</code> nodes and <code>MEMBER_OF</code> edges into the graph, making communities queryable:</p>
1869
<div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a>navegador<span class="w"> </span>query<span class="w"> </span><span class="s2">&quot;MATCH (f:Function)-[:MEMBER_OF]-&gt;(c:Community) WHERE c.name = &#39;Payments&#39; RETURN f.name, f.file&quot;</span>
1870
</code></pre></div>
1871
<hr />
1872
<h2 id="natural-language-queries">Natural language queries<a class="headerlink" href="#natural-language-queries" title="Permanent link">&para;</a></h2>
1873
<p><code>navegador ask</code> lets you query the graph in plain English. The LLM translates your question into Cypher, executes it, and returns a natural language answer with citations.</p>
1874
<div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a>navegador<span class="w"> </span>ask<span class="w"> </span><span class="s2">&quot;Which functions call process_payment?&quot;</span>
1875
<a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a>navegador<span class="w"> </span>ask<span class="w"> </span><span class="s2">&quot;What rules govern the Payments domain?&quot;</span>
1876
<a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a>navegador<span class="w"> </span>ask<span class="w"> </span><span class="s2">&quot;Show me all classes that inherit from BaseProcessor&quot;</span>
1877
<a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a>navegador<span class="w"> </span>ask<span class="w"> </span><span class="s2">&quot;What decisions have been made about the database?&quot;</span>
1878
</code></pre></div>
1879
<h3 id="how-it-works">How it works<a class="headerlink" href="#how-it-works" title="Permanent link">&para;</a></h3>
1880
<ol>
1881
<li>Your question is embedded and matched against graph schema context</li>
1882
<li>The LLM generates a Cypher query based on the question and schema</li>
1883
<li>Navegador executes the query against the graph</li>
1884
<li>The LLM formats the results as a natural language answer with source references</li>
1885
</ol>
1886
<h3 id="safety">Safety<a class="headerlink" href="#safety" title="Permanent link">&para;</a></h3>
1887
<p>Generated queries are run in read-only mode. Write operations (<code>CREATE</code>, <code>MERGE</code>, <code>DELETE</code>, <code>SET</code>) in generated queries are blocked.</p>
1888
<div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="c1"># show the generated Cypher without executing</span>
1889
<a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a>navegador<span class="w"> </span>ask<span class="w"> </span><span class="s2">&quot;Which functions have no tests?&quot;</span><span class="w"> </span>--show-query
1890
<a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a>
1891
<a id="__codelineno-13-4" name="__codelineno-13-4" href="#__codelineno-13-4"></a><span class="c1"># execute and show both Cypher and answer</span>
1892
<a id="__codelineno-13-5" name="__codelineno-13-5" href="#__codelineno-13-5"></a>navegador<span class="w"> </span>ask<span class="w"> </span><span class="s2">&quot;Which functions have no tests?&quot;</span><span class="w"> </span>--verbose
1893
</code></pre></div>
1894
<hr />
1895
<h2 id="documentation-generation">Documentation generation<a class="headerlink" href="#documentation-generation" title="Permanent link">&para;</a></h2>
1896
<p><code>navegador docgen</code> generates or improves docstrings for undocumented functions and classes, using graph context to produce accurate, context-aware descriptions.</p>
1897
<div class="highlight"><pre><span></span><code><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="c1"># generate docs for all undocumented functions in a file</span>
1898
<a id="__codelineno-14-2" name="__codelineno-14-2" href="#__codelineno-14-2"></a>navegador<span class="w"> </span>docgen<span class="w"> </span>src/payments/processor.py
1899
<a id="__codelineno-14-3" name="__codelineno-14-3" href="#__codelineno-14-3"></a>
1900
<a id="__codelineno-14-4" name="__codelineno-14-4" href="#__codelineno-14-4"></a><span class="c1"># generate docs for a specific function</span>
1901
<a id="__codelineno-14-5" name="__codelineno-14-5" href="#__codelineno-14-5"></a>navegador<span class="w"> </span>docgen<span class="w"> </span>--target<span class="w"> </span>process_payment
1902
<a id="__codelineno-14-6" name="__codelineno-14-6" href="#__codelineno-14-6"></a>
1903
<a id="__codelineno-14-7" name="__codelineno-14-7" href="#__codelineno-14-7"></a><span class="c1"># dry run: show what would be generated without writing</span>
1904
<a id="__codelineno-14-8" name="__codelineno-14-8" href="#__codelineno-14-8"></a>navegador<span class="w"> </span>docgen<span class="w"> </span>src/payments/processor.py<span class="w"> </span>--dry-run
1905
<a id="__codelineno-14-9" name="__codelineno-14-9" href="#__codelineno-14-9"></a>
1906
<a id="__codelineno-14-10" name="__codelineno-14-10" href="#__codelineno-14-10"></a><span class="c1"># write directly to source files</span>
1907
<a id="__codelineno-14-11" name="__codelineno-14-11" href="#__codelineno-14-11"></a>navegador<span class="w"> </span>docgen<span class="w"> </span>src/payments/processor.py<span class="w"> </span>--write
1908
</code></pre></div>
1909
<h3 id="what-it-includes">What it includes<a class="headerlink" href="#what-it-includes" title="Permanent link">&para;</a></h3>
1910
<p>The generated docstring draws on:</p>
1911
<ul>
1912
<li>The function's call graph (what it calls and what calls it)</li>
1913
<li>Related concepts and rules from the knowledge layer</li>
1914
<li>The class or module context</li>
1915
<li>Existing docstrings in the same file as style examples</li>
1916
</ul>
1917
<h3 id="output_1">Output<a class="headerlink" href="#output_1" title="Permanent link">&para;</a></h3>
1918
<div class="highlight"><pre><span></span><code><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">process_payment</span><span class="p">(</span><span class="n">order_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">amount</span><span class="p">:</span> <span class="n">Decimal</span><span class="p">,</span> <span class="n">idempotency_key</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">PaymentResult</span><span class="p">:</span>
1919
<a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Process a payment for an order.</span>
1920
<a id="__codelineno-15-3" name="__codelineno-15-3" href="#__codelineno-15-3"></a>
1921
<a id="__codelineno-15-4" name="__codelineno-15-4" href="#__codelineno-15-4"></a><span class="sd"> Charges the card on file for the given order using the Stripe payment</span>
1922
<a id="__codelineno-15-5" name="__codelineno-15-5" href="#__codelineno-15-5"></a><span class="sd"> processor. Requires an idempotency key to prevent double-charging on</span>
1923
<a id="__codelineno-15-6" name="__codelineno-15-6" href="#__codelineno-15-6"></a><span class="sd"> client retries (see: RequireIdempotencyKey rule, UseStripeForPayments</span>
1924
<a id="__codelineno-15-7" name="__codelineno-15-7" href="#__codelineno-15-7"></a><span class="sd"> decision).</span>
1925
<a id="__codelineno-15-8" name="__codelineno-15-8" href="#__codelineno-15-8"></a>
1926
<a id="__codelineno-15-9" name="__codelineno-15-9" href="#__codelineno-15-9"></a><span class="sd"> Args:</span>
1927
<a id="__codelineno-15-10" name="__codelineno-15-10" href="#__codelineno-15-10"></a><span class="sd"> order_id: The unique identifier of the order to charge.</span>
1928
<a id="__codelineno-15-11" name="__codelineno-15-11" href="#__codelineno-15-11"></a><span class="sd"> amount: The amount to charge in the order&#39;s currency.</span>
1929
<a id="__codelineno-15-12" name="__codelineno-15-12" href="#__codelineno-15-12"></a><span class="sd"> idempotency_key: Client-supplied key for idempotent retries.</span>
1930
<a id="__codelineno-15-13" name="__codelineno-15-13" href="#__codelineno-15-13"></a>
1931
<a id="__codelineno-15-14" name="__codelineno-15-14" href="#__codelineno-15-14"></a><span class="sd"> Returns:</span>
1932
<a id="__codelineno-15-15" name="__codelineno-15-15" href="#__codelineno-15-15"></a><span class="sd"> PaymentResult with charge_id and status.</span>
1933
<a id="__codelineno-15-16" name="__codelineno-15-16" href="#__codelineno-15-16"></a>
1934
<a id="__codelineno-15-17" name="__codelineno-15-17" href="#__codelineno-15-17"></a><span class="sd"> Raises:</span>
1935
<a id="__codelineno-15-18" name="__codelineno-15-18" href="#__codelineno-15-18"></a><span class="sd"> PaymentError: If the charge fails or the card is declined.</span>
1936
<a id="__codelineno-15-19" name="__codelineno-15-19" href="#__codelineno-15-19"></a><span class="sd"> DuplicatePaymentError: If a payment with this idempotency_key</span>
1937
<a id="__codelineno-15-20" name="__codelineno-15-20" href="#__codelineno-15-20"></a><span class="sd"> already exists with a different amount.</span>
1938
<a id="__codelineno-15-21" name="__codelineno-15-21" href="#__codelineno-15-21"></a><span class="sd"> &quot;&quot;&quot;</span>
1939
</code></pre></div>
1940
<h3 id="batch-generation">Batch generation<a class="headerlink" href="#batch-generation" title="Permanent link">&para;</a></h3>
1941
<div class="highlight"><pre><span></span><code><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a><span class="c1"># generate docs for all undocumented functions in the repo</span>
1942
<a id="__codelineno-16-2" name="__codelineno-16-2" href="#__codelineno-16-2"></a>navegador<span class="w"> </span>docgen<span class="w"> </span>./src<span class="w"> </span>--write<span class="w"> </span>--format<span class="w"> </span>google
1943
<a id="__codelineno-16-3" name="__codelineno-16-3" href="#__codelineno-16-3"></a>
1944
<a id="__codelineno-16-4" name="__codelineno-16-4" href="#__codelineno-16-4"></a><span class="c1"># formats: google (default), numpy, sphinx</span>
1945
</code></pre></div>
1946
<div class="admonition warning">
1947
<p class="admonition-title">Warning</p>
1948
<p><code>--write</code> modifies source files in place. Review changes with <code>--dry-run</code> first and commit before running with <code>--write</code> so you can diff and revert.</p>
1949
</div>
1950
<hr />
1951
<h2 id="python-api_1">Python API<a class="headerlink" href="#python-api_1" title="Permanent link">&para;</a></h2>
1952
<div class="highlight"><pre><span></span><code><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">navegador.graph</span><span class="w"> </span><span class="kn">import</span> <span class="n">GraphStore</span>
1953
<a id="__codelineno-17-2" name="__codelineno-17-2" href="#__codelineno-17-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">navegador.intelligence</span><span class="w"> </span><span class="kn">import</span> <span class="n">SemanticSearch</span><span class="p">,</span> <span class="n">CommunityDetector</span><span class="p">,</span> <span class="n">NaturalLanguageQuery</span><span class="p">,</span> <span class="n">DocGenerator</span>
1954
<a id="__codelineno-17-3" name="__codelineno-17-3" href="#__codelineno-17-3"></a>
1955
<a id="__codelineno-17-4" name="__codelineno-17-4" href="#__codelineno-17-4"></a><span class="n">store</span> <span class="o">=</span> <span class="n">GraphStore</span><span class="o">.</span><span class="n">sqlite</span><span class="p">(</span><span class="s2">&quot;.navegador/navegador.db&quot;</span><span class="p">)</span>
1956
<a id="__codelineno-17-5" name="__codelineno-17-5" href="#__codelineno-17-5"></a>
1957
<a id="__codelineno-17-6" name="__codelineno-17-6" href="#__codelineno-17-6"></a><span class="c1"># semantic search</span>
1958
<a id="__codelineno-17-7" name="__codelineno-17-7" href="#__codelineno-17-7"></a><span class="n">search</span> <span class="o">=</span> <span class="n">SemanticSearch</span><span class="p">(</span><span class="n">store</span><span class="p">)</span>
1959
<a id="__codelineno-17-8" name="__codelineno-17-8" href="#__codelineno-17-8"></a><span class="n">results</span> <span class="o">=</span> <span class="n">search</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;retry logic&quot;</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
1960
<a id="__codelineno-17-9" name="__codelineno-17-9" href="#__codelineno-17-9"></a>
1961
<a id="__codelineno-17-10" name="__codelineno-17-10" href="#__codelineno-17-10"></a><span class="c1"># community detection</span>
1962
<a id="__codelineno-17-11" name="__codelineno-17-11" href="#__codelineno-17-11"></a><span class="n">detector</span> <span class="o">=</span> <span class="n">CommunityDetector</span><span class="p">(</span><span class="n">store</span><span class="p">)</span>
1963
<a id="__codelineno-17-12" name="__codelineno-17-12" href="#__codelineno-17-12"></a><span class="n">communities</span> <span class="o">=</span> <span class="n">detector</span><span class="o">.</span><span class="n">detect</span><span class="p">(</span><span class="n">algorithm</span><span class="o">=</span><span class="s2">&quot;louvain&quot;</span><span class="p">,</span> <span class="n">save</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
1964
<a id="__codelineno-17-13" name="__codelineno-17-13" href="#__codelineno-17-13"></a>
1965
<a id="__codelineno-17-14" name="__codelineno-17-14" href="#__codelineno-17-14"></a><span class="c1"># natural language query</span>
1966
<a id="__codelineno-17-15" name="__codelineno-17-15" href="#__codelineno-17-15"></a><span class="n">nlq</span> <span class="o">=</span> <span class="n">NaturalLanguageQuery</span><span class="p">(</span><span class="n">store</span><span class="p">)</span>
1967
<a id="__codelineno-17-16" name="__codelineno-17-16" href="#__codelineno-17-16"></a><span class="n">answer</span> <span class="o">=</span> <span class="n">nlq</span><span class="o">.</span><span class="n">ask</span><span class="p">(</span><span class="s2">&quot;What functions call process_payment?&quot;</span><span class="p">)</span>
1968
<a id="__codelineno-17-17" name="__codelineno-17-17" href="#__codelineno-17-17"></a><span class="nb">print</span><span class="p">(</span><span class="n">answer</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
1969
<a id="__codelineno-17-18" name="__codelineno-17-18" href="#__codelineno-17-18"></a><span class="nb">print</span><span class="p">(</span><span class="n">answer</span><span class="o">.</span><span class="n">cypher</span><span class="p">)</span> <span class="c1"># generated Cypher</span>
1970
<a id="__codelineno-17-19" name="__codelineno-17-19" href="#__codelineno-17-19"></a>
1971
<a id="__codelineno-17-20" name="__codelineno-17-20" href="#__codelineno-17-20"></a><span class="c1"># doc generation</span>
1972
<a id="__codelineno-17-21" name="__codelineno-17-21" href="#__codelineno-17-21"></a><span class="n">docgen</span> <span class="o">=</span> <span class="n">DocGenerator</span><span class="p">(</span><span class="n">store</span><span class="p">)</span>
1973
<a id="__codelineno-17-22" name="__codelineno-17-22" href="#__codelineno-17-22"></a><span class="n">draft</span> <span class="o">=</span> <span class="n">docgen</span><span class="o">.</span><span class="n">generate_for_function</span><span class="p">(</span><span class="s2">&quot;process_payment&quot;</span><span class="p">)</span>
1974
<a id="__codelineno-17-23" name="__codelineno-17-23" href="#__codelineno-17-23"></a><span class="nb">print</span><span class="p">(</span><span class="n">draft</span><span class="o">.</span><span class="n">docstring</span><span class="p">)</span>
1975
</code></pre></div>
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