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conversations","\u002Fbuild\u002Fapps\u002Fchat-channels\u002Fconversations","04.build\u002F03.apps\u002F11.chat-channels\u002F01.conversations",{"title":939,"path":940,"stem":941,"icon":249},"Build a chat channel","\u002Fbuild\u002Fapps\u002Fchat-channels\u002Fbuild","04.build\u002F03.apps\u002F11.chat-channels\u002F02.build",{"title":943,"path":944,"stem":945,"icon":946},"Interop matrix","\u002Fbuild\u002Fapps\u002Finterop","04.build\u002F03.apps\u002F12.interop","i-ph-check-square-offset",{"title":948,"path":949,"stem":950,"children":951,"icon":71},"Improve","\u002Fimprove","05.improve\u002F00.index",[952,953,958,963,968,994,1021,1026,1031,1036],{"title":948,"path":949,"stem":950},{"title":954,"path":955,"stem":956,"icon":957},"Search, compare and fix","\u002Fimprove\u002Fsearch-and-compare","05.improve\u002F01.search-and-compare","i-ph-magnifying-glass",{"title":959,"path":960,"stem":961,"icon":962},"Errors and insights","\u002Fimprove\u002Ferrors-and-insights","05.improve\u002F02.errors-and-insights","i-ph-chart-line",{"title":964,"path":965,"stem":966,"icon":967},"Measured savings","\u002Fimprove\u002Fmeasured-savings","05.improve\u002F03.measured-savings","i-ph-scales",{"title":969,"path":970,"stem":971,"children":972,"icon":463},"Evals and quality gates","\u002Fimprove\u002Fevals","05.improve\u002F04.evals\u002F00.index",[973,974,978,982,986,990],{"title":969,"path":970,"stem":971,"icon":463},{"title":975,"path":976,"stem":977},"Case expectations","\u002Fimprove\u002Fevals\u002Fcases","05.improve\u002F04.evals\u002F01.cases",{"title":979,"path":980,"stem":981},"Record and replay answers","\u002Fimprove\u002Fevals\u002Frecordings","05.improve\u002F04.evals\u002F02.recordings",{"title":983,"path":984,"stem":985},"Check policy paths","\u002Fimprove\u002Fevals\u002Fcoverage","05.improve\u002F04.evals\u002F03.coverage",{"title":987,"path":988,"stem":989},"Gate a plugin update","\u002Fimprove\u002Fevals\u002Fquality-gates","05.improve\u002F04.evals\u002F04.quality-gates",{"title":991,"path":992,"stem":993},"Track quality and regressions","\u002Fimprove\u002Fevals\u002Fregressions","05.improve\u002F04.evals\u002F05.regressions",{"title":995,"path":996,"stem":997,"children":998,"icon":1000},"Outcome checks and patterns","\u002Fimprove\u002Foutcome-checks","05.improve\u002F05.outcome-checks\u002F00.index",[999,1001,1005,1009,1013,1017],{"title":995,"path":996,"stem":997,"icon":1000},"i-ph-gavel",{"title":1002,"path":1003,"stem":1004},"Choose a judge and rubric","\u002Fimprove\u002Foutcome-checks\u002Fjudges","05.improve\u002F05.outcome-checks\u002F01.judges",{"title":1006,"path":1007,"stem":1008},"Measure a judge over time","\u002Fimprove\u002Foutcome-checks\u002Fsampling","05.improve\u002F05.outcome-checks\u002F02.sampling",{"title":1010,"path":1011,"stem":1012},"Use a reviewer agent","\u002Fimprove\u002Foutcome-checks\u002Freviewer","05.improve\u002F05.outcome-checks\u002F03.reviewer",{"title":1014,"path":1015,"stem":1016},"Choose among candidate answers","\u002Fimprove\u002Foutcome-checks\u002Fselection","05.improve\u002F05.outcome-checks\u002F04.selection",{"title":1018,"path":1019,"stem":1020},"Test and roll out judged agents","\u002Fimprove\u002Foutcome-checks\u002Frollouts","05.improve\u002F05.outcome-checks\u002F05.rollouts",{"title":1022,"path":1023,"stem":1024,"icon":1025},"Measured results","\u002Fimprove\u002Fmeasured-results","05.improve\u002F06.measured-results","i-ph-chart-bar",{"title":1027,"path":1028,"stem":1029,"icon":1030},"Comparisons of a changed agent","\u002Fimprove\u002Fcomparisons-of-a-changed-agent","05.improve\u002F07.comparisons-of-a-changed-agent","i-ph-git-diff",{"title":1032,"path":1033,"stem":1034,"icon":1035},"Where a fix belongs","\u002Fimprove\u002Fwhere-a-fix-belongs","05.improve\u002F08.where-a-fix-belongs","i-ph-ladder",{"title":1037,"path":1038,"stem":1039,"icon":957},"Evidence for agents","\u002Fimprove\u002Fevidence-for-agents","05.improve\u002F09.evidence-for-agents",{"title":1041,"path":1042,"stem":1043,"children":1044,"icon":71},"Govern","\u002Fgovern","06.govern\u002F00.index",[1045,1047,1085,1089,1111,1115,1120,1151,1170,1175,1180,1184,1207],{"title":1046,"path":1042,"stem":1043},"Govern agents",{"title":1048,"path":1049,"stem":1050,"children":1051,"icon":98},"Tool policy","\u002Fgovern\u002Ftool-policy","06.govern\u002F01.tool-policy\u002F00.index",[1052,1053,1057,1061,1065,1069,1073,1077,1081],{"title":1048,"path":1049,"stem":1050,"icon":98},{"title":1054,"path":1055,"stem":1056},"Export and apply a tool policy","\u002Fgovern\u002Ftool-policy\u002Ffiles","06.govern\u002F01.tool-policy\u002F02.files",{"title":1058,"path":1059,"stem":1060},"Rules for plugin and remote functions","\u002Fgovern\u002Ftool-policy\u002Fplugin-functions","06.govern\u002F01.tool-policy\u002F03.plugin-functions",{"title":1062,"path":1063,"stem":1064},"Function conditions and action classes","\u002Fgovern\u002Ftool-policy\u002Fconditions","06.govern\u002F01.tool-policy\u002F04.conditions",{"title":1066,"path":1067,"stem":1068},"Rules for taint, origins and sequences","\u002Fgovern\u002Ftool-policy\u002Forigins-and-sequences","06.govern\u002F01.tool-policy\u002F05.origins-and-sequences",{"title":1070,"path":1071,"stem":1072},"How the runtime enforces tool policy","\u002Fgovern\u002Ftool-policy\u002Fruntime","06.govern\u002F01.tool-policy\u002F06.runtime",{"title":1074,"path":1075,"stem":1076},"Preview, review and lint tool policy changes","\u002Fgovern\u002Ftool-policy\u002Freview-changes","06.govern\u002F01.tool-policy\u002F07.review-changes",{"title":1078,"path":1079,"stem":1080},"Assign duties to tool calls","\u002Fgovern\u002Ftool-policy\u002Fduties","06.govern\u002F01.tool-policy\u002F08.duties",{"title":1082,"path":1083,"stem":1084},"Command rules in a tool policy","\u002Fgovern\u002Ftool-policy\u002Fcommand-rules","06.govern\u002F01.tool-policy\u002F09.command-rules",{"title":1086,"path":1087,"stem":1088,"icon":230},"Governance replay","\u002Fgovern\u002Fgovernance-replay","06.govern\u002F02.governance-replay",{"title":1090,"path":1091,"stem":1092,"children":1093,"icon":532},"Reviewed changes","\u002Fgovern\u002Freviewed-changes","06.govern\u002F03.reviewed-changes\u002F00.index",[1094,1095,1099,1103,1107],{"title":1090,"path":1091,"stem":1092,"icon":532},{"title":1096,"path":1097,"stem":1098},"Review assistant and job proposals","\u002Fgovern\u002Freviewed-changes\u002Fproposals","06.govern\u002F03.reviewed-changes\u002F02.proposals",{"title":1100,"path":1101,"stem":1102},"Review plugin configurations","\u002Fgovern\u002Freviewed-changes\u002Fplugin-configurations","06.govern\u002F03.reviewed-changes\u002F03.plugin-configurations",{"title":1104,"path":1105,"stem":1106},"Review and roll back changesets","\u002Fgovern\u002Freviewed-changes\u002Fchangesets","06.govern\u002F03.reviewed-changes\u002F04.changesets",{"title":1108,"path":1109,"stem":1110},"Review changes to protected paths","\u002Fgovern\u002Freviewed-changes\u002Fprotected-paths","06.govern\u002F03.reviewed-changes\u002F05.protected-paths",{"title":1112,"path":1113,"stem":1114,"icon":666},"AI labels","\u002Fgovern\u002Fai-labels","06.govern\u002F04.ai-labels",{"title":1116,"path":1117,"stem":1118,"icon":1119},"Kill switches","\u002Fgovern\u002Fkill-switches","06.govern\u002F05.kill-switches","i-ph-power",{"title":1121,"path":1122,"stem":1123,"children":1124,"icon":1126},"Personal data","\u002Fgovern\u002Fpersonal-data","06.govern\u002F06.personal-data\u002F00.index",[1125,1127,1131,1135,1139,1143,1147],{"title":1121,"path":1122,"stem":1123,"icon":1126},"i-ph-user-minus",{"title":1128,"path":1129,"stem":1130},"Associate people and purposes with jobs","\u002Fgovern\u002Fpersonal-data\u002Fassociate-people","06.govern\u002F06.personal-data\u002F01.associate-people",{"title":1132,"path":1133,"stem":1134},"Find and export personal data","\u002Fgovern\u002Fpersonal-data\u002Fexport","06.govern\u002F06.personal-data\u002F02.export",{"title":1136,"path":1137,"stem":1138},"Restrict processing and record contests","\u002Fgovern\u002Fpersonal-data\u002Frestrictions-and-contests","06.govern\u002F06.personal-data\u002F03.restrictions-and-contests",{"title":1140,"path":1141,"stem":1142},"Erase personal data","\u002Fgovern\u002Fpersonal-data\u002Ferase","06.govern\u002F06.personal-data\u002F04.erase",{"title":1144,"path":1145,"stem":1146},"Retain records and restore backups","\u002Fgovern\u002Fpersonal-data\u002Fretention","06.govern\u002F06.personal-data\u002F05.retention",{"title":1148,"path":1149,"stem":1150},"Personal data held by plugins","\u002Fgovern\u002Fpersonal-data\u002Fplugin-records","06.govern\u002F06.personal-data\u002F06.plugin-records",{"title":1152,"path":1153,"stem":1154,"children":1155,"icon":1157},"Taint and labels","\u002Fgovern\u002Ftaint-and-labels","06.govern\u002F07.taint-and-labels\u002F00.index",[1156,1158,1162,1166],{"title":1152,"path":1153,"stem":1154,"icon":1157},"i-ph-drop-half-bottom",{"title":1159,"path":1160,"stem":1161},"Set rules on taint and labels","\u002Fgovern\u002Ftaint-and-labels\u002Frules","06.govern\u002F07.taint-and-labels\u002F02.rules",{"title":1163,"path":1164,"stem":1165},"Set clearance, egress and content walls","\u002Fgovern\u002Ftaint-and-labels\u002Flabel-policies","06.govern\u002F07.taint-and-labels\u002F03.label-policies",{"title":1167,"path":1168,"stem":1169},"Read outside text in a quarantine child","\u002Fgovern\u002Ftaint-and-labels\u002Fquarantine","06.govern\u002F07.taint-and-labels\u002F04.quarantine",{"title":1171,"path":1172,"stem":1173,"icon":1174},"Works-council mode","\u002Fgovern\u002Fworks-council-mode","06.govern\u002F08.works-council-mode","i-ph-users-three",{"title":1176,"path":1177,"stem":1178,"icon":1179},"Incidents","\u002Fgovern\u002Fincidents","06.govern\u002F09.incidents","i-ph-siren",{"title":1181,"path":1182,"stem":1183,"icon":213},"Inventory","\u002Fgovern\u002Finventory","06.govern\u002F10.inventory",{"title":1185,"path":1186,"stem":1187,"children":1188,"icon":1190},"Audit trail","\u002Fgovern\u002Faudit-trail","06.govern\u002F11.audit-trail\u002F00.index",[1189,1191,1195,1199,1203],{"title":1185,"path":1186,"stem":1187,"icon":1190},"i-ph-scroll",{"title":1192,"path":1193,"stem":1194},"Audit records and run identity","\u002Fgovern\u002Faudit-trail\u002Frecords","06.govern\u002F11.audit-trail\u002F02.records",{"title":1196,"path":1197,"stem":1198},"Verify the audit chain","\u002Fgovern\u002Faudit-trail\u002Fverification","06.govern\u002F11.audit-trail\u002F03.verification",{"title":1200,"path":1201,"stem":1202},"Export and verify evidence bundles","\u002Fgovern\u002Faudit-trail\u002Fevidence-bundles","06.govern\u002F11.audit-trail\u002F04.evidence-bundles",{"title":1204,"path":1205,"stem":1206},"Audit retention, erasure and legal holds","\u002Fgovern\u002Faudit-trail\u002Fretention","06.govern\u002F11.audit-trail\u002F05.retention",{"title":1208,"path":1209,"stem":1210,"children":1211,"icon":1213},"Command rules","\u002Fgovern\u002Fcommand-rules","06.govern\u002F12.command-rules\u002F00.index",[1212,1214,1218,1222,1226],{"title":1208,"path":1209,"stem":1210,"icon":1213},"i-ph-terminal",{"title":1215,"path":1216,"stem":1217},"Command rule patterns","\u002Fgovern\u002Fcommand-rules\u002Fpatterns","06.govern\u002F12.command-rules\u002F02.patterns",{"title":1219,"path":1220,"stem":1221},"What the command reader understands","\u002Fgovern\u002Fcommand-rules\u002Fcommand-reader","06.govern\u002F12.command-rules\u002F03.command-reader",{"title":1223,"path":1224,"stem":1225},"Create a command rule from an approval","\u002Fgovern\u002Fcommand-rules\u002Fallow-from-card","06.govern\u002F12.command-rules\u002F04.allow-from-card",{"title":1227,"path":1228,"stem":1229},"Command rule evaluation and limits","\u002Fgovern\u002Fcommand-rules\u002Fevaluation-and-limits","06.govern\u002F12.command-rules\u002F05.evaluation-and-limits",{"title":1231,"path":1232,"stem":1233,"children":1234,"icon":71},"Fleet","\u002Ffleet","07.fleet\u002F00.index",[1235,1237,1242,1247,1251,1256,1260,1265,1270,1274,1278,1297,1302,1307,1325,1329,1333,1352,1357,1380,1385,1390,1395,1399,1458,1462,1467,1481,1486,1490,1494],{"title":1236,"path":1232,"stem":1233},"Operate a fleet",{"title":1238,"path":1239,"stem":1240,"icon":1241},"Dev mode","\u002Ffleet\u002Fdev-mode","07.fleet\u002F01.dev-mode","i-ph-laptop",{"title":1243,"path":1244,"stem":1245,"icon":1246},"Run a cluster","\u002Ffleet\u002Fcluster","07.fleet\u002F02.cluster","i-ph-hard-drives",{"title":1248,"path":1249,"stem":1250,"icon":782},"Join nodes","\u002Ffleet\u002Fjoin-nodes","07.fleet\u002F03.join-nodes",{"title":1252,"path":1253,"stem":1254,"icon":1255},"Manage nodes","\u002Ffleet\u002Fmanage-nodes","07.fleet\u002F04.manage-nodes","i-ph-list-bullets",{"title":1257,"path":1258,"stem":1259,"icon":527},"Node health","\u002Ffleet\u002Fnodes","07.fleet\u002F05.nodes",{"title":1261,"path":1262,"stem":1263,"icon":1264},"Nodes as services","\u002Ffleet\u002Fservices","07.fleet\u002F06.services","i-ph-gear-six",{"title":1266,"path":1267,"stem":1268,"icon":1269},"Doctor","\u002Ffleet\u002Fdoctor","07.fleet\u002F07.doctor","i-ph-stethoscope",{"title":1271,"path":1272,"stem":1273,"icon":421},"Troubleshooting","\u002Ffleet\u002Ftroubleshooting","07.fleet\u002F08.troubleshooting",{"title":1275,"path":1276,"stem":1277,"icon":962},"Tracing and metrics","\u002Ffleet\u002Fobservability","07.fleet\u002F09.observability",{"title":1279,"path":1280,"stem":1281,"children":1282,"icon":1284},"Choose sandbox tier 2","\u002Ffleet\u002Fsandbox-tier-2","07.fleet\u002F10.sandbox-tier-2\u002F00.index",[1283,1285,1289,1293],{"title":1279,"path":1280,"stem":1281,"icon":1284},"i-ph-shield-chevron",{"title":1286,"path":1287,"stem":1288,"icon":1284},"Set up gVisor","\u002Ffleet\u002Fsandbox-tier-2\u002Fgvisor","07.fleet\u002F10.sandbox-tier-2\u002F01.gvisor",{"title":1290,"path":1291,"stem":1292,"icon":1284},"Set up microVM isolation","\u002Ffleet\u002Fsandbox-tier-2\u002Fmicrovms","07.fleet\u002F10.sandbox-tier-2\u002F02.microvms",{"title":1294,"path":1295,"stem":1296,"icon":1284},"Configure remote sandboxes","\u002Ffleet\u002Fsandbox-tier-2\u002Fremote","07.fleet\u002F10.sandbox-tier-2\u002F03.remote",{"title":1298,"path":1299,"stem":1300,"icon":1301},"Sandbox on macOS","\u002Ffleet\u002Fsandbox-on-macos","07.fleet\u002F11.sandbox-on-macos","i-ph-apple-logo",{"title":1303,"path":1304,"stem":1305,"icon":1306},"Sandbox on Windows","\u002Ffleet\u002Fsandbox-on-windows","07.fleet\u002F12.sandbox-on-windows","i-ph-windows-logo",{"title":1308,"path":1309,"stem":1310,"children":1311,"icon":797},"Configure local models","\u002Ffleet\u002Flocal-models","07.fleet\u002F13.local-models\u002F00.index",[1312,1313,1317,1321],{"title":1308,"path":1309,"stem":1310,"icon":797},{"title":1314,"path":1315,"stem":1316,"icon":797},"Share a local model with the fleet","\u002Ffleet\u002Flocal-models\u002Ffleet","07.fleet\u002F13.local-models\u002F01.fleet",{"title":1318,"path":1319,"stem":1320,"icon":797},"Review local-model safety checks","\u002Ffleet\u002Flocal-models\u002Ftrust","07.fleet\u002F13.local-models\u002F02.trust",{"title":1322,"path":1323,"stem":1324,"icon":797},"Size and price local models","\u002Ffleet\u002Flocal-models\u002Fsizing-and-cost","07.fleet\u002F13.local-models\u002F03.sizing-and-cost",{"title":1326,"path":1327,"stem":1328,"icon":1241},"Agents on a Mac with MLX","\u002Ffleet\u002Flocal-models-on-a-mac","07.fleet\u002F14.local-models-on-a-mac",{"title":1330,"path":1331,"stem":1332,"icon":127},"Queues","\u002Ffleet\u002Fqueues","07.fleet\u002F15.queues",{"title":1334,"path":1335,"stem":1336,"children":1337,"icon":1339},"Choose a Temporal backend","\u002Ffleet\u002Ftemporal-backends","07.fleet\u002F16.temporal-backends\u002F00.index",[1338,1340,1344,1348],{"title":1334,"path":1335,"stem":1336,"icon":1339},"i-ph-cloud",{"title":1341,"path":1342,"stem":1343},"Set retention and move tenants","\u002Ffleet\u002Ftemporal-backends\u002Fretention-and-migration","07.fleet\u002F16.temporal-backends\u002F01.retention-and-migration",{"title":1345,"path":1346,"stem":1347},"Encrypt Temporal payloads","\u002Ffleet\u002Ftemporal-backends\u002Fencryption","07.fleet\u002F16.temporal-backends\u002F02.encryption",{"title":1349,"path":1350,"stem":1351},"Read payloads in Temporal UI","\u002Ffleet\u002Ftemporal-backends\u002Fcodec","07.fleet\u002F16.temporal-backends\u002F03.codec",{"title":1353,"path":1354,"stem":1355,"icon":1356},"Regions","\u002Ffleet\u002Fregions","07.fleet\u002F17.regions","i-ph-globe-hemisphere-east",{"title":1358,"path":1359,"stem":1360,"children":1361,"icon":1363},"Run the roles separately","\u002Ffleet\u002Fseparate-roles","07.fleet\u002F18.separate-roles\u002F00.index",[1362,1364,1368,1372,1376],{"title":1358,"path":1359,"stem":1360,"icon":1363},"i-ph-squares-four",{"title":1365,"path":1366,"stem":1367},"Prepare database rights","\u002Ffleet\u002Fseparate-roles\u002Fdatabase-rights","07.fleet\u002F18.separate-roles\u002F01.database-rights",{"title":1369,"path":1370,"stem":1371},"Keep plaintext secrets on edges","\u002Ffleet\u002Fseparate-roles\u002Fsecrets","07.fleet\u002F18.separate-roles\u002F02.secrets",{"title":1373,"path":1374,"stem":1375},"Operate through role outages","\u002Ffleet\u002Fseparate-roles\u002Foutages","07.fleet\u002F18.separate-roles\u002F03.outages",{"title":1377,"path":1378,"stem":1379},"Use Temporal UI with separate roles","\u002Ffleet\u002Fseparate-roles\u002Ftemporal-ui","07.fleet\u002F18.separate-roles\u002F04.temporal-ui",{"title":1381,"path":1382,"stem":1383,"icon":1384},"High availability","\u002Ffleet\u002Fhigh-availability","07.fleet\u002F19.high-availability","i-ph-copy",{"title":1386,"path":1387,"stem":1388,"icon":1389},"Management over a WAN","\u002Ffleet\u002Fmanagement-over-a-wan","07.fleet\u002F20.management-over-a-wan","i-ph-globe-hemisphere-west",{"title":1391,"path":1392,"stem":1393,"icon":1394},"Cloud federation","\u002Ffleet\u002Fcloud-federation","07.fleet\u002F21.cloud-federation","i-ph-cloud-check",{"title":1396,"path":1397,"stem":1398,"icon":451},"Payload 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API","\u002Freference\u002Fadmin-api","10.reference\u002F09.admin-api","i-ph-repeat",{"title":1823,"path":1824,"stem":1825},"Compatibility","\u002Freference\u002Fcompatibility","10.reference\u002F10.compatibility",{"title":1827,"path":1828,"stem":1829},"Known issues","\u002Freference\u002Fknown-issues","10.reference\u002F11.known-issues",{"title":1831,"path":1832,"stem":1833,"children":1834,"icon":71},"About","\u002Fabout","11.about\u002F00.index",[1835,1836,1840,1845],{"title":1831,"path":1832,"stem":1833},{"title":1837,"path":1838,"stem":1839,"icon":967},"Licensing","\u002Fabout\u002Flicensing","11.about\u002F01.licensing",{"title":1841,"path":1842,"stem":1843,"icon":1844},"About these docs","\u002Fabout\u002Fcontributing-docs","11.about\u002F02.contributing-docs","i-ph-pencil-simple",{"title":1846,"path":1847,"stem":1848,"icon":42},"A local environment","\u002Fabout\u002Flocal-environment","11.about\u002F03.local-environment",{"id":1850,"title":613,"body":1851,"description":2712,"extension":2713,"links":2714,"meta":2715,"navigation":2718,"path":614,"seo":2719,"stem":615,"__hash__":2720},"docs\u002F04.build\u002F01.plugins\u002F22.verified\u002F20.gitlab.md",{"type":1852,"value":1853,"toc":2704},"minimark",[1854,1858,1861,1977,2015,2020,2043,2306,2313,2317,2340,2415,2418,2424,2428,2455,2533,2576,2590,2594,2659,2664,2667,2700],[1855,1856,1857],"p",{},"For: tenant administrators and plugin users.",[1855,1859,1860],{},"Connect GitLab issues, merge requests, pipelines and repositories through GitLab's MCP server. The connector supports GitLab.com, self-managed GitLab and GitLab Dedicated, uses your tenant's OAuth application, and receives GitLab webhooks as events.",[1862,1863,1864,1875],"table",{},[1865,1866,1867],"thead",{},[1868,1869,1870,1873],"tr",{},[1871,1872],"th",{},[1871,1874],{},[1876,1877,1878,1898,1916,1930,1940,1954,1965],"tbody",{},[1868,1879,1880,1884],{},[1881,1882,1883],"td",{},"Manifest name",[1881,1885,1886,1890,1891,1894,1895],{},[1887,1888,1889],"code",{},"gitlab"," (hub name ",[1887,1892,1893],{},"ai.oz0\u002Fgitlab","), ",[1887,1896,1897],{},"kind: connector",[1868,1899,1900,1903],{},[1881,1901,1902],{},"Tools",[1881,1904,1905,1907,1908,1911,1912,1915],{},[1887,1906,1889],{},": GitLab's MCP server, ",[1887,1909,1910],{},"https:\u002F\u002F\u003Chost>\u002Fapi\u002Fv4\u002Fmcp","; ",[1887,1913,1914],{},"gitlab_events",": the webhooks' normaliser, which reaches nothing",[1868,1917,1918,1921],{},[1881,1919,1920],{},"Connection",[1881,1922,1923,1925,1926,1929],{},[1887,1924,1889],{},": authorization code with PKCE on your own non-confidential OAuth application, the ",[1887,1927,1928],{},"mcp"," scope, refreshed by the edge",[1868,1931,1932,1935],{},[1881,1933,1934],{},"Event source",[1881,1936,1937,1939],{},[1887,1938,1889],{},": issue, merge request and pipeline events, checked against the webhook's secret token",[1868,1941,1942,1945],{},[1881,1943,1944],{},"Agent",[1881,1946,1947,1949,1950,1953],{},[1887,1948,1889],{},", a generic delegate on the ",[1887,1951,1952],{},"default"," alias",[1868,1955,1956,1959],{},[1881,1957,1958],{},"Pin",[1881,1960,1961,1964],{},[1887,1962,1963],{},"snapshots\u002Fgitlab.json"," (21 functions) and the toolsets header",[1868,1966,1967,1970],{},[1881,1968,1969],{},"Egress",[1881,1971,1972,1973,1976],{},"The connection's host only: ",[1887,1974,1975],{},"gitlab.com",", or your instance's",[1855,1978,1979,1980,1987,1988,1987,1993,1987,1998,1987,2003,2008,2009,2014],{},"Sources, read 2026-10-17: ",[1981,1982,1986],"a",{"href":1983,"rel":1984},"https:\u002F\u002Fdocs.gitlab.com\u002Fuser\u002Fmodel_context_protocol\u002Fmcp_server\u002F",[1985],"nofollow","GitLab MCP server",",\n",[1981,1989,1992],{"href":1990,"rel":1991},"https:\u002F\u002Fdocs.gitlab.com\u002Fuser\u002Fmodel_context_protocol\u002Fmcp_server_tools\u002F",[1985],"its tools",[1981,1994,1997],{"href":1995,"rel":1996},"https:\u002F\u002Fdocs.gitlab.com\u002Fapi\u002Foauth2\u002F",[1985],"OAuth 2.0 identity provider API",[1981,1999,2002],{"href":2000,"rel":2001},"https:\u002F\u002Fdocs.gitlab.com\u002Fintegration\u002Foauth_provider\u002F",[1985],"GitLab as an OAuth 2.0 provider",[1981,2004,2007],{"href":2005,"rel":2006},"https:\u002F\u002Fdocs.gitlab.com\u002Fuser\u002Fproject\u002Fintegrations\u002Fwebhooks\u002F",[1985],"webhooks"," and\n",[1981,2010,2013],{"href":2011,"rel":2012},"https:\u002F\u002Fdocs.gitlab.com\u002Fuser\u002Fproject\u002Fintegrations\u002Fwebhook_events\u002F",[1985],"webhook events",".",[2016,2017,2019],"h2",{"id":2018},"functions","Functions",[1855,2021,2022,2023,2026,2027,2030,2031,2034,2035,2038,2039,2042],{},"The tool sends ",[1887,2024,2025],{},"X-Gitlab-Enabled-Mcp-Server-Toolsets: core,work_items,merge_requests,repository,ci"," with every\nrequest, so GitLab lists those toolsets and ",[1887,2028,2029],{},"meta",", and never ",[1887,2032,2033],{},"duo_agent_platform"," (which needs a GitLab Duo licence),\n",[1887,2036,2037],{},"wikis"," or ",[1887,2040,2041],{},"code_security",". The plugin pins 21 of the functions GitLab lists there, and the connection gives a token\nto those only: GitLab's other functions (merging, committing, running pipelines) show in the catalog but cannot be\ncalled through this plugin.",[1862,2044,2045,2058],{},[1865,2046,2047],{},[1868,2048,2049,2052,2055],{},[1871,2050,2051],{},"Function",[1871,2053,2054],{},"Does",[1871,2056,2057],{},"Asks a person by default",[1876,2059,2060,2073,2085,2097,2109,2121,2133,2145,2157,2169,2181,2193,2205,2217,2233,2245,2257,2269,2281,2294],{},[1868,2061,2062,2067,2070],{},[1881,2063,2064],{},[1887,2065,2066],{},"gitlab.list_work_items",[1881,2068,2069],{},"Lists or searches issues and other work items in a project or group",[1881,2071,2072],{},"no",[1868,2074,2075,2080,2083],{},[1881,2076,2077],{},[1887,2078,2079],{},"gitlab.get_work_item",[1881,2081,2082],{},"Reads one work item, with its notes when asked",[1881,2084,2072],{},[1868,2086,2087,2092,2095],{},[1881,2088,2089],{},[1887,2090,2091],{},"gitlab.get_work_item_types",[1881,2093,2094],{},"Lists the work item types a project or group has",[1881,2096,2072],{},[1868,2098,2099,2104,2107],{},[1881,2100,2101],{},[1887,2102,2103],{},"gitlab.list_merge_requests",[1881,2105,2106],{},"Lists or searches merge requests",[1881,2108,2072],{},[1868,2110,2111,2116,2119],{},[1881,2112,2113],{},[1887,2114,2115],{},"gitlab.get_merge_request",[1881,2117,2118],{},"Reads a merge request, with its diffs, commits, notes or pipelines when asked",[1881,2120,2072],{},[1868,2122,2123,2128,2131],{},[1881,2124,2125],{},[1887,2126,2127],{},"gitlab.list_pipelines",[1881,2129,2130],{},"Lists a project's pipelines",[1881,2132,2072],{},[1868,2134,2135,2140,2143],{},[1881,2136,2137],{},[1887,2138,2139],{},"gitlab.get_pipeline",[1881,2141,2142],{},"Reads a pipeline, with its jobs when asked",[1881,2144,2072],{},[1868,2146,2147,2152,2155],{},[1881,2148,2149],{},[1887,2150,2151],{},"gitlab.get_job",[1881,2153,2154],{},"Reads a CI\u002FCD job, with its log when asked",[1881,2156,2072],{},[1868,2158,2159,2164,2167],{},[1881,2160,2161],{},[1887,2162,2163],{},"gitlab.get_repository_file",[1881,2165,2166],{},"Reads a file at a branch, tag or commit",[1881,2168,2072],{},[1868,2170,2171,2176,2179],{},[1881,2172,2173],{},[1887,2174,2175],{},"gitlab.list_repository_tree",[1881,2177,2178],{},"Lists a directory",[1881,2180,2072],{},[1868,2182,2183,2188,2191],{},[1881,2184,2185],{},[1887,2186,2187],{},"gitlab.list_commits",[1881,2189,2190],{},"Lists commits",[1881,2192,2072],{},[1868,2194,2195,2200,2203],{},[1881,2196,2197],{},[1887,2198,2199],{},"gitlab.get_commit",[1881,2201,2202],{},"Reads a commit, with its diff when asked",[1881,2204,2072],{},[1868,2206,2207,2212,2215],{},[1881,2208,2209],{},[1887,2210,2211],{},"gitlab.list_branches",[1881,2213,2214],{},"Lists branches",[1881,2216,2072],{},[1868,2218,2219,2228,2231],{},[1881,2220,2221,2224,2225],{},[1887,2222,2223],{},"gitlab.get_project",", ",[1887,2226,2227],{},"gitlab.list_projects",[1881,2229,2230],{},"Reads a project, lists projects",[1881,2232,2072],{},[1868,2234,2235,2240,2243],{},[1881,2236,2237],{},[1887,2238,2239],{},"gitlab.get_user",[1881,2241,2242],{},"Reads a user, or the signed-in one",[1881,2244,2072],{},[1868,2246,2247,2252,2255],{},[1881,2248,2249],{},[1887,2250,2251],{},"gitlab.search",[1881,2253,2254],{},"Searches the instance",[1881,2256,2072],{},[1868,2258,2259,2264,2267],{},[1881,2260,2261],{},[1887,2262,2263],{},"gitlab.search_labels",[1881,2265,2266],{},"Searches a project's or group's labels",[1881,2268,2072],{},[1868,2270,2271,2276,2279],{},[1881,2272,2273],{},[1887,2274,2275],{},"gitlab.get_mcp_server_version",[1881,2277,2278],{},"Reads the MCP server's version",[1881,2280,2072],{},[1868,2282,2283,2288,2291],{},[1881,2284,2285],{},[1887,2286,2287],{},"gitlab.save_note",[1881,2289,2290],{},"Comments on a work item or merge request",[1881,2292,2293],{},"yes",[1868,2295,2296,2301,2304],{},[1881,2297,2298],{},[1887,2299,2300],{},"gitlab.save_work_item",[1881,2302,2303],{},"Creates an issue, or changes one (title, description, labels, state)",[1881,2305,2293],{},[1855,2307,2308,2309,2312],{},"The two writes wait for an operator who did not start the job, unless your\n",[1981,2310,2311],{"href":1049},"tool policy"," names other deciders.",[2016,2314,2316],{"id":2315},"connect-it","Connect it",[2318,2319,2320,2324,2334],"ol",{},[2321,2322,2323],"li",{},"Allow MCP access at GitLab. On GitLab.com an Owner allows access to the MCP server for the top-level group; on\na self-managed instance or Dedicated an administrator allows it for the instance.",[2321,2325,2326,2327,2329,2330,2333],{},"Create an OAuth application at GitLab, for a user, a group or the instance: clear Confidential (it has no\nclient secret), select the ",[1887,2328,1928],{}," scope, and give it the redirect URL that ",[1887,2331,2332],{},"oz0 connection show gitlab"," prints\nunder \"calls back\".",[2321,2335,2336,2337,2339],{},"Connect. The host defaults to ",[1887,2338,1975],{},"; give your instance's for a self-managed one or Dedicated:",[2341,2342,2348],"pre",{"className":2343,"code":2344,"filename":2345,"language":2346,"meta":2347,"style":2347},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","oz0 connection set gitlab --param host=gitlab.example.com --param client_id=\u003Cthe application ID>\noz0 connection start gitlab     # opens GitLab's sign-in; the edge keeps and refreshes the token\n","Terminal","bash","",[1887,2349,2350,2399],{"__ignoreMap":2347},[2351,2352,2355,2358,2362,2365,2368,2371,2374,2376,2379,2383,2386,2389,2392,2396],"span",{"class":2353,"line":2354},"line",1,[2351,2356,1714],{"class":2357},"sBMFI",[2351,2359,2361],{"class":2360},"sfazB"," connection",[2351,2363,2364],{"class":2360}," set",[2351,2366,2367],{"class":2360}," gitlab",[2351,2369,2370],{"class":2360}," --param",[2351,2372,2373],{"class":2360}," host=gitlab.example.com",[2351,2375,2370],{"class":2360},[2351,2377,2378],{"class":2360}," client_id=",[2351,2380,2382],{"class":2381},"sMK4o","\u003C",[2351,2384,2385],{"class":2360},"the",[2351,2387,2388],{"class":2360}," application",[2351,2390,2391],{"class":2360}," I",[2351,2393,2395],{"class":2394},"sTEyZ","D",[2351,2397,2398],{"class":2381},">\n",[2351,2400,2402,2404,2406,2409,2411],{"class":2353,"line":2401},2,[2351,2403,1714],{"class":2357},[2351,2405,2361],{"class":2360},[2351,2407,2408],{"class":2360}," start",[2351,2410,2367],{"class":2360},[2351,2412,2414],{"class":2413},"sHwdD","     # opens GitLab's sign-in; the edge keeps and refreshes the token\n",[1855,2416,2417],{},"The person who connects signs in as themselves, and every call acts as them, within what GitLab lets them see and\ndo. The edge refreshes the token before it expires (GitLab's live two hours) and asks for the connection to be\nconnected again when GitLab refuses a refresh. A changed host gets no token until the connection is connected again\nfor it, so a token GitLab issued for one instance never goes to another.",[1855,2419,2420,2421,2014],{},"A host on a private network needs it allowed: ",[1887,2422,2423],{},"oz0 server start --connect-allow-net \u003CCIDR>",[2016,2425,2427],{"id":2426},"webhooks-as-events","Webhooks as events",[1855,2429,2430,2431,2434,2435,2438,2439,2442,2443,2446,2447,2450,2451,2454],{},"Point a project's or group's webhook at ",[1887,2432,2433],{},"https:\u002F\u002F\u003Cedge>\u002Fevents\u002F\u003Ctenant>\u002Fgitlab",", with Secret token set to the\nvalue of the tenant secret ",[1887,2436,2437],{},"GITLAB_WEBHOOK_TOKEN"," (",[1887,2440,2441],{},"oz0 secret set GITLAB_WEBHOOK_TOKEN --signing --host \u003Cedge>:7443"," reads it from standard input; the edge takes it only as a signing key bound to its own address),\nand select issue, merge request and pipeline events. The edge compares ",[1887,2444,2445],{},"X-Gitlab-Token"," with the secret before\nanything reads the delivery, and takes a redelivery once by its ",[1887,2448,2449],{},"Idempotency-Key",". A ",[1981,2452,2453],{"href":830},"routine"," fires\non them:",[2341,2456,2461],{"className":2457,"code":2458,"filename":2459,"language":2460,"meta":2347,"style":2347},"language-yaml shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","triggers:\n  - name: opened\n    event:\n      source: gitlab\n      types: [issue]\n      filter: event.action == 'open'\n","triage.yaml","yaml",[1887,2462,2463,2472,2486,2494,2505,2522],{"__ignoreMap":2347},[2351,2464,2465,2469],{"class":2353,"line":2354},[2351,2466,2468],{"class":2467},"swJcz","triggers",[2351,2470,2471],{"class":2381},":\n",[2351,2473,2474,2477,2480,2483],{"class":2353,"line":2401},[2351,2475,2476],{"class":2381},"  -",[2351,2478,2479],{"class":2467}," name",[2351,2481,2482],{"class":2381},":",[2351,2484,2485],{"class":2360}," opened\n",[2351,2487,2489,2492],{"class":2353,"line":2488},3,[2351,2490,2491],{"class":2467},"    event",[2351,2493,2471],{"class":2381},[2351,2495,2497,2500,2502],{"class":2353,"line":2496},4,[2351,2498,2499],{"class":2467},"      source",[2351,2501,2482],{"class":2381},[2351,2503,2504],{"class":2360}," gitlab\n",[2351,2506,2508,2511,2513,2516,2519],{"class":2353,"line":2507},5,[2351,2509,2510],{"class":2467},"      types",[2351,2512,2482],{"class":2381},[2351,2514,2515],{"class":2381}," [",[2351,2517,2518],{"class":2360},"issue",[2351,2520,2521],{"class":2381},"]\n",[2351,2523,2525,2528,2530],{"class":2353,"line":2524},6,[2351,2526,2527],{"class":2467},"      filter",[2351,2529,2482],{"class":2381},[2351,2531,2532],{"class":2360}," event.action == 'open'\n",[1855,2534,2535,2536,2438,2539,2224,2541,2038,2544,2547,2548,2551,2552,2224,2555,1987,2558,2561,2562,2565,2566,2224,2569,1987,2572,2575],{},"Each event has a ",[1887,2537,2538],{},"type",[1887,2540,2518],{},[1887,2542,2543],{},"merge_request",[1887,2545,2546],{},"pipeline","), an ",[1887,2549,2550],{},"action"," (GitLab's, such as ",[1887,2553,2554],{},"open",[1887,2556,2557],{},"update",[1887,2559,2560],{},"merge",", or a pipeline's status, such as ",[1887,2563,2564],{},"failed","), a subject (",[1887,2567,2568],{},"group\u002Fproject#7",[1887,2570,2571],{},"group\u002Fproject!3",[1887,2573,2574],{},"group\u002Fproject\u002Fpipelines\u002F31","), attributes for filters (project, iid, state, branches, labels, failed jobs) and the\ntext an agent reads, which is outside input: what an issue's author wrote is in it.",[1855,2577,2578,2579,2581,2582,2585,2586,2589],{},"GitLab sends every kind of work item under its issue events. Only issues (and Service Desk issues) become ",[1887,2580,2518],{},"\nevents, with ",[1887,2583,2584],{},"attributes.work_item_type"," set to ",[1887,2587,2588],{},"Issue","; tasks, incidents, epics, objectives and key results are\naccepted and ignored, so GitLab never counts them as failed deliveries and never turns the webhook off for them.",[2016,2591,2593],{"id":2592},"limits","Limits",[2595,2596,2597,2615,2637,2652],"ul",{},[2321,2598,2599,2600,2603,2604,2607,2608,2611,2612,2614],{},"Writes ask a person by default (",[1887,2601,2602],{},"save_note"," and ",[1887,2605,2606],{},"save_work_item",", through the plugin's suggested policy, which\nan admin may switch with a reason; up to 1.0.0 under ",[1887,2609,2610],{},"requires_approval",", and an update from it keeps asking), and\nare not safe to repeat: GitLab's MCP server\ntakes no idempotency key, so a ",[1887,2613,2602],{}," sent twice comments twice. Orchestrator Zero makes an approved call once.",[2321,2616,2617,2618,2622,2623,2603,2625,2627,2628,2631,2632,2636],{},"No push of changes. The plugin cannot apply a ",[1981,2619,2621],{"href":2620},"\u002Fgovern\u002Freviewed-changes\u002Fchangesets#changesets","reviewed changeset",": its\nwrites are ",[1887,2624,2602],{},[1887,2626,2606],{},". When it can, it refuses a change to a plugin's tests or rules, and to\nCODEOWNERS or CI workflows, without the second approval those need, as ",[1887,2629,2630],{},"oz0_github.push_changes"," does\n(",[1981,2633,2635],{"href":2634},"\u002Fgovern\u002Freviewed-changes\u002Fprotected-paths#protected-paths","protected paths",").",[2321,2638,2639,2640,2642,2643,2603,2646,2642,2648,2651],{},"The AI label goes at the start of ",[1887,2641,2602],{},"'s ",[1887,2644,2645],{},"body",[1887,2647,2606],{},[1887,2649,2650],{},"description",": GitLab reads\nnothing Orchestrator Zero sends beside the call, so the node puts the tenant's label in the text people read, after\nthe approval. A work item's title carries no label.",[2321,2653,2654,2655,2658],{},"No annotations or output schemas from GitLab. GitLab documents neither for its MCP tools. The plugin marks the\nreads read-only and the writes as writes, and declares the output schemas of the single-object reads (",[1887,2656,2657],{},"get_*",") from\nwhat GitLab's documentation says they return, with no required fields; the lists and searches answer in text.",[2660,2661,2663],"h3",{"id":2662},"rate-limits","Rate limits",[1855,2665,2666],{},"GitLab.com allows 60 MCP requests a minute per user on Free and 600 on Premium and Ultimate, and counts them toward its general limits too; a self-managed instance's administrator sets one instance-wide limit. Each call is one session of its own. Above the limit GitLab answers 429 and the call is not made. A read is called again after the wait GitLab asks for, once your tenant approved the plugin's listing; a write is not, and the agent reads an error that says it is retryable and how long GitLab asks to wait.",[2595,2668,2669,2675,2678,2681,2684,2687,2690,2697],{},[2321,2670,2671,2672,2674],{},"Sign-in. OAuth only, on your own application. Personal, project and group access tokens of the legacy kind\ncannot carry the ",[1887,2673,1928],{}," scope (GitLab answers 403), fine-grained personal access tokens are not offered, and dynamic\nclient registration is not used.",[2321,2676,2677],{},"A refresh replaces the token in force. GitLab revokes the access token a refresh replaces, so a call that read\nthe old token a moment before can fail once with 401; the next call gets the new one.",[2321,2679,2680],{},"Webhooks with a secret token, not a signing token. GitLab's signing token (HMAC per the Standard Webhooks\nspecification, GitLab 19.0 and later) is not checked yet; set the secret token, which GitLab sends over TLS.",[2321,2682,2683],{},"Issues only, of the work items. Tasks, incidents, epics, objectives and key results arrive under GitLab's issue\nevents and are ignored, not refused, so they never count against the webhook.",[2321,2685,2686],{},"No EU regional host on GitLab.com. GitLab Dedicated and self-managed instances run where their owner chooses.",[2321,2688,2689],{},"Licence. The toolsets the plugin uses are on GitLab's Free tier; nothing it calls needs GitLab Duo.",[2321,2691,2692,2693,2696],{},"Installing or updating runs the delegate's eval as the ",[1981,2694,2695],{"href":970},"quality gate",", on the tenant's own\nmodels.",[2321,2698,2699],{},"Tested against a fake of GitLab's server and OAuth endpoints, shaped from GitLab's documentation, not against\nGitLab itself. \"Verified\" means the project tested, pinned and secured the plugin, never that GitLab endorses it.",[2701,2702,2703],"style",{},"html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}",{"title":2347,"searchDepth":2401,"depth":2401,"links":2705},[2706,2707,2708,2709],{"id":2018,"depth":2401,"text":2019},{"id":2315,"depth":2401,"text":2316},{"id":2426,"depth":2401,"text":2427},{"id":2592,"depth":2401,"text":2593,"children":2710},[2711],{"id":2662,"depth":2488,"text":2663},"The verified connector ai.oz0\u002Fgitlab - GitLab's issues, merge requests, pipelines and repositories through GitLab's own MCP server, on GitLab.com or your own instance, on your own OAuth application, with GitLab's webhooks as events.","md",null,{"audience":2716,"doc_type":2717},"tenant administrators and plugin users","how-to",{"icon":616},{"title":613,"description":2712},"55HXsV5_NNtMbbdMsuX_8uFwxjvhzzrr9p0liVsVnMg",[2722,2724],{"title":609,"path":610,"stem":611,"description":2723,"icon":421,"children":-1},"The verified plugin ai.oz0\u002Fservicenow - a ServiceNow instance's incidents, requested items and tasks on its Table API, incident changes as events, and ServiceNow's own MCP server as an option.",{"title":618,"path":619,"stem":620,"description":2725,"icon":621,"children":-1},"The verified plugin ai.oz0\u002Fsupport-triage - new tickets in Jira Service Management or ServiceNow triaged by an agent, routed and noted through the ticket system's connector, and acknowledged by mail, each write after a person approves it.",1794442986128]