From b465a1fd781066bddf96913d73fd2e2c1e51107d Mon Sep 17 00:00:00 2001
From: Robin Shen <robin@onedev.io>
Date: Sun, 9 Nov 2025 11:50:01 +0800
Subject: [PATCH] feat: Natural language query for issues/builds/pull requests
 via AI (OD-2600)

---
 .gitignore                                    |   1 +
 pom.xml                                       |   6 +
 server-core/pom.xml                           |   4 +
 .../java/io/onedev/server/CoreModule.java     |  18 +-
 .../resource => ai}/McpHelperResource.java    | 249 +--------------
 .../onedev/server/ai/QueryDescriptions.java   | 300 ++++++++++++++++++
 .../server/data/DefaultDataService.java       |  29 +-
 .../server/data/migration/DataMigrator.java   |   4 +
 .../java/io/onedev/server/model/Setting.java  |   2 +-
 .../server/model/support/AIModelSetting.java  | 135 ++++++++
 .../support/administration/AISetting.java     |  41 +++
 .../onedev/server/service/SettingService.java |   7 +-
 .../service/impl/DefaultSettingService.java   |  14 +-
 .../java/io/onedev/server/util/ZoneIdChanged  |   0
 .../web/behavior/BuildQueryBehavior.java      |  49 ++-
 .../web/behavior/IssueQueryBehavior.java      |  56 +++-
 .../behavior/PullRequestQueryBehavior.java    |  71 ++++-
 .../inputassist/InputAssistBehavior.java      | 159 +++++++---
 .../NaturalLanguageTranslator.java            |  41 +++
 .../web/behavior/inputassist/input-assist.js  |  83 ++++-
 .../server/web/mapper/BaseUrlMapper.java      |   2 +
 .../page/admin/aisetting/AISettingPage.html   |  10 +
 .../page/admin/aisetting/AISettingPage.java   |  58 ++++
 .../io/onedev/server/web/page/base/base.js    |   2 +-
 .../server/web/page/layout/LayoutPage.java    |   8 +-
 .../onedev/server/web/page/test/TestPage.java |   1 +
 .../web/translation/Translation_de.java       |   4 +
 .../web/translation/Translation_es.java       |   4 +
 .../web/translation/Translation_fr.java       |   4 +
 .../web/translation/Translation_it.java       |   4 +
 .../web/translation/Translation_ja.java       |   4 +
 .../web/translation/Translation_ko.java       |   4 +
 .../web/translation/Translation_pt.java       |   4 +
 .../web/translation/Translation_zh.java       |   4 +
 34 files changed, 1014 insertions(+), 368 deletions(-)
 rename server-core/src/main/java/io/onedev/server/{rest/resource => ai}/McpHelperResource.java (81%)
 create mode 100644 server-core/src/main/java/io/onedev/server/ai/QueryDescriptions.java
 create mode 100644 server-core/src/main/java/io/onedev/server/model/support/AIModelSetting.java
 create mode 100644 server-core/src/main/java/io/onedev/server/model/support/administration/AISetting.java
 delete mode 100644 server-core/src/main/java/io/onedev/server/util/ZoneIdChanged
 create mode 100644 server-core/src/main/java/io/onedev/server/web/behavior/inputassist/NaturalLanguageTranslator.java
 create mode 100644 server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.html
 create mode 100644 server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.java

diff --git a/.gitignore b/.gitignore
index 1885cccd64..1af13a9b9c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,7 @@
 server-product/docker/build/
 server-product/docker/onedev-*/
 **/target/
+**/bin/
 **/.classpath
 **/.gitignore
 **/.settings
diff --git a/pom.xml b/pom.xml
index 6746367289..d9d0872c2f 100644
--- a/pom.xml
+++ b/pom.xml
@@ -627,6 +627,11 @@
 				<artifactId>fastexcel</artifactId>
 				<version>0.15.7</version>
 			</dependency>
+			<dependency>
+				<groupId>dev.langchain4j</groupId>
+				<artifactId>langchain4j-open-ai</artifactId>
+				<version>${langchain4j.version}</version>
+			</dependency>
 		</dependencies>
 	</dependencyManagement>
 	<repositories>
@@ -663,5 +668,6 @@
 		<servlet.version>3.1.0</servlet.version>
 		<jackson.version>2.15.0</jackson.version>
 		<tika.version>1.28.3</tika.version>
+		<langchain4j.version>1.8.0</langchain4j.version>
 	</properties>
 </project>
diff --git a/server-core/pom.xml b/server-core/pom.xml
index f4dfe35097..d8a3d81678 100644
--- a/server-core/pom.xml
+++ b/server-core/pom.xml
@@ -394,6 +394,10 @@
 			<artifactId>kotlin-stdlib-jdk7</artifactId>
 			<version>${kotlin.version}</version>
 		</dependency>		
+		<dependency>
+			<groupId>dev.langchain4j</groupId>
+			<artifactId>langchain4j-open-ai</artifactId>
+		</dependency>
 	</dependencies>
 	<properties>
 		<kotlin.version>1.9.23</kotlin.version>
diff --git a/server-core/src/main/java/io/onedev/server/CoreModule.java b/server-core/src/main/java/io/onedev/server/CoreModule.java
index 1b7313561c..8071e254f8 100644
--- a/server-core/src/main/java/io/onedev/server/CoreModule.java
+++ b/server-core/src/main/java/io/onedev/server/CoreModule.java
@@ -75,6 +75,7 @@ import io.onedev.commons.utils.ExceptionUtils;
 import io.onedev.commons.utils.StringUtils;
 import io.onedev.k8shelper.KubernetesHelper;
 import io.onedev.k8shelper.OsInfo;
+import io.onedev.server.ai.McpHelperResource;
 import io.onedev.server.annotation.Shallow;
 import io.onedev.server.attachment.AttachmentService;
 import io.onedev.server.attachment.DefaultAttachmentService;
@@ -144,11 +145,11 @@ import io.onedev.server.persistence.HibernateInterceptor;
 import io.onedev.server.persistence.IdService;
 import io.onedev.server.persistence.PersistListener;
 import io.onedev.server.persistence.PrefixedNamingStrategy;
-import io.onedev.server.persistence.SessionFactoryService;
 import io.onedev.server.persistence.SessionFactoryProvider;
+import io.onedev.server.persistence.SessionFactoryService;
 import io.onedev.server.persistence.SessionInterceptor;
-import io.onedev.server.persistence.SessionService;
 import io.onedev.server.persistence.SessionProvider;
+import io.onedev.server.persistence.SessionService;
 import io.onedev.server.persistence.TransactionInterceptor;
 import io.onedev.server.persistence.TransactionService;
 import io.onedev.server.persistence.annotation.Sessional;
@@ -160,7 +161,6 @@ import io.onedev.server.rest.DefaultServletContainer;
 import io.onedev.server.rest.JerseyConfigurator;
 import io.onedev.server.rest.ResourceConfigProvider;
 import io.onedev.server.rest.WebApplicationExceptionHandler;
-import io.onedev.server.rest.resource.McpHelperResource;
 import io.onedev.server.rest.resource.ProjectResource;
 import io.onedev.server.search.code.CodeIndexService;
 import io.onedev.server.search.code.CodeSearchService;
@@ -197,10 +197,10 @@ import io.onedev.server.service.BuildMetricService;
 import io.onedev.server.service.BuildParamService;
 import io.onedev.server.service.BuildQueryPersonalizationService;
 import io.onedev.server.service.BuildService;
-import io.onedev.server.service.CodeCommentService;
 import io.onedev.server.service.CodeCommentMentionService;
 import io.onedev.server.service.CodeCommentQueryPersonalizationService;
 import io.onedev.server.service.CodeCommentReplyService;
+import io.onedev.server.service.CodeCommentService;
 import io.onedev.server.service.CodeCommentStatusChangeService;
 import io.onedev.server.service.CodeCommentTouchService;
 import io.onedev.server.service.CommitQueryPersonalizationService;
@@ -215,9 +215,9 @@ import io.onedev.server.service.GroupAuthorizationService;
 import io.onedev.server.service.GroupService;
 import io.onedev.server.service.IssueAuthorizationService;
 import io.onedev.server.service.IssueChangeService;
-import io.onedev.server.service.IssueCommentService;
 import io.onedev.server.service.IssueCommentReactionService;
 import io.onedev.server.service.IssueCommentRevisionService;
+import io.onedev.server.service.IssueCommentService;
 import io.onedev.server.service.IssueDescriptionRevisionService;
 import io.onedev.server.service.IssueFieldService;
 import io.onedev.server.service.IssueLinkService;
@@ -248,9 +248,9 @@ import io.onedev.server.service.ProjectLastEventDateService;
 import io.onedev.server.service.ProjectService;
 import io.onedev.server.service.PullRequestAssignmentService;
 import io.onedev.server.service.PullRequestChangeService;
-import io.onedev.server.service.PullRequestCommentService;
 import io.onedev.server.service.PullRequestCommentReactionService;
 import io.onedev.server.service.PullRequestCommentRevisionService;
+import io.onedev.server.service.PullRequestCommentService;
 import io.onedev.server.service.PullRequestDescriptionRevisionService;
 import io.onedev.server.service.PullRequestLabelService;
 import io.onedev.server.service.PullRequestMentionService;
@@ -285,10 +285,10 @@ import io.onedev.server.service.impl.DefaultBuildMetricService;
 import io.onedev.server.service.impl.DefaultBuildParamService;
 import io.onedev.server.service.impl.DefaultBuildQueryPersonalizationService;
 import io.onedev.server.service.impl.DefaultBuildService;
-import io.onedev.server.service.impl.DefaultCodeCommentService;
 import io.onedev.server.service.impl.DefaultCodeCommentMentionService;
 import io.onedev.server.service.impl.DefaultCodeCommentQueryPersonalizationService;
 import io.onedev.server.service.impl.DefaultCodeCommentReplyService;
+import io.onedev.server.service.impl.DefaultCodeCommentService;
 import io.onedev.server.service.impl.DefaultCodeCommentStatusChangeService;
 import io.onedev.server.service.impl.DefaultCodeCommentTouchService;
 import io.onedev.server.service.impl.DefaultCommitQueryPersonalizationService;
@@ -303,9 +303,9 @@ import io.onedev.server.service.impl.DefaultGroupAuthorizationService;
 import io.onedev.server.service.impl.DefaultGroupService;
 import io.onedev.server.service.impl.DefaultIssueAuthorizationService;
 import io.onedev.server.service.impl.DefaultIssueChangeService;
-import io.onedev.server.service.impl.DefaultIssueCommentService;
 import io.onedev.server.service.impl.DefaultIssueCommentReactionService;
 import io.onedev.server.service.impl.DefaultIssueCommentRevisionService;
+import io.onedev.server.service.impl.DefaultIssueCommentService;
 import io.onedev.server.service.impl.DefaultIssueDescriptionRevisionService;
 import io.onedev.server.service.impl.DefaultIssueFieldService;
 import io.onedev.server.service.impl.DefaultIssueLinkService;
@@ -336,9 +336,9 @@ import io.onedev.server.service.impl.DefaultProjectLastEventDateService;
 import io.onedev.server.service.impl.DefaultProjectService;
 import io.onedev.server.service.impl.DefaultPullRequestAssignmentService;
 import io.onedev.server.service.impl.DefaultPullRequestChangeService;
-import io.onedev.server.service.impl.DefaultPullRequestCommentService;
 import io.onedev.server.service.impl.DefaultPullRequestCommentReactionService;
 import io.onedev.server.service.impl.DefaultPullRequestCommentRevisionService;
+import io.onedev.server.service.impl.DefaultPullRequestCommentService;
 import io.onedev.server.service.impl.DefaultPullRequestDescriptionRevisionService;
 import io.onedev.server.service.impl.DefaultPullRequestLabelService;
 import io.onedev.server.service.impl.DefaultPullRequestMentionService;
diff --git a/server-core/src/main/java/io/onedev/server/rest/resource/McpHelperResource.java b/server-core/src/main/java/io/onedev/server/ai/McpHelperResource.java
similarity index 81%
rename from server-core/src/main/java/io/onedev/server/rest/resource/McpHelperResource.java
rename to server-core/src/main/java/io/onedev/server/ai/McpHelperResource.java
index f399e94d9e..91064ae14f 100644
--- a/server-core/src/main/java/io/onedev/server/rest/resource/McpHelperResource.java
+++ b/server-core/src/main/java/io/onedev/server/ai/McpHelperResource.java
@@ -1,6 +1,8 @@
-package io.onedev.server.rest.resource;
+package io.onedev.server.ai;
 
+import static io.onedev.server.ai.QueryDescriptions.getBuildQueryDescription;
 import static javax.ws.rs.core.Response.Status.NOT_ACCEPTABLE;
+import static org.unbescape.html.HtmlEscape.escapeHtml5;
 
 import java.io.Serializable;
 import java.nio.charset.StandardCharsets;
@@ -16,7 +18,6 @@ import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
 
-import org.jspecify.annotations.Nullable;
 import javax.inject.Inject;
 import javax.inject.Singleton;
 import javax.persistence.EntityNotFoundException;
@@ -37,7 +38,7 @@ import javax.ws.rs.core.Response;
 import org.apache.shiro.authz.UnauthenticatedException;
 import org.apache.shiro.authz.UnauthorizedException;
 import org.eclipse.jgit.lib.ObjectId;
-import org.unbescape.html.HtmlEscape;
+import org.jspecify.annotations.Nullable;
 
 import com.fasterxml.jackson.core.type.TypeReference;
 import com.fasterxml.jackson.databind.ObjectMapper;
@@ -165,8 +166,6 @@ public class McpHelperResource {
 
     private final BuildService buildService;
 
-    private final BuildParamService buildParamService;
-
     private final JobService jobService;
 
     private final GitService gitService;
@@ -215,243 +214,11 @@ public class McpHelperResource {
         this.urlService = urlService;
         this.pullRequestCommentService = pullRequestCommentService;
         this.buildService = buildService;
-        this.buildParamService = buildParamService;
         this.jobService = jobService;
         this.validator = validator;
         this.serverConfig = serverConfig;
     }
 
-    private String getIssueQueryStringDescription() {
-        var stateNames = new StringBuilder();
-        for (var state: settingService.getIssueSetting().getStateSpecs()) {
-            stateNames.append("  - ");
-            stateNames.append(state.getName());
-            if (state.getDescription() != null) {
-                stateNames.append(": ").append(state.getDescription().replace("\n", " "));
-            }
-            stateNames.append("\n");
-        }
-        var fieldCriterias = new StringBuilder();
-        for (var field: settingService.getIssueSetting().getFieldSpecs()) {
-            if (field instanceof ChoiceField) {
-                var choiceField = (ChoiceField) field;
-                fieldCriterias.append("- " + field.getName().toLowerCase() + " criteria in form of: \""
-                        + field.getName() + "\" is \"<" + field.getName().toLowerCase()
-                        + " value>\" (quotes are required), where <" + field.getName().toLowerCase()
-                        + " value> is one of below:\n");
-                for (var choice : choiceField.getPossibleValues())
-                    fieldCriterias.append("  - " + choice).append("\n");
-            } else if (field instanceof UserChoiceField) {
-                fieldCriterias.append("- " + field.getName().toLowerCase() + " criteria in form of: \""
-                        + field.getName() + "\" is \"<login name of a user>\" (quotes are required)\n");
-                fieldCriterias.append(
-                        "- " + field.getName().toLowerCase() + " criteria for current user in form of: \""
-                                + field.getName() + "\" is me (quotes are required)\n");
-            } else if (field instanceof GroupChoiceField) {
-                fieldCriterias.append("- " + field.getName().toLowerCase() + " criteria in form of: \""
-                        + field.getName() + "\" is \"<group name>\" (quotes are required)\n");
-            } else if (field instanceof BooleanField) {
-                fieldCriterias.append("- " + field.getName().toLowerCase() + " is true criteria in form of: \""
-                        + field.getName() + "\" is \"true\" (quotes are required)\n");
-                fieldCriterias.append("- " + field.getName().toLowerCase() + " is false criteria in form of: \""
-                        + field.getName() + "\" is \"false\" (quotes are required)\n");
-            } else if (field instanceof DateField) {
-                fieldCriterias.append("- " + field.getName().toLowerCase()
-                        + " is before certain date criteria in form of: \"" + field.getName()
-                        + "\" is before \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD\n");
-                fieldCriterias.append("- " + field.getName().toLowerCase()
-                        + " is after certain date criteria in form of: \"" + field.getName()
-                        + "\" is after \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD\n");
-            } else if (field instanceof DateTimeField) {
-                fieldCriterias.append("- " + field.getName().toLowerCase()
-                        + " is before certain date time criteria in form of: \"" + field.getName()
-                        + "\" is before \"<date time>\" (quotes are required), where <date time> is of format YYYY-MM-DD HH:mm\n");
-                fieldCriterias.append("- " + field.getName().toLowerCase()
-                        + " is after certain date time criteria in form of: \"" + field.getName()
-                        + "\" is after \"<date time>\" (quotes are required), where <date time> is of format YYYY-MM-DD HH:mm\n");
-            } else if (field instanceof IntegerField) {
-                fieldCriterias.append("- " + field.getName().toLowerCase()
-                        + " is equal to certain integer criteria in form of: \"" + field.getName()
-                        + "\" is \"<integer>\" (quotes are required), where <integer> is an integer\n");
-                fieldCriterias.append("- " + field.getName().toLowerCase()
-                        + " is greater than certain integer criteria in form of: \"" + field.getName()
-                        + "\" is greater than \"<integer>\" (quotes are required), where <integer> is an integer\n");
-                fieldCriterias.append("- " + field.getName().toLowerCase()
-                        + " is less than certain integer criteria in form of: \"" + field.getName()
-                        + "\" is less than \"<integer>\" (quotes are required), where <integer> is an integer\n");
-            }
-            fieldCriterias.append("- " + field.getName().toLowerCase() + " is not set criteria in form of: \""
-                    + field.getName() + "\" is empty (quotes are required)\n");
-        }
-        var linkCriterias = new StringBuilder();
-        for (var linkSpec: linkSpecService.query()) {
-            linkCriterias.append("- criteria to list issues with any " + linkSpec.getName().toLowerCase()
-                    + " issues matching certain criteria in form of: any \"" + linkSpec.getName()
-                    + "\" matching(another criteria) (quotes are required)\n");
-            linkCriterias.append("- criteria to list issues with all " + linkSpec.getName().toLowerCase()
-                    + " issues matching certain criteria in form of: all \"" + linkSpec.getName()
-                    + "\" matching(another criteria) (quotes are required)\n");
-            linkCriterias.append("- criteria to list issues with some " + linkSpec.getName().toLowerCase()
-                    + " issues in form of: has any \"" + linkSpec.getName() + "\" (quotes are required)\n");
-            if (linkSpec.getOpposite() != null) {
-                linkCriterias.append("- criteria to list issues with any "
-                        + linkSpec.getOpposite().getName().toLowerCase()
-                        + " issues matching certain criteria in form of: any \"" + linkSpec.getOpposite().getName()
-                        + "\" matching(another criteria) (quotes are required)\n");
-                linkCriterias.append("- criteria to list issues with all "
-                        + linkSpec.getOpposite().getName().toLowerCase()
-                        + " issues matching certain criteria in form of: all \"" + linkSpec.getOpposite().getName()
-                        + "\" matching(another criteria) (quotes are required)\n");
-                linkCriterias.append("- criteria to list issues with some " + linkSpec.getOpposite().getName().toLowerCase()
-                        + " issues in form of: has any \"" + linkSpec.getOpposite().getName() + "\" (quotes are required)\n");
-            }
-        }
-        var orderFields = new StringBuilder();
-        for (var field: Issue.SORT_FIELDS.keySet()) {
-            orderFields.append("- ").append(field).append("\n");
-        }
-
-        var description = 
-                "A query string is one of below criteria:\n" +
-                "- issue with specified number in form of: \"Number\" is \"#<issue number>\", or in form of: \"Number\" is \"<project key>-<issue number>\" (quotes are required)\n" +
-                "- criteria to check if title/description/comment contains specified text in form of: ~<containing text>~\n" +
-                "- state criteria in form of: \"State\" is \"<state name>\" (quotes are required), where <state name> is one of below:\n" +
-                stateNames + 
-                fieldCriterias + 
-                linkCriterias + 
-                "- submitted by specified user criteria in form of: submitted by \"<login name of a user>\" (quotes are required)\n" +
-                "- submitted by current user criteria in form of: submitted by me (quotes are required)\n" +
-                "- submitted before certain date criteria in form of: \"Submit Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- submitted after certain date criteria in form of: \"Submit Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- updated before certain date criteria in form of: \"Last Activity Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- updated after certain date criteria in form of: \"Last Activity Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- confidential criteria in form of: confidential\n" +
-                "- iteration criteria in form of: \"Iteration\" is \"<iteration name>\" (quotes are required)\n" +
-                "- and criteria in form of <criteria1> and <criteria2>\n" + 
-                "- or criteria in form of <criteria1> or <criteria2>. Note that \"and criteria\" takes precedence over \"or criteria\", use braces to group \"or criteria\" like \"(criteria1 or criteria2) and criteria3\" if you want to override precedence\n" +
-                "- not criteria in form of not(<criteria>)\n" +
-                "\n" +
-                "And can optionally add order clause at end of query string in form of: order by \"<field1>\" <asc|desc>,\"<field2>\" <asc|desc>,... (quotes are required), where <field> is one of below:\n" +
-                orderFields + 
-                "\n" +
-                "Leave empty to list all accessible issues";
-
-        return HtmlEscape.escapeHtml5(description);
-    }
-
-    private String getPullRequestQueryStringDescription() {
-        var orderFields = new StringBuilder();
-        for (var field : PullRequest.SORT_FIELDS.keySet()) {
-            orderFields.append("- ").append(field).append("\n");
-        }
-
-        var labelNames = labelSpecService.query().stream().map(LabelSpec::getName).collect(Collectors.joining(", "));
-        var mergeStrategyNames = Arrays.stream(MergeStrategy.values()).map(MergeStrategy::name).collect(Collectors.joining(", "));
-
-        var description = 
-                "A query string is one of below criteria:\n" +
-                "- pull request with specified number in form of: \"Number\" is \"#<pull request number>\", or in form of: \"Number\" is \"<project key>-<pull request number>\" (quotes are required)\n" +
-                "- criteria to check if title/description/comment contains specified text in form of: ~<containing text>~\n" +
-                "- open criteria in form of: open\n" +
-                "- merged criteria in form of: merged\n" +
-                "- discarded criteria in form of: discarded\n" +
-                "- source branch criteria in form of: \"Source Branch\" is \"<branch name>\" (quotes are required)\n" +
-                "- target branch criteria in form of: \"Target Branch\" is \"<branch name>\" (quotes are required)\n" +
-                "- merge strategy criteria in form of: \"Merge Strategy\" is \"<merge strategy>\" (quotes are required), where <merge strategy> is one of: " + mergeStrategyNames + "\n" +
-                "- label criteria in form of: \"Label\" is \"<label name>\" (quotes are required), where <label name> is one of: " + labelNames + "\n" +
-                "- ready to merge criteria in form of: ready to merge\n" +
-                "- waiting for someone to review criteria in form of: has pending reviews\n" +
-                "- some builds are unsuccessful criteria in form of: has unsuccessful builds\n" +
-                "- some builds are not finished criteria in form of: has unfinished builds\n" +
-                "- has merge conflicts criteria in form of: has merge conflicts\n" +
-                "- assigned to specified user criteria in form of: assigned to \"<login name of a user>\" (quotes are required)\n" +
-                "- approved by specified user criteria in form of: approved by \"<login name of a user>\" (quotes are required)\n" +
-                "- to be reviewed by specified user criteria in form of: to be reviewed by \"<login name of a user>\" (quotes are required)\n" +
-                "- to be changed by specified user criteria in form of: to be changed by \"<login name of a user>\" (quotes are required)\n" +
-                "- to be merged by specified user criteria in form of: to be merged by \"<login name of a user>\" (quotes are required)\n" +
-                "- requested for changes by specified user in form of: requested for changes by \"<login name of a user>\" (quotes are required)\n" +
-                "- need action of specified user criteria in form of: need action by \"<login name of a user>\" (quotes are required)\n" +
-                "- assigned to current user criteria in form of: assigned to me\n" +
-                "- approved by current user criteria in form of: approved by me\n" +
-                "- to be reviewed by current user criteria in form of: to be reviewed by me\n" +
-                "- to be changed by current user criteria in form of: to be changed by me\n" +
-                "- to be merged by current user criteria in form of: to be merged by me\n" +
-                "- requested for changes by current user in form of: requested for changes by me\n" +
-                "- requested for changes by any user criteria in form of: someone requested for changes\n" +
-                "- need action of current user criteria in form of: need my action\n" +
-                "- submitted by specified user criteria in form of: submitted by \"<login name of a user>\" (quotes are required)\n" +
-                "- submitted by current user criteria in form of: submitted by me (quotes are required)\n" +
-                "- submitted before certain date criteria in form of: \"Submit Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- submitted after certain date criteria in form of: \"Submit Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- updated before certain date criteria in form of: \"Last Activity Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- updated after certain date criteria in form of: \"Last Activity Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- closed (merged or discarded) before certain date criteria in form of: \"Close Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- closed (merged or discarded) after certain date criteria in form of: \"Close Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- includes specified issue criteria in form of: includes issue \"<issue reference>\" (quotes are required)\n" +
-                "- includes specified commit criteria in form of: includes commit \"<commit hash>\" (quotes are required)\n" +                
-                "- and criteria in form of <criteria1> and <criteria2>\n" +
-                "- or criteria in form of <criteria1> or <criteria2>. Note that \"and criteria\" takes precedence over \"or criteria\", use braces to group \"or criteria\" like \"(criteria1 or criteria2) and criteria3\" if you want to override precedence\n" +
-                "- not criteria in form of not(<criteria>)\n" +
-                "\n" +
-                "And can optionally add order clause at end of query string in form of: order by \"<field1>\" <asc|desc>,\"<field2>\" <asc|desc>,... (quotes are required), where <field> is one of below:\n" +
-                orderFields +
-                "\n" +
-                "Leave empty to list all pull requests";
-
-        return HtmlEscape.escapeHtml5(description);
-    }
-
-    private String getBuildQueryStringDescription() {
-        var orderFields = new StringBuilder();
-        for (var field : Build.SORT_FIELDS.keySet()) {
-            orderFields.append("- ").append(field).append("\n");
-        }
-
-        var jobNames = buildService.getJobNames(null).stream().collect(Collectors.joining(", "));
-        var paramNames = buildParamService.getParamNames(null).stream().collect(Collectors.joining(", "));
-        var labelNames = labelSpecService.query().stream().map(LabelSpec::getName).collect(Collectors.joining(", "));
-
-        var description = 
-                "A query string is one of below criteria:\n" +
-                "- build with specified number in form of: \"Number\" is \"#<build number>\", or in form of: \"Number\" is \"<project key>-<build number>\" (quotes are required)\n" +
-                "- criteria to check if version/job contains specified text in form of: ~<containing text>~\n" +
-                "- sucessful criteria in form of: sucessful\n" +
-                "- failed criteria in form of: failed\n" +
-                "- cancelled criteria in form of: cancelled\n" +
-                "- timed out criteria in form of: timed out\n" +
-                "- finished criteria in form of: finished\n" +
-                "- running criteria in form of: running\n" +
-                "- waiting criteria in form of: waiting\n" +
-                "- pending criteria in form of: pending\n" +
-                "- submitted by specified user criteria in form of: submitted by \"<login name of a user>\" (quotes are required)\n" +
-                "- submitted by current user criteria in form of: submitted by me (quotes are required)\n" +
-                "- cancelled by specified user criteria in form of: cancelled by \"<login name of a user>\" (quotes are required)\n" +
-                "- cancelled by current user criteria in form of: cancelled by me (quotes are required)\n" +
-                "- depends on specified build criteria in form of: depends on \"<build reference>\" (quotes are required)\n" +
-                "- dependencies of specified build criteria in form of: dependencies of \"<build reference>\" (quotes are required)\n" +
-                "- fixed specified issue criteria in form of: fixed issue \"<issue reference>\" (quotes are required)\n" +
-                "- job criteria in form of: \"Job\" is \"<job name>\" (quotes are required), where <job name> is one of: " + jobNames + "\n" +
-                "- version criteria in form of: \"Version\" is \"<version>\" (quotes are required)\n" +                
-                "- branch criteria in form of: \"Branch\" is \"<branch name>\" (quotes are required)\n" +
-                "- tag criteria in form of: \"Tag\" is \"<tag name>\" (quotes are required)\n" +
-                "- param criteria in form of: \"<param name>\" is \"<param value>\" (quotes are required), where <param name> is one of: " + paramNames + "\n" +
-                "- label criteria in form of: \"Label\" is \"<label name>\" (quotes are required), where <label name> is one of: " + labelNames + "\n" +
-                "- pull request criteria in form of: \"Pull Request\" is \"<pull request reference>\" (quotes are required)\n" +
-                "- commit criteria in form of: \"Commit\" is \"<commit hash>\" (quotes are required)\n" +
-                "- before certain date criteria in form of: \"Submit Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- after certain date criteria in form of: \"Submit Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
-                "- and criteria in form of <criteria1> and <criteria2>\n" +
-                "- or criteria in form of <criteria1> or <criteria2>. Note that \"and criteria\" takes precedence over \"or criteria\", use braces to group \"or criteria\" like \"(criteria1 or criteria2) and criteria3\" if you want to override precedence\n" +
-                "- not criteria in form of not(<criteria>)\n" +
-                "\n" +
-                "And can optionally add order clause at end of query string in form of: order by \"<field1>\" <asc|desc>,\"<field2>\" <asc|desc>,... (quotes are required), where <field> is one of below:\n" +
-                orderFields +
-                "\n" +
-                "Leave empty to list all pull requests";
-
-        return HtmlEscape.escapeHtml5(description);
-    }
-
     private String getToolParamName(String fieldName) {
         return fieldName.replace(" ", "_");
     }
@@ -521,7 +288,7 @@ public class McpHelperResource {
                         "Expects unix timestamp in milliseconds since epoch");
         }
 
-        fieldDescription = HtmlEscape.escapeHtml5(fieldDescription);
+        fieldDescription = escapeHtml5(fieldDescription);
         
         var fieldProperties = new HashMap<String, Object>();
         if (field.isAllowMultiple()) {
@@ -556,7 +323,7 @@ public class McpHelperResource {
             "description", "Project to query issues in. Leave empty to query in current project"));
         queryIssuesProperties.put("query", Map.of(
             "type", "string",
-            "description", getIssueQueryStringDescription()));
+            "description", escapeHtml5(QueryDescriptions.getIssueQueryDescription())));
         queryIssuesProperties.put("offset", Map.of(
             "type", "integer",
             "description", "start position for the query (optional, defaults to 0)"));
@@ -716,7 +483,7 @@ public class McpHelperResource {
             "description", "Project to query pull requests in. Leave empty to query in current project"));
         queryPullRequestsProperties.put("query", Map.of(
                 "type", "string",
-                "description", getPullRequestQueryStringDescription()));
+                "description", escapeHtml5(QueryDescriptions.getPullRequestQueryDescription())));
         queryPullRequestsProperties.put("offset", Map.of(
                 "type", "integer",
                 "description", "start position for the query (optional, defaults to 0)"));
@@ -738,7 +505,7 @@ public class McpHelperResource {
             "description", "Project to query builds in. Leave empty to query in current project"));
         queryBuildsProperties.put("query", Map.of(
                 "type", "string",
-                "description", getBuildQueryStringDescription()));
+                "description", escapeHtml5(getBuildQueryDescription())));
         queryBuildsProperties.put("offset", Map.of(
                 "type", "integer",
                 "description", "start position for the query (optional, defaults to 0)"));
diff --git a/server-core/src/main/java/io/onedev/server/ai/QueryDescriptions.java b/server-core/src/main/java/io/onedev/server/ai/QueryDescriptions.java
new file mode 100644
index 0000000000..31adcb80c8
--- /dev/null
+++ b/server-core/src/main/java/io/onedev/server/ai/QueryDescriptions.java
@@ -0,0 +1,300 @@
+package io.onedev.server.ai;
+
+import java.util.Arrays;
+import java.util.stream.Collectors;
+
+import io.onedev.server.OneDev;
+import io.onedev.server.model.Build;
+import io.onedev.server.model.Issue;
+import io.onedev.server.model.LabelSpec;
+import io.onedev.server.model.PullRequest;
+import io.onedev.server.model.support.issue.field.spec.BooleanField;
+import io.onedev.server.model.support.issue.field.spec.DateField;
+import io.onedev.server.model.support.issue.field.spec.DateTimeField;
+import io.onedev.server.model.support.issue.field.spec.GroupChoiceField;
+import io.onedev.server.model.support.issue.field.spec.IntegerField;
+import io.onedev.server.model.support.issue.field.spec.choicefield.ChoiceField;
+import io.onedev.server.model.support.issue.field.spec.userchoicefield.UserChoiceField;
+import io.onedev.server.model.support.pullrequest.MergeStrategy;
+import io.onedev.server.service.BuildParamService;
+import io.onedev.server.service.BuildService;
+import io.onedev.server.service.LabelSpecService;
+import io.onedev.server.service.LinkSpecService;
+import io.onedev.server.service.SettingService;
+
+public class QueryDescriptions {
+    
+    private static SettingService getSettingService() {
+        return OneDev.getInstance(SettingService.class);
+    }
+
+    private static LinkSpecService getLinkSpecService() {
+        return OneDev.getInstance(LinkSpecService.class);
+    }
+
+    private static LabelSpecService getLabelSpecService() {
+        return OneDev.getInstance(LabelSpecService.class);
+    }
+
+    private static BuildService getBuildService() {
+        return OneDev.getInstance(BuildService.class);
+    }
+
+    private static BuildParamService getBuildParamService() {
+        return OneDev.getInstance(BuildParamService.class);
+    }
+    
+    public static String getIssueQueryDescription() {
+        var settingService = getSettingService();
+        var linkSpecService = getLinkSpecService();
+        
+        var stateNames = new StringBuilder();
+        for (var state: settingService.getIssueSetting().getStateSpecs()) {
+            stateNames.append("  - ");
+            stateNames.append(state.getName());
+            if (state.getDescription() != null) {
+                stateNames.append(": ").append(state.getDescription().replace("\n", " "));
+            }
+            stateNames.append("\n");
+        }
+        var fieldCriterias = new StringBuilder();
+        for (var field: settingService.getIssueSetting().getFieldSpecs()) {
+            if (field instanceof ChoiceField) {
+                var choiceField = (ChoiceField) field;
+                fieldCriterias.append("- " + field.getName().toLowerCase() + " criteria in form of: \""
+                        + field.getName() + "\" is \"<" + field.getName().toLowerCase()
+                        + " value>\" (quotes are required), where <" + field.getName().toLowerCase()
+                        + " value> is one of below:\n");
+                for (var choice : choiceField.getPossibleValues())
+                    fieldCriterias.append("  - " + choice).append("\n");
+            } else if (field instanceof UserChoiceField) {
+                fieldCriterias.append("- " + field.getName().toLowerCase() + " criteria in form of: \""
+                        + field.getName() + "\" is \"<login name of a user>\" (quotes are required)\n");
+                fieldCriterias.append(
+                        "- " + field.getName().toLowerCase() + " criteria for current user in form of: \""
+                                + field.getName() + "\" is me (quotes are required)\n");
+            } else if (field instanceof GroupChoiceField) {
+                fieldCriterias.append("- " + field.getName().toLowerCase() + " criteria in form of: \""
+                        + field.getName() + "\" is \"<group name>\" (quotes are required)\n");
+            } else if (field instanceof BooleanField) {
+                fieldCriterias.append("- " + field.getName().toLowerCase() + " is true criteria in form of: \""
+                        + field.getName() + "\" is \"true\" (quotes are required)\n");
+                fieldCriterias.append("- " + field.getName().toLowerCase() + " is false criteria in form of: \""
+                        + field.getName() + "\" is \"false\" (quotes are required)\n");
+            } else if (field instanceof DateField) {
+                fieldCriterias.append("- " + field.getName().toLowerCase()
+                        + " is before certain date criteria in form of: \"" + field.getName()
+                        + "\" is before \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD\n");
+                fieldCriterias.append("- " + field.getName().toLowerCase()
+                        + " is after certain date criteria in form of: \"" + field.getName()
+                        + "\" is after \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD\n");
+            } else if (field instanceof DateTimeField) {
+                fieldCriterias.append("- " + field.getName().toLowerCase()
+                        + " is before certain date time criteria in form of: \"" + field.getName()
+                        + "\" is before \"<date time>\" (quotes are required), where <date time> is of format YYYY-MM-DD HH:mm\n");
+                fieldCriterias.append("- " + field.getName().toLowerCase()
+                        + " is after certain date time criteria in form of: \"" + field.getName()
+                        + "\" is after \"<date time>\" (quotes are required), where <date time> is of format YYYY-MM-DD HH:mm\n");
+            } else if (field instanceof IntegerField) {
+                fieldCriterias.append("- " + field.getName().toLowerCase()
+                        + " is equal to certain integer criteria in form of: \"" + field.getName()
+                        + "\" is \"<integer>\" (quotes are required), where <integer> is an integer\n");
+                fieldCriterias.append("- " + field.getName().toLowerCase()
+                        + " is greater than certain integer criteria in form of: \"" + field.getName()
+                        + "\" is greater than \"<integer>\" (quotes are required), where <integer> is an integer\n");
+                fieldCriterias.append("- " + field.getName().toLowerCase()
+                        + " is less than certain integer criteria in form of: \"" + field.getName()
+                        + "\" is less than \"<integer>\" (quotes are required), where <integer> is an integer\n");
+            }
+            fieldCriterias.append("- " + field.getName().toLowerCase() + " is not set criteria in form of: \""
+                    + field.getName() + "\" is empty (quotes are required)\n");
+        }
+        var linkCriterias = new StringBuilder();
+        for (var linkSpec: linkSpecService.query()) {
+            linkCriterias.append("- criteria to list issues with any " + linkSpec.getName().toLowerCase()
+                    + " matching certain criteria in form of: any \"" + linkSpec.getName()
+                    + "\" matching(another criteria) (quotes are required)\n");
+            linkCriterias.append("- criteria to list issues with all " + linkSpec.getName().toLowerCase()
+                    + " matching certain criteria in form of: all \"" + linkSpec.getName()
+                    + "\" matching(another criteria) (quotes are required)\n");
+            linkCriterias.append("- criteria to list issues with some " + linkSpec.getName().toLowerCase()
+                    + " in form of: has any \"" + linkSpec.getName() + "\" (quotes are required)\n");
+            if (linkSpec.getOpposite() != null) {
+                linkCriterias.append("- criteria to list issues with any "
+                        + linkSpec.getOpposite().getName().toLowerCase()
+                        + " matching certain criteria in form of: any \"" + linkSpec.getOpposite().getName()
+                        + "\" matching(another criteria) (quotes are required)\n");
+                linkCriterias.append("- criteria to list issues with all "
+                        + linkSpec.getOpposite().getName().toLowerCase()
+                        + " matching certain criteria in form of: all \"" + linkSpec.getOpposite().getName()
+                        + "\" matching(another criteria) (quotes are required)\n");
+                linkCriterias.append("- criteria to list issues with some " + linkSpec.getOpposite().getName().toLowerCase()
+                        + " in form of: has any \"" + linkSpec.getOpposite().getName() + "\" (quotes are required)\n");
+            }
+        }
+        var orderFields = new StringBuilder();
+        for (var field: Issue.SORT_FIELDS.keySet()) {
+            orderFields.append("- ").append(field).append("\n");
+        }
+
+        var description = 
+                "A query string is one of below criteria:\n\n" +
+                "- issue with specified number in form of: \"Number\" is \"#<issue number>\", or in form of: \"Number\" is \"<project key>-<issue number>\" (quotes are required)\n" +
+                "- state criteria in form of: \"State\" is \"<state name>\" (quotes are required), where <state name> is one of below:\n" +
+                stateNames + 
+                fieldCriterias + 
+                linkCriterias + 
+                "- submitted by specified user criteria in form of: submitted by \"<login name of a user>\" (quotes are required)\n" +
+                "- submitted by current user criteria in form of: submitted by me (quotes are required)\n" +
+                "- submitted before certain date criteria in form of: \"Submit Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- submitted after certain date criteria in form of: \"Submit Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- updated before certain date criteria in form of: \"Last Activity Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- updated after certain date criteria in form of: \"Last Activity Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- confidential criteria in form of: confidential\n" +
+                "- iteration criteria in form of: \"Iteration\" is \"<iteration name>\" (quotes are required)\n" +
+                "- title contains specified text criteria in form of: \"Title\" contains \"<containing text>\" (quotes are required)\n" +
+                "- description contains specified text criteria in form of: \"Description\" contains \"<containing text>\" (quotes are required)\n" +
+                "- comment contains specified text criteria in form of: \"Comment\" contains \"<containing text>\" (quotes are required)\n" +
+                "- project criteria in form of: \"Project\" is \"<project path pattern>\" (quotes are required)\n" +
+                "- and criteria in form of <criteria1> and <criteria2>\n" +
+                "- or criteria in form of <criteria1> or <criteria2>\n" +
+                "- operator 'and' takes precedence over 'or' when used together, unless parentheses are used to group 'or' criterias\n" +
+                "- not criteria in form of not(<criteria>)\n" +
+                "\n" +
+                "And can optionally add order clause at end of query string in form of: order by \"<field1>\" <asc|desc>,\"<field2>\" <asc|desc>,... (quotes are required), where <field> is one of below:\n\n" +
+                orderFields + "\n" +
+                "Issue, build or pull request can be referenced by their number in form of: #<number>, <project path>#<number> or <project key>-<number>\n" +
+                "\n" + 
+                "Leave empty to list all accessible issues";
+
+        return description;
+    }
+
+    public static String getPullRequestQueryDescription() {
+        var labelSpecService = getLabelSpecService();
+        
+        var orderFields = new StringBuilder();
+        for (var field : PullRequest.SORT_FIELDS.keySet()) {
+            orderFields.append("- ").append(field).append("\n");
+        }
+
+        var labelNames = labelSpecService.query().stream().map(LabelSpec::getName).collect(Collectors.joining(", "));
+        var mergeStrategyNames = Arrays.stream(MergeStrategy.values()).map(MergeStrategy::name).collect(Collectors.joining(", "));
+
+        var description = 
+                "A query string is one of below criteria:\n\n" +
+                "- pull request with specified number in form of: \"Number\" is \"#<pull request number>\", or in form of: \"Number\" is \"<project key>-<pull request number>\" (quotes are required)\n" +
+                "- open criteria in form of: open\n" +
+                "- merged criteria in form of: merged\n" +
+                "- discarded criteria in form of: discarded\n" +
+                "- source branch criteria in form of: \"Source Branch\" is \"<branch name>\" (quotes are required)\n" +
+                "- target branch criteria in form of: \"Target Branch\" is \"<branch name>\" (quotes are required)\n" +
+                "- merge strategy criteria in form of: \"Merge Strategy\" is \"<merge strategy>\" (quotes are required), where <merge strategy> is one of: " + mergeStrategyNames + "\n" +
+                "- label criteria in form of: \"Label\" is \"<label name>\" (quotes are required), where <label name> is one of: " + labelNames + "\n" +
+                "- ready to merge criteria in form of: ready to merge\n" +
+                "- waiting for someone to review criteria in form of: has pending reviews\n" +
+                "- some builds are unsuccessful criteria in form of: has unsuccessful builds\n" +
+                "- some builds are not finished criteria in form of: has unfinished builds\n" +
+                "- has merge conflicts criteria in form of: has merge conflicts\n" +
+                "- assigned to specified user criteria in form of: assigned to \"<login name of a user>\" (quotes are required)\n" +
+                "- approved by specified user criteria in form of: approved by \"<login name of a user>\" (quotes are required)\n" +
+                "- to be reviewed by specified user criteria in form of: to be reviewed by \"<login name of a user>\" (quotes are required)\n" +
+                "- to be changed by specified user criteria in form of: to be changed by \"<login name of a user>\" (quotes are required)\n" +
+                "- to be merged by specified user criteria in form of: to be merged by \"<login name of a user>\" (quotes are required)\n" +
+                "- requested for changes by specified user in form of: requested for changes by \"<login name of a user>\" (quotes are required)\n" +
+                "- need action of specified user criteria in form of: need action by \"<login name of a user>\" (quotes are required)\n" +
+                "- assigned to current user criteria in form of: assigned to me\n" +
+                "- approved by current user criteria in form of: approved by me\n" +
+                "- to be reviewed by current user criteria in form of: to be reviewed by me\n" +
+                "- to be changed by current user criteria in form of: to be changed by me\n" +
+                "- to be merged by current user criteria in form of: to be merged by me\n" +
+                "- requested for changes by current user in form of: requested for changes by me\n" +
+                "- requested for changes by any user criteria in form of: someone requested for changes\n" +
+                "- need action of current user criteria in form of: need my action\n" +
+                "- submitted by specified user criteria in form of: submitted by \"<login name of a user>\" (quotes are required)\n" +
+                "- submitted by current user criteria in form of: submitted by me (quotes are required)\n" +
+                "- submitted before certain date criteria in form of: \"Submit Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- submitted after certain date criteria in form of: \"Submit Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- updated before certain date criteria in form of: \"Last Activity Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- updated after certain date criteria in form of: \"Last Activity Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- closed (merged or discarded) before certain date criteria in form of: \"Close Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- closed (merged or discarded) after certain date criteria in form of: \"Close Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- includes specified issue criteria in form of: includes issue \"<issue reference>\" (quotes are required)\n" +
+                "- includes specified commit criteria in form of: includes commit \"<commit hash>\" (quotes are required)\n" +                
+                "- title contains specified text criteria in form of: \"Title\" contains \"<containing text>\" (quotes are required)\n" +
+                "- description contains specified text criteria in form of: \"Description\" contains \"<containing text>\" (quotes are required)\n" +
+                "- comment contains specified text criteria in form of: \"Comment\" contains \"<containing text>\" (quotes are required)\n" +
+                "- project criteria in form of: \"Project\" is \"<project path pattern>\" (quotes are required)\n" +
+                "- and criteria in form of <criteria1> and <criteria2>\n" +
+                "- or criteria in form of <criteria1> or <criteria2>\n" +
+                "- operator 'and' takes precedence over 'or' when used together, unless parentheses are used to group 'or' criterias\n" +
+                "- not criteria in form of not(<criteria>)\n" +
+                "\n" +
+                "And can optionally add order clause at end of query string in form of: order by \"<field1>\" <asc|desc>,\"<field2>\" <asc|desc>,... (quotes are required), where <field> is one of below:\n\n" +
+                orderFields + "\n" +
+                "Issue, build or pull request can be referenced by their number in form of: #<number>, <project path>#<number> or <project key>-<number>\n" +
+                "\n" +
+                "Leave empty to list all accessible pull requests";
+
+        return description;
+    }
+
+    public static String getBuildQueryDescription() {
+        var buildService = getBuildService();
+        var buildParamService = getBuildParamService();
+        var labelSpecService = getLabelSpecService();
+        
+        var orderFields = new StringBuilder();
+        for (var field : Build.SORT_FIELDS.keySet()) {
+            orderFields.append("- ").append(field).append("\n");
+        }
+
+        var jobNames = buildService.getJobNames(null).stream().collect(Collectors.joining(", "));
+        var paramNames = buildParamService.getParamNames(null).stream().collect(Collectors.joining(", "));
+        var labelNames = labelSpecService.query().stream().map(LabelSpec::getName).collect(Collectors.joining(", "));
+
+        var description = 
+                "A query string is one of below criteria:\n\n" +
+                "- build with specified number in form of: \"Number\" is \"#<build number>\", or in form of: \"Number\" is \"<project key>-<build number>\" (quotes are required)\n" +
+                "- criteria to check if version/job contains specified text in form of: ~<containing text>~\n" +
+                "- sucessful criteria in form of: sucessful\n" +
+                "- failed criteria in form of: failed\n" +
+                "- cancelled criteria in form of: cancelled\n" +
+                "- timed out criteria in form of: timed out\n" +
+                "- finished criteria in form of: finished\n" +
+                "- running criteria in form of: running\n" +
+                "- waiting criteria in form of: waiting\n" +
+                "- pending criteria in form of: pending\n" +
+                "- submitted by specified user criteria in form of: submitted by \"<login name of a user>\" (quotes are required)\n" +
+                "- submitted by current user criteria in form of: submitted by me (quotes are required)\n" +
+                "- cancelled by specified user criteria in form of: cancelled by \"<login name of a user>\" (quotes are required)\n" +
+                "- cancelled by current user criteria in form of: cancelled by me (quotes are required)\n" +
+                "- depends on specified build criteria in form of: depends on \"<build reference>\" (quotes are required)\n" +
+                "- dependencies of specified build criteria in form of: dependencies of \"<build reference>\" (quotes are required)\n" +
+                "- fixed specified issue criteria in form of: fixed issue \"<issue reference>\" (quotes are required)\n" +
+                "- job criteria in form of: \"Job\" is \"<job name>\" (quotes are required), where <job name> is one of: " + jobNames + "\n" +
+                "- version criteria in form of: \"Version\" is \"<version>\" (quotes are required)\n" +                
+                "- branch criteria in form of: \"Branch\" is \"<branch name>\" (quotes are required)\n" +
+                "- tag criteria in form of: \"Tag\" is \"<tag name>\" (quotes are required)\n" +
+                "- param criteria in form of: \"<param name>\" is \"<param value>\" (quotes are required), where <param name> is one of: " + paramNames + "\n" +
+                "- label criteria in form of: \"Label\" is \"<label name>\" (quotes are required), where <label name> is one of: " + labelNames + "\n" +
+                "- pull request criteria in form of: \"Pull Request\" is \"<pull request reference>\" (quotes are required)\n" +
+                "- commit criteria in form of: \"Commit\" is \"<commit hash>\" (quotes are required)\n" +
+                "- before certain date criteria in form of: \"Submit Date\" is until \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- after certain date criteria in form of: \"Submit Date\" is since \"<date>\" (quotes are required), where <date> is of format YYYY-MM-DD HH:mm\n" +
+                "- project criteria in form of: \"Project\" is \"<project path pattern>\" (quotes are required)\n" +
+                "- and criteria in form of <criteria1> and <criteria2>\n" +
+                "- or criteria in form of <criteria1> or <criteria2>\n" +
+                "- operator 'and' takes precedence over 'or' when used together, unless parentheses are used to group 'or' criterias\n" +
+                "- not criteria in form of not(<criteria>)\n" +
+                "\n" +
+                "And can optionally add order clause at end of query string in form of: order by \"<field1>\" <asc|desc>,\"<field2>\" <asc|desc>,... (quotes are required), where <field> is one of below:\n\n" +
+                orderFields + "\n" +
+                "Issue, build or pull request can be referenced by their number in form of: #<number>, <project path>#<number> or <project key>-<number>\n" +
+                "\n" +
+                "Leave empty to list all accessible builds";
+
+        return description;
+    }
+
+}
diff --git a/server-core/src/main/java/io/onedev/server/data/DefaultDataService.java b/server-core/src/main/java/io/onedev/server/data/DefaultDataService.java
index 4585061a26..96013e5d81 100644
--- a/server-core/src/main/java/io/onedev/server/data/DefaultDataService.java
+++ b/server-core/src/main/java/io/onedev/server/data/DefaultDataService.java
@@ -6,9 +6,9 @@ import static io.onedev.server.model.User.PROP_SERVICE_ACCOUNT;
 import static io.onedev.server.model.support.administration.SystemSetting.PROP_CURL_LOCATION;
 import static io.onedev.server.model.support.administration.SystemSetting.PROP_DISABLE_AUTO_UPDATE_CHECK;
 import static io.onedev.server.model.support.administration.SystemSetting.PROP_GIT_LOCATION;
+import static io.onedev.server.model.support.administration.SystemSetting.PROP_SESSION_TIMEOUT;
 import static io.onedev.server.model.support.administration.SystemSetting.PROP_SSH_ROOT_URL;
 import static io.onedev.server.model.support.administration.SystemSetting.PROP_USE_AVATAR_SERVICE;
-import static io.onedev.server.model.support.administration.SystemSetting.PROP_SESSION_TIMEOUT;
 import static io.onedev.server.persistence.PersistenceUtils.tableExists;
 import static org.unbescape.html.HtmlEscape.escapeHtml5;
 
@@ -74,19 +74,13 @@ import io.onedev.commons.utils.FileUtils;
 import io.onedev.commons.utils.StringUtils;
 import io.onedev.commons.utils.ZipUtils;
 import io.onedev.server.OneDev;
-import io.onedev.server.cluster.ClusterService;
 import io.onedev.server.cluster.ClusterRunnable;
+import io.onedev.server.cluster.ClusterService;
 import io.onedev.server.cluster.ClusterTask;
 import io.onedev.server.commandhandler.Upgrade;
 import io.onedev.server.data.migration.DataMigrator;
 import io.onedev.server.data.migration.MigrationHelper;
 import io.onedev.server.data.migration.VersionedXmlDoc;
-import io.onedev.server.service.AlertService;
-import io.onedev.server.service.EmailAddressService;
-import io.onedev.server.service.LinkSpecService;
-import io.onedev.server.service.RoleService;
-import io.onedev.server.service.SettingService;
-import io.onedev.server.service.UserService;
 import io.onedev.server.event.Listen;
 import io.onedev.server.event.entity.EntityPersisted;
 import io.onedev.server.event.system.SystemStarted;
@@ -98,6 +92,7 @@ import io.onedev.server.model.Role;
 import io.onedev.server.model.Setting;
 import io.onedev.server.model.Setting.Key;
 import io.onedev.server.model.User;
+import io.onedev.server.model.support.administration.AISetting;
 import io.onedev.server.model.support.administration.AgentSetting;
 import io.onedev.server.model.support.administration.AlertSetting;
 import io.onedev.server.model.support.administration.AuditSetting;
@@ -124,6 +119,12 @@ import io.onedev.server.persistence.TransactionService;
 import io.onedev.server.persistence.annotation.Sessional;
 import io.onedev.server.persistence.annotation.Transactional;
 import io.onedev.server.persistence.dao.Dao;
+import io.onedev.server.service.AlertService;
+import io.onedev.server.service.EmailAddressService;
+import io.onedev.server.service.LinkSpecService;
+import io.onedev.server.service.RoleService;
+import io.onedev.server.service.SettingService;
+import io.onedev.server.service.UserService;
 import io.onedev.server.ssh.SshKeyUtils;
 import io.onedev.server.taskschedule.SchedulableTask;
 import io.onedev.server.taskschedule.TaskScheduler;
@@ -878,11 +879,13 @@ public class DefaultDataService implements DataService, Serializable {
 		}
 
 		setting = settingService.findSetting(Key.AUDIT);
-		if (setting == null) {
-			AuditSetting auditSetting = new AuditSetting();
-			settingService.saveAuditSetting(auditSetting);
-		}
-		
+		if (setting == null) 
+			settingService.saveAuditSetting(new AuditSetting());
+
+		setting = settingService.findSetting(Key.AI);
+		if (setting == null) 
+			settingService.saveAISetting(new AISetting());
+	
 		if (roleService.get(Role.OWNER_ID) == null) {
 			Role owner = new Role();
 			owner.setName("Project Owner");
diff --git a/server-core/src/main/java/io/onedev/server/data/migration/DataMigrator.java b/server-core/src/main/java/io/onedev/server/data/migration/DataMigrator.java
index 1a0e6cf21d..64ec05a77d 100644
--- a/server-core/src/main/java/io/onedev/server/data/migration/DataMigrator.java
+++ b/server-core/src/main/java/io/onedev/server/data/migration/DataMigrator.java
@@ -8378,4 +8378,8 @@ public class DataMigrator {
 			}
 		}
 	}
+
+	private void migrate214(File dataDir, Stack<Integer> versions) {
+	}
+
 }
diff --git a/server-core/src/main/java/io/onedev/server/model/Setting.java b/server-core/src/main/java/io/onedev/server/model/Setting.java
index 1716de5303..e1b890bc3a 100644
--- a/server-core/src/main/java/io/onedev/server/model/Setting.java
+++ b/server-core/src/main/java/io/onedev/server/model/Setting.java
@@ -21,7 +21,7 @@ public class Setting extends AbstractEntity {
 		GROOVY_SCRIPTS, PULL_REQUEST, BUILD, PACK, PROJECT, SSH, GPG, 
 		EMAIL_TEMPLATES, CONTRIBUTED_SETTINGS, SERVICE_DESK_SETTING, 
 		AGENT, PERFORMANCE, BRANDING, CLUSTER_SETTING, SUBSCRIPTION_DATA, ALERT, 
-		SYSTEM_UUID, AUDIT
+		SYSTEM_UUID, AUDIT, AI
 	};
 	
 	@Column(nullable=false, unique=true)
diff --git a/server-core/src/main/java/io/onedev/server/model/support/AIModelSetting.java b/server-core/src/main/java/io/onedev/server/model/support/AIModelSetting.java
new file mode 100644
index 0000000000..7f7362033b
--- /dev/null
+++ b/server-core/src/main/java/io/onedev/server/model/support/AIModelSetting.java
@@ -0,0 +1,135 @@
+package io.onedev.server.model.support;
+
+import java.io.IOException;
+import java.io.Serializable;
+import java.net.URI;
+import java.net.http.HttpClient;
+import java.net.http.HttpRequest;
+import java.net.http.HttpResponse;
+import java.time.Duration;
+import java.util.ArrayList;
+import java.util.List;
+
+import javax.validation.constraints.NotEmpty;
+import javax.validation.constraints.Pattern;
+
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import com.google.gson.JsonParser;
+
+import dev.langchain4j.model.chat.ChatModel;
+import dev.langchain4j.model.openai.OpenAiChatModel;
+import io.onedev.server.annotation.ChoiceProvider;
+import io.onedev.server.annotation.Editable;
+import io.onedev.server.util.EditContext;
+
+@Editable(order=100)
+public class AIModelSetting implements Serializable {
+    
+    private static final long serialVersionUID = 1L;
+
+    private static final int DEFAULT_CONNECT_TIMEOUT_SECONDS = 10;
+
+    private static final int DEFAULT_READ_TIMEOUT_SECONDS = 30;
+
+    private static final Logger logger = LoggerFactory.getLogger(AIModelSetting.class);
+
+    private String baseUrl;
+
+    private String apiKey;
+
+    private String name;
+
+    @Editable(order=200, name="Base URL", placeholder="https://api.openai.com/v1", description="Base URL of <b class='text-info'>OpenAI compatible</b> API endpoint. Leave empty to use OpenAI official endpoint")
+    @Pattern(regexp="https?://.+", message="Base URL should be a valid http/https URL")
+    public String getBaseUrl() {
+        return baseUrl;
+    }
+
+    public void setBaseUrl(String baseUrl) {
+        this.baseUrl = baseUrl;
+    }
+
+    @Editable(order=300, name="API Key")
+    @NotEmpty
+    public String getApiKey() {
+        return apiKey;
+    }
+
+    public void setApiKey(String apiKey) {
+        this.apiKey = apiKey;
+    }
+
+    @Editable(order=400)
+    @ChoiceProvider("getModels")
+    @NotEmpty
+    public String getName() {
+        return name;
+    }
+
+    public void setName(String name) {
+        this.name = name;
+    }
+
+    @SuppressWarnings("unused")
+    private static List<String> getModels() {
+        var baseUrl = (String) EditContext.get().getInputValue("baseUrl");
+        if (baseUrl == null)
+            baseUrl = "https://api.openai.com/v1";
+
+        var apiKey = (String) EditContext.get().getInputValue("apiKey");
+        
+        if (apiKey != null) {
+            try {
+                var modelsUrl = baseUrl.endsWith("/") ? baseUrl + "models" : baseUrl + "/models";
+                
+                HttpClient client = HttpClient.newBuilder()
+                    .connectTimeout(Duration.ofSeconds(DEFAULT_CONNECT_TIMEOUT_SECONDS))
+                    .build();
+                
+                HttpRequest request = HttpRequest.newBuilder()
+                    .uri(URI.create(modelsUrl))
+                    .header("Authorization", "Bearer " + apiKey)
+                    .header("Content-Type", "application/json")
+                    .GET()
+                    .timeout(Duration.ofSeconds(DEFAULT_READ_TIMEOUT_SECONDS))
+                    .build();
+                
+                HttpResponse<String> response = client.send(request, HttpResponse.BodyHandlers.ofString());
+                
+                if (response.statusCode() == 200) {
+                    var models = new ArrayList<String>();
+                    var jsonResponse = JsonParser.parseString(response.body()).getAsJsonObject();
+                    var dataArray = jsonResponse.getAsJsonArray("data");
+                    
+                    for (var element : dataArray) {
+                        models.add(element.getAsJsonObject().get("id").getAsString());
+                    }
+                    
+                    models.sort(String::compareTo);
+                    return models;
+                } else {
+                    logger.error("Error getting models (status code: {}, response body: {})", 
+                            response.statusCode(), response.body());
+                    return List.of("<Error getting models, check server log for details>");
+                }
+            } catch (IOException | InterruptedException e) {
+                logger.error("Error getting models", e);
+                return List.of("<Error getting models, check server log for details>");
+            }
+        } else {
+            return List.of("<Specify API key to get models>");
+        }
+    }
+
+    public ChatModel getChatModel() {
+        return OpenAiChatModel.builder()
+            .apiKey(apiKey)
+            .baseUrl(baseUrl)
+            .modelName(name)
+            .timeout(Duration.ofSeconds(DEFAULT_READ_TIMEOUT_SECONDS))
+            .build(); 
+    }
+
+}
diff --git a/server-core/src/main/java/io/onedev/server/model/support/administration/AISetting.java b/server-core/src/main/java/io/onedev/server/model/support/administration/AISetting.java
new file mode 100644
index 0000000000..accc56867a
--- /dev/null
+++ b/server-core/src/main/java/io/onedev/server/model/support/administration/AISetting.java
@@ -0,0 +1,41 @@
+package io.onedev.server.model.support.administration;
+
+import java.io.Serializable;
+
+import org.jspecify.annotations.Nullable;
+
+import dev.langchain4j.model.chat.ChatModel;
+import io.onedev.server.annotation.Editable;
+import io.onedev.server.model.support.AIModelSetting;
+
+@Editable
+public class AISetting implements Serializable {
+
+    private static final long serialVersionUID = 1L;
+    
+    private AIModelSetting naturalLanguageQueryModelSetting;
+    
+    @Editable(order=100, name="Natural Language Query Model", description=
+        """
+        If specified, one will be able to query issues, pull requests and builds via natural language. Suggested models in terms of performance and cost for this task:
+        <ul>
+            <li>Google/gemini-2.5-flash</li>
+            <li>OpenAI/gpt-4.1-mini</li>
+            <li>Qwen/Qwen-2.5-72B-instruct</li>
+        </ul>
+        """)
+    @Nullable
+    public AIModelSetting getNaturalLanguageQueryModelSetting() {
+        return naturalLanguageQueryModelSetting;
+    }
+
+    public void setNaturalLanguageQueryModelSetting(AIModelSetting naturalLanguageQueryModelSetting) {
+        this.naturalLanguageQueryModelSetting = naturalLanguageQueryModelSetting;
+    }
+
+    @Nullable
+    public ChatModel getNaturalLanguageQueryModel() {
+        return naturalLanguageQueryModelSetting != null ? naturalLanguageQueryModelSetting.getChatModel() : null;
+    }
+
+}
diff --git a/server-core/src/main/java/io/onedev/server/service/SettingService.java b/server-core/src/main/java/io/onedev/server/service/SettingService.java
index d832a5a286..6b5985c834 100644
--- a/server-core/src/main/java/io/onedev/server/service/SettingService.java
+++ b/server-core/src/main/java/io/onedev/server/service/SettingService.java
@@ -9,6 +9,7 @@ import org.jspecify.annotations.Nullable;
 import io.onedev.server.annotation.NoDBAccess;
 import io.onedev.server.model.Setting;
 import io.onedev.server.model.Setting.Key;
+import io.onedev.server.model.support.administration.AISetting;
 import io.onedev.server.model.support.administration.AgentSetting;
 import io.onedev.server.model.support.administration.AlertSetting;
 import io.onedev.server.model.support.administration.AuditSetting;
@@ -106,7 +107,7 @@ public interface SettingService extends EntityService<Setting> {
 	AuditSetting getAuditSetting();
 
 	void saveAuditSetting(AuditSetting auditSetting);
-	
+		
 	SecuritySetting getSecuritySetting();
 	
 	void saveSecuritySetting(SecuritySetting securitySetting);
@@ -172,6 +173,10 @@ public interface SettingService extends EntityService<Setting> {
 
     PerformanceSetting getPerformanceSetting();
 
+    AISetting getAISetting();
+
+    void saveAISetting(AISetting aiSetting);
+
     void saveSshSetting(SshSetting sshSetting);
     
     void saveGpgSetting(GpgSetting gpgSetting);
diff --git a/server-core/src/main/java/io/onedev/server/service/impl/DefaultSettingService.java b/server-core/src/main/java/io/onedev/server/service/impl/DefaultSettingService.java
index 7891072296..619274ddbc 100644
--- a/server-core/src/main/java/io/onedev/server/service/impl/DefaultSettingService.java
+++ b/server-core/src/main/java/io/onedev/server/service/impl/DefaultSettingService.java
@@ -13,7 +13,6 @@ import java.util.Map;
 import java.util.Optional;
 import java.util.concurrent.ConcurrentHashMap;
 
-import org.jspecify.annotations.Nullable;
 import javax.inject.Inject;
 import javax.inject.Singleton;
 import javax.validation.Validator;
@@ -21,6 +20,7 @@ import javax.validation.Validator;
 import org.apache.commons.codec.binary.Base64;
 import org.apache.shiro.crypto.AesCipherService;
 import org.apache.shiro.crypto.CipherService;
+import org.jspecify.annotations.Nullable;
 
 import io.onedev.commons.loader.ManagedSerializedForm;
 import io.onedev.server.OneDev;
@@ -30,6 +30,7 @@ import io.onedev.server.event.entity.EntityPersisted;
 import io.onedev.server.event.system.SystemStarting;
 import io.onedev.server.model.Setting;
 import io.onedev.server.model.Setting.Key;
+import io.onedev.server.model.support.administration.AISetting;
 import io.onedev.server.model.support.administration.AgentSetting;
 import io.onedev.server.model.support.administration.AlertSetting;
 import io.onedev.server.model.support.administration.AuditSetting;
@@ -166,6 +167,11 @@ public class DefaultSettingService extends BaseEntityService<Setting> implements
 		return (AuditSetting) getSettingValue(Key.AUDIT);
 	}
 
+	@Override
+	public AISetting getAISetting() {
+		return (AISetting) getSettingValue(Key.AI);
+	}
+	
 	@Override
 	public SecuritySetting getSecuritySetting() {
 		return (SecuritySetting) getSettingValue(Key.SECURITY);
@@ -295,6 +301,12 @@ public class DefaultSettingService extends BaseEntityService<Setting> implements
 	public void saveAuditSetting(AuditSetting auditSetting) {
 		saveSetting(Key.AUDIT, auditSetting);
 	}
+
+	@Transactional
+	@Override
+	public void saveAISetting(AISetting aiSetting) {
+		saveSetting(Key.AI, aiSetting);
+	}
 	
 	@Transactional
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/util/ZoneIdChanged b/server-core/src/main/java/io/onedev/server/util/ZoneIdChanged
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/server-core/src/main/java/io/onedev/server/web/behavior/BuildQueryBehavior.java b/server-core/src/main/java/io/onedev/server/web/behavior/BuildQueryBehavior.java
index 702d990731..993ad78c8e 100644
--- a/server-core/src/main/java/io/onedev/server/web/behavior/BuildQueryBehavior.java
+++ b/server-core/src/main/java/io/onedev/server/web/behavior/BuildQueryBehavior.java
@@ -1,7 +1,18 @@
 package io.onedev.server.web.behavior;
 
+import static io.onedev.server.web.translation.Translation._T;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import org.apache.commons.lang3.StringUtils;
+import org.apache.wicket.Component;
+import org.apache.wicket.model.IModel;
+import org.jspecify.annotations.Nullable;
+
 import com.google.common.base.Optional;
 import com.google.common.base.Preconditions;
+
 import edu.emory.mathcs.backport.java.util.Collections;
 import io.onedev.commons.codeassist.FenceAware;
 import io.onedev.commons.codeassist.InputCompletion;
@@ -12,26 +23,19 @@ import io.onedev.commons.codeassist.parser.ParseExpect;
 import io.onedev.commons.codeassist.parser.TerminalExpect;
 import io.onedev.commons.utils.ExplicitException;
 import io.onedev.server.OneDev;
-import io.onedev.server.service.BuildParamService;
+import io.onedev.server.ai.QueryDescriptions;
 import io.onedev.server.model.Build;
 import io.onedev.server.model.Project;
 import io.onedev.server.search.entity.build.BuildQuery;
 import io.onedev.server.search.entity.build.BuildQueryLexer;
 import io.onedev.server.search.entity.build.BuildQueryParser;
+import io.onedev.server.service.BuildParamService;
+import io.onedev.server.service.SettingService;
 import io.onedev.server.util.DateUtils;
 import io.onedev.server.web.behavior.inputassist.ANTLRAssistBehavior;
 import io.onedev.server.web.behavior.inputassist.InputAssistBehavior;
+import io.onedev.server.web.behavior.inputassist.NaturalLanguageTranslator;
 import io.onedev.server.web.util.SuggestionUtils;
-import org.apache.commons.lang3.StringUtils;
-import org.apache.wicket.Component;
-import org.apache.wicket.model.IModel;
-
-import org.jspecify.annotations.Nullable;
-
-import static io.onedev.server.web.translation.Translation._T;
-
-import java.util.ArrayList;
-import java.util.List;
 
 public class BuildQueryBehavior extends ANTLRAssistBehavior {
 
@@ -254,9 +258,32 @@ public class BuildQueryBehavior extends ANTLRAssistBehavior {
 				}
 			}
 		} 
+		if (getSettingService().getAISetting().getNaturalLanguageQueryModelSetting() == null)
+			hints.add(_T("Set up AI to use natural language query"));
 		return hints;
 	}
 
+	@Override
+	protected NaturalLanguageTranslator getNaturalLanguageTranslator() {
+		var naturalLanguageQueryModel = getSettingService().getAISetting().getNaturalLanguageQueryModel();
+		if (naturalLanguageQueryModel != null) {
+			return new NaturalLanguageTranslator(naturalLanguageQueryModel) {
+				
+				@Override
+				public String getQueryDescription() {
+					return QueryDescriptions.getBuildQueryDescription();
+				}
+
+			};
+		} else {
+			return null;
+		}
+	}
+
+	private SettingService getSettingService() {
+		return OneDev.getInstance(SettingService.class);
+	}
+
 	@Override
 	protected boolean isFuzzySuggestion(InputCompletion suggestion) {
 		return suggestion.getDescription() != null 
diff --git a/server-core/src/main/java/io/onedev/server/web/behavior/IssueQueryBehavior.java b/server-core/src/main/java/io/onedev/server/web/behavior/IssueQueryBehavior.java
index 36cf5f096f..aa5642c769 100644
--- a/server-core/src/main/java/io/onedev/server/web/behavior/IssueQueryBehavior.java
+++ b/server-core/src/main/java/io/onedev/server/web/behavior/IssueQueryBehavior.java
@@ -57,11 +57,10 @@ import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
 
-import org.jspecify.annotations.Nullable;
-
 import org.apache.commons.lang3.StringUtils;
 import org.apache.wicket.Component;
 import org.apache.wicket.model.IModel;
+import org.jspecify.annotations.Nullable;
 
 import com.google.common.base.Optional;
 import com.google.common.base.Preconditions;
@@ -75,9 +74,7 @@ import io.onedev.commons.codeassist.parser.ParseExpect;
 import io.onedev.commons.codeassist.parser.TerminalExpect;
 import io.onedev.commons.utils.ExplicitException;
 import io.onedev.server.OneDev;
-import io.onedev.server.service.GroupService;
-import io.onedev.server.service.LinkSpecService;
-import io.onedev.server.service.SettingService;
+import io.onedev.server.ai.QueryDescriptions;
 import io.onedev.server.model.Issue;
 import io.onedev.server.model.IssueSchedule;
 import io.onedev.server.model.LinkSpec;
@@ -100,8 +97,12 @@ import io.onedev.server.model.support.issue.field.spec.userchoicefield.UserChoic
 import io.onedev.server.search.entity.issue.IssueQueryParseOption;
 import io.onedev.server.search.entity.issue.IssueQueryParser;
 import io.onedev.server.search.entity.project.ProjectQuery;
+import io.onedev.server.service.GroupService;
+import io.onedev.server.service.LinkSpecService;
+import io.onedev.server.service.SettingService;
 import io.onedev.server.util.ComponentContext;
 import io.onedev.server.util.DateUtils;
+import io.onedev.server.web.behavior.inputassist.NaturalLanguageTranslator;
 import io.onedev.server.web.behavior.inputassist.ANTLRAssistBehavior;
 import io.onedev.server.web.behavior.inputassist.InputAssistBehavior;
 import io.onedev.server.web.util.SuggestionUtils;
@@ -339,8 +340,21 @@ public class IssueQueryBehavior extends ANTLRAssistBehavior {
 					}
 					
 				}.suggest(terminalExpect);
-			} else if (spec.getRuleName().equals("Fuzzy")) {
+			} else if (spec.getRuleName().equals("Ai")) {
+				return new FenceAware(codeAssist.getGrammar(), '`', '`') {
 
+					@Override
+					protected List<InputSuggestion> match(String matchWith) {
+						return null;
+					}
+
+					@Override
+					protected String getFencingDescription() {
+						return _T("enclose with ` to query with AI");
+					}
+
+				}.suggest(terminalExpect);
+			} else if (spec.getRuleName().equals("Fuzzy")) {
 				return new FenceAware(codeAssist.getGrammar(), '~', '~') {
 
 					@Override
@@ -354,7 +368,7 @@ public class IssueQueryBehavior extends ANTLRAssistBehavior {
 					}
 
 				}.suggest(terminalExpect);
-			}
+			} 
 		} 
 		return null;
 	}
@@ -397,7 +411,7 @@ public class IssueQueryBehavior extends ANTLRAssistBehavior {
 	@Override
 	protected List<String> getHints(TerminalExpect terminalExpect) {
 		List<String> hints = new ArrayList<>();
-		GlobalIssueSetting issueSetting = OneDev.getInstance(SettingService.class).getIssueSetting();
+		GlobalIssueSetting issueSetting = getSettingService().getIssueSetting();
 		if (terminalExpect.getElementSpec() instanceof LexerRuleRefElementSpec) {
 			LexerRuleRefElementSpec spec = (LexerRuleRefElementSpec) terminalExpect.getElementSpec();
 			if ("criteriaValue".equals(spec.getLabel())) {
@@ -418,13 +432,35 @@ public class IssueQueryBehavior extends ANTLRAssistBehavior {
 				}
 			}
 		} 
+		if (getSettingService().getAISetting().getNaturalLanguageQueryModelSetting() == null)
+			hints.add(_T("Set up AI to use natural language query"));
 		return hints;
 	}
 	
 	@Override
 	protected boolean isFuzzySuggestion(InputCompletion suggestion) {
-		return suggestion.getDescription() != null 
-				&& suggestion.getDescription().startsWith(FUZZY_SUGGESTION_DESCRIPTION_PREFIX);
+		return suggestion.getDescription() != null && (suggestion.getDescription().startsWith(FUZZY_SUGGESTION_DESCRIPTION_PREFIX));
 	}
 	
+	@Override
+	protected NaturalLanguageTranslator getNaturalLanguageTranslator() {
+		var naturalLanguageQueryModel = getSettingService().getAISetting().getNaturalLanguageQueryModel();
+		if (naturalLanguageQueryModel != null) {
+			return new NaturalLanguageTranslator(naturalLanguageQueryModel) {
+				
+				@Override
+				public String getQueryDescription() {
+					return QueryDescriptions.getIssueQueryDescription();
+				}
+
+			};
+		} else {
+			return null;
+		}
+	}
+
+	private SettingService getSettingService() {
+		return OneDev.getInstance(SettingService.class);
+	}
+
 }
diff --git a/server-core/src/main/java/io/onedev/server/web/behavior/PullRequestQueryBehavior.java b/server-core/src/main/java/io/onedev/server/web/behavior/PullRequestQueryBehavior.java
index 22b8aef404..8ed998012c 100644
--- a/server-core/src/main/java/io/onedev/server/web/behavior/PullRequestQueryBehavior.java
+++ b/server-core/src/main/java/io/onedev/server/web/behavior/PullRequestQueryBehavior.java
@@ -1,7 +1,38 @@
 package io.onedev.server.web.behavior;
 
+import static io.onedev.server.model.AbstractEntity.NAME_NUMBER;
+import static io.onedev.server.search.entity.EntityQuery.getValue;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQuery.checkField;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQuery.getOperator;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQuery.getRuleName;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.ApprovedByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.AssignedToMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.CommentedByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.IgnoredByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.IncludesCommit;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.IncludesIssue;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.MentionedMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.NeedMyAction;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.OrderBy;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.RequestedForChangesByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.SubmittedByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.ToBeChangedByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.ToBeMergedByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.ToBeReviewedByMe;
+import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.WatchedByMe;
+import static io.onedev.server.web.translation.Translation._T;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.stream.Collectors;
+
+import org.apache.commons.lang3.StringUtils;
+import org.apache.wicket.Component;
+import org.apache.wicket.model.IModel;
+
 import com.google.common.base.Optional;
 import com.google.common.base.Preconditions;
+
 import io.onedev.commons.codeassist.FenceAware;
 import io.onedev.commons.codeassist.InputCompletion;
 import io.onedev.commons.codeassist.InputSuggestion;
@@ -10,28 +41,19 @@ import io.onedev.commons.codeassist.parser.Element;
 import io.onedev.commons.codeassist.parser.ParseExpect;
 import io.onedev.commons.codeassist.parser.TerminalExpect;
 import io.onedev.commons.utils.ExplicitException;
+import io.onedev.server.OneDev;
+import io.onedev.server.ai.QueryDescriptions;
 import io.onedev.server.model.Project;
 import io.onedev.server.model.PullRequest;
 import io.onedev.server.model.support.pullrequest.MergeStrategy;
 import io.onedev.server.search.entity.project.ProjectQuery;
 import io.onedev.server.search.entity.pullrequest.PullRequestQueryParser;
+import io.onedev.server.service.SettingService;
 import io.onedev.server.util.DateUtils;
 import io.onedev.server.web.behavior.inputassist.ANTLRAssistBehavior;
 import io.onedev.server.web.behavior.inputassist.InputAssistBehavior;
+import io.onedev.server.web.behavior.inputassist.NaturalLanguageTranslator;
 import io.onedev.server.web.util.SuggestionUtils;
-import org.apache.commons.lang3.StringUtils;
-import org.apache.wicket.Component;
-import org.apache.wicket.model.IModel;
-
-import java.util.ArrayList;
-import java.util.List;
-import java.util.stream.Collectors;
-
-import static io.onedev.server.model.AbstractEntity.NAME_NUMBER;
-import static io.onedev.server.search.entity.EntityQuery.getValue;
-import static io.onedev.server.search.entity.pullrequest.PullRequestQuery.*;
-import static io.onedev.server.search.entity.pullrequest.PullRequestQueryLexer.*;
-import static io.onedev.server.web.translation.Translation._T;
 
 public class PullRequestQueryBehavior extends ANTLRAssistBehavior {
 
@@ -241,6 +263,8 @@ public class PullRequestQueryBehavior extends ANTLRAssistBehavior {
 				}
 			}
 		} 
+		if (getSettingService().getAISetting().getNaturalLanguageQueryModelSetting() == null)
+			hints.add(_T("Set up AI to use natural language query"));
 		return hints;
 	}
 
@@ -250,4 +274,25 @@ public class PullRequestQueryBehavior extends ANTLRAssistBehavior {
 				&& suggestion.getDescription().startsWith(FUZZY_SUGGESTION_DESCRIPTION_PREFIX);
 	}
 	
+	@Override
+	protected NaturalLanguageTranslator getNaturalLanguageTranslator() {
+		var naturalLanguageQueryModel = getSettingService().getAISetting().getNaturalLanguageQueryModel();
+		if (naturalLanguageQueryModel != null) {
+			return new NaturalLanguageTranslator(naturalLanguageQueryModel) {
+				
+				@Override
+				public String getQueryDescription() {
+					return QueryDescriptions.getPullRequestQueryDescription();
+				}
+
+			};
+		} else {
+			return null;
+		}
+	}
+
+	private SettingService getSettingService() {
+		return OneDev.getInstance(SettingService.class);
+	}
+	
 }
diff --git a/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/InputAssistBehavior.java b/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/InputAssistBehavior.java
index 4b81ef300f..df2cccd6c5 100644
--- a/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/InputAssistBehavior.java
+++ b/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/InputAssistBehavior.java
@@ -2,12 +2,14 @@ package io.onedev.server.web.behavior.inputassist;
 
 import static io.onedev.server.web.translation.Translation._T;
 import static org.apache.wicket.ajax.attributes.CallbackParameter.explicit;
+import static org.unbescape.javascript.JavaScriptEscape.escapeJavaScript;
 
 import java.util.ArrayList;
 import java.util.HashMap;
 import java.util.List;
 
 import org.apache.wicket.Component;
+import org.apache.wicket.Session;
 import org.apache.wicket.ajax.AjaxChannel;
 import org.apache.wicket.ajax.AjaxRequestTarget;
 import org.apache.wicket.ajax.attributes.AjaxRequestAttributes;
@@ -17,6 +19,9 @@ import org.apache.wicket.markup.head.JavaScriptHeaderItem;
 import org.apache.wicket.markup.head.OnDomReadyHeaderItem;
 import org.apache.wicket.request.IRequestParameters;
 import org.apache.wicket.request.cycle.RequestCycle;
+import org.jspecify.annotations.Nullable;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 import org.unbescape.javascript.JavaScriptEscape;
 
 import com.fasterxml.jackson.core.JsonProcessingException;
@@ -27,7 +32,10 @@ import com.google.common.base.Splitter;
 import io.onedev.commons.codeassist.InputCompletion;
 import io.onedev.commons.codeassist.InputStatus;
 import io.onedev.commons.loader.AppLoader;
+import io.onedev.commons.utils.ExplicitException;
 import io.onedev.commons.utils.LinearRange;
+import io.onedev.commons.utils.StringUtils;
+import io.onedev.server.exception.ExceptionUtils;
 import io.onedev.server.util.ComponentContext;
 import io.onedev.server.util.RangeUtils;
 import io.onedev.server.web.behavior.AbstractPostAjaxBehavior;
@@ -39,6 +47,8 @@ import io.onedev.server.web.component.floating.FloatingPanel;
 
 public abstract class InputAssistBehavior extends AbstractPostAjaxBehavior {
 
+	private static final Logger logger = LoggerFactory.getLogger(InputAssistBehavior.class);	
+
 	public static final int MAX_SUGGESTIONS = 1000;
 	
 	private FloatingPanel dropdown;
@@ -113,9 +123,27 @@ public abstract class InputAssistBehavior extends AbstractPostAjaxBehavior {
 		if (type.equals("close")) {
 			if (dropdown != null)
 				dropdown.close();
+		} else if (type.equals("translate")) {
+			String toTranslate = params.getParameterValue("input").toString();
+			String translated;
+			try {
+				translated = Preconditions.checkNotNull(getNaturalLanguageTranslator()).translate(toTranslate);
+			} catch (Exception e) {
+				translated = toTranslate;
+				var explicitException = ExceptionUtils.find(e, ExplicitException.class);
+				if (explicitException != null) {
+					Session.get().error(explicitException.getMessage());
+				} else {
+					logger.error("Error translating natural language input", e);
+					Session.get().error("Error translating natural language input. Check server log for details");
+				}
+			}
+			target.appendJavaScript(
+				String.format("onedev.server.inputassist.naturalLanguageTranslated('%s', '%s');", 
+				getComponent().getMarkupId(), escapeJavaScript(translated)));
 		} else {
 			String inputContent = params.getParameterValue("input").toString();
-			Integer inputCaret = params.getParameterValue("caret").toOptionalInteger();
+			int inputCaret = params.getParameterValue("caret").toInt();
 
 			Preconditions.checkArgument(inputContent.indexOf('\r') == -1);
 			
@@ -133,7 +161,7 @@ public abstract class InputAssistBehavior extends AbstractPostAjaxBehavior {
 					getComponent().getMarkupId(), json);
 			target.appendJavaScript(script);
 			
-			if (inputCaret != null) {
+			if (inputCaret != -1) {
 				InputStatus inputStatus = new InputStatus(inputContent, inputCaret);
 				List<InputCompletion> suggestions = new ArrayList<>();				
 				ComponentContext.push(new ComponentContext(getComponent()));
@@ -159,69 +187,90 @@ public abstract class InputAssistBehavior extends AbstractPostAjaxBehavior {
 								hasOtherSuggestions = true;
 						}
 					}
-
+	
 					if (hasAppendSpaceSuggestions && !hasOtherSuggestions) {
 						target.appendJavaScript(
 								String.format("onedev.server.inputassist.appendSpace('%s');", 
 								getComponent().getMarkupId()));
 					} else {
-						int anchor = getAnchor(inputContent.substring(0, inputCaret));
-						if (dropdown == null) {
-							dropdown = new FloatingPanel(target, new Alignment(new ComponentTarget(getComponent(), anchor), AlignPlacement.bottom(0))) {
-
-								@Override
-								protected Component newContent(String id) {
-									return new AssistPanel(id, getComponent(), suggestions, getHints(inputStatus)) {
-
-										@Override
-										protected void onClose(AjaxRequestTarget target) {
-											close();
-										}
-
-									};
-								}
-
-								@Override
-								protected void onClosed() {
-									super.onClosed();
-									dropdown = null;
-								}
-
-							};
-							script = String.format("onedev.server.inputassist.assistOpened('%s', '%s', '%s');",
-									getComponent().getMarkupId(), dropdown.getMarkupId(), JavaScriptEscape.escapeJavaScript(inputContent));
-							target.appendJavaScript(script);
-						} else {
-							Component content = dropdown.getContent();
-							Component newContent = new AssistPanel(content.getId(), getComponent(), suggestions, getHints(inputStatus)) {
-
-								@Override
-								protected void onClose(AjaxRequestTarget target) {
-									close();
-								}
-
-							};
-							content.replaceWith(newContent);
-							target.add(newContent);
-
-							AlignTarget alignTarget = new ComponentTarget(getComponent(), anchor);
-							script = String.format("$('#%s').data('alignment').target=%s;", dropdown.getMarkupId(), alignTarget);
-							target.prependJavaScript(script);
-
-							script = String.format("onedev.server.inputassist.assistUpdated('%s', '%s', '%s');",
-									getComponent().getMarkupId(), dropdown.getMarkupId(), JavaScriptEscape.escapeJavaScript(inputContent));
-							target.appendJavaScript(script);
-						}
+						addTranslationSuggestion(inputStatus, suggestions);
+						showSuggestions(target, inputStatus, suggestions);
 					}
+				} else if (addTranslationSuggestion(inputStatus, suggestions)) {
+					showSuggestions(target, inputStatus, suggestions);
 				} else if (dropdown != null) {
 					dropdown.close();
 				}
 			} else if (dropdown != null) {
 				dropdown.close();
 			}
+
 			onInput(target, inputContent);
 		}
 	}
+
+	private boolean addTranslationSuggestion(InputStatus status, List<InputCompletion> suggestions) {
+		var queryTranslator = getNaturalLanguageTranslator();
+		if (queryTranslator != null) {
+			var contentBeforeCaret = status.getContentBeforeCaret();
+			if (StringUtils.isNotBlank(contentBeforeCaret) && suggestions.stream().noneMatch(it->!isFuzzySuggestion(it))) {
+				contentBeforeCaret += "🤖";
+				suggestions.add(0, new InputCompletion(contentBeforeCaret, contentBeforeCaret + status.getContentAfterCaret(), contentBeforeCaret.length(), _T("Natural language query via AI"), null));
+				return true;
+			}
+		}
+		return false;
+	}
+
+	private void showSuggestions(AjaxRequestTarget target, InputStatus status, List<InputCompletion> suggestions) {
+		int anchor = getAnchor(status.getContent().substring(0, status.getCaret()));
+		if (dropdown == null) {
+			dropdown = new FloatingPanel(target, new Alignment(new ComponentTarget(getComponent(), anchor), AlignPlacement.bottom(0))) {
+
+				@Override
+				protected Component newContent(String id) {
+					return new AssistPanel(id, getComponent(), suggestions, getHints(status)) {
+
+						@Override
+						protected void onClose(AjaxRequestTarget target) {
+							close();
+						}
+
+					};
+				}
+
+				@Override
+				protected void onClosed() {
+					super.onClosed();
+					dropdown = null;
+				}
+
+			};
+			var script = String.format("onedev.server.inputassist.assistOpened('%s', '%s', '%s');",
+					getComponent().getMarkupId(), dropdown.getMarkupId(), JavaScriptEscape.escapeJavaScript(status.getContent()));
+			target.appendJavaScript(script);
+		} else {
+			Component content = dropdown.getContent();
+			Component newContent = new AssistPanel(content.getId(), getComponent(), suggestions, getHints(status)) {
+
+				@Override
+				protected void onClose(AjaxRequestTarget target) {
+					close();
+				}
+
+			};
+			content.replaceWith(newContent);
+			target.add(newContent);
+
+			AlignTarget alignTarget = new ComponentTarget(getComponent(), anchor);
+			var script = String.format("$('#%s').data('alignment').target=%s;", dropdown.getMarkupId(), alignTarget);
+			target.prependJavaScript(script);
+
+			script = String.format("onedev.server.inputassist.assistUpdated('%s', '%s', '%s');",
+					getComponent().getMarkupId(), dropdown.getMarkupId(), JavaScriptEscape.escapeJavaScript(status.getContent()));
+			target.appendJavaScript(script);
+		}		
+	}
 	
 	public void close() {
 		if (dropdown != null)
@@ -242,10 +291,10 @@ public abstract class InputAssistBehavior extends AbstractPostAjaxBehavior {
 		translations.put("inactiveHelp", _T("<span class='keycap'>Tab</span> to complete."));
 		String script;
 		try {
-			script = String.format("onedev.server.inputassist.onDomReady('%s', %s, %s);", 
+			script = String.format("onedev.server.inputassist.onDomReady('%s', %s, %b, %s);", 
 					getComponent().getMarkupId(true), 
 					getCallbackFunction(explicit("type"), explicit("input"), explicit("caret"), explicit("event")),
-					AppLoader.getInstance(ObjectMapper.class).writeValueAsString(translations));
+					getNaturalLanguageTranslator() != null, AppLoader.getInstance(ObjectMapper.class).writeValueAsString(translations));
 		} catch (JsonProcessingException e) {
 			throw new RuntimeException(e);
 		}
@@ -274,4 +323,10 @@ public abstract class InputAssistBehavior extends AbstractPostAjaxBehavior {
 	protected boolean isFuzzySuggestion(InputCompletion suggestion) {
 		return false;
 	}
+	
+	@Nullable
+	protected NaturalLanguageTranslator getNaturalLanguageTranslator() {
+		return null;
+	}
+
 }
\ No newline at end of file
diff --git a/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/NaturalLanguageTranslator.java b/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/NaturalLanguageTranslator.java
new file mode 100644
index 0000000000..2b385e0cbe
--- /dev/null
+++ b/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/NaturalLanguageTranslator.java
@@ -0,0 +1,41 @@
+package io.onedev.server.web.behavior.inputassist;
+
+import dev.langchain4j.data.message.SystemMessage;
+import dev.langchain4j.data.message.UserMessage;
+import dev.langchain4j.model.chat.ChatModel;
+import io.onedev.commons.utils.ExplicitException;
+
+public abstract class NaturalLanguageTranslator {
+
+    private static final int MAX_QUERY_LENGTH = 512;
+
+    private final ChatModel model;
+
+    public NaturalLanguageTranslator(ChatModel model) {
+        this.model = model;
+    }
+
+    public abstract String getQueryDescription();
+    
+    public String translate(String naturalLanguage) {
+        if (naturalLanguage.length() > MAX_QUERY_LENGTH) {
+            throw new ExplicitException("Query is too long. Max " + MAX_QUERY_LENGTH + " characters");
+        }
+        var systemMessage = new SystemMessage("""
+            You are a query translator that converts natural language into structured query string described as below:
+
+            """ + getQueryDescription() + """
+
+
+            Also note that the user input might also be a structure query but with some syntax errors. In that case, 
+            fix syntax errors and return the corrected query string.
+
+            IMPORTANT: only structured query string should be returned, no other text or comments.
+            """);
+            
+        var userMessage = new UserMessage(naturalLanguage);
+        
+        return model.chat(systemMessage, userMessage).aiMessage().text();
+    }
+
+}
diff --git a/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/input-assist.js b/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/input-assist.js
index 06554bed1f..23f4a870dc 100644
--- a/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/input-assist.js
+++ b/server-core/src/main/java/io/onedev/server/web/behavior/inputassist/input-assist.js
@@ -1,6 +1,7 @@
 onedev.server.inputassist = {
-	onDomReady: function(inputId, callback, translations) {
-		var $input = $("#" + inputId);
+	onDomReady: function(inputId, callback, supportNaturalLanguageInput, translations) {
+		var $input = $("#" + inputId);	
+		$input.data("supportNaturalLanguageInput", supportNaturalLanguageInput);
 		onedev.server.inputassist.translations = translations;
 		
 		onedev.server.inputassist.markErrors(inputId, []);
@@ -21,8 +22,20 @@ onedev.server.inputassist = {
 			if (value != $input.data("prevValue") || caret != $input.data("prevCaret") || !$input.data("dropdown")) {
 				$input.data("prevValue", value);
 				$input.data("prevCaret", caret);
-				if ($input.is(":focus") && e.keyCode != 27 && e.keyCode != 13) // ignore esc, enter
-					callback("input", value, caret, e.type);
+				if ($input.is(":focus") && e.keyCode != 27 && e.keyCode != 13) { // ignore esc, enter	
+					if (caret != -1 && $input.data("supportNaturalLanguageInput")) {
+						var contentBeforeCaret = value.substring(0, caret);
+						if (contentBeforeCaret.endsWith("🤖")) {
+							var contentToTranslate = contentBeforeCaret.substring(0, contentBeforeCaret.length-2);
+							onedev.server.inputassist.showNaturalLanguageTranslatingIndicator($input, caret);						
+							callback("translate", contentToTranslate, caret);
+						} else {
+							callback("input", value, caret, e.type);
+						}
+					} else {
+						callback("input", value, caret, e.type);
+					}
+				}
 			}
 			if (value.trim().length == 0)
 				onedev.server.inputassist.markErrors(inputId, []);
@@ -133,28 +146,28 @@ onedev.server.inputassist = {
 	markErrors: function(inputId, errors) {
 		var $input = $("#" + inputId);
 		$input.data("errors", errors);
-		var $parent = $input.closest("form");
-		$parent.css("position", "relative");
-		$parent.find(">.input-error-mark").remove();
+		var $form = $input.closest("form");
+		$form.css("position", "relative");
+		$form.find(">.input-error-mark").remove();
 		if ($input.val().length != 0) {
 			for (var i in errors) {
 				var error = errors[i];
 				var fromCoord = getCaretCoordinates($input[0], error.from);
 				var toCoord = getCaretCoordinates($input[0], error.to+1);
 				var $error = $("<div class='input-error-mark'></div>");
-				$error.appendTo($parent);
+				$error.appendTo($form);
 				var inputCoord = $input.offset();
-				var parentCoord = $parent.offset();
+				var parentCoord = $form.offset();
 				var textHeight = 16;
 				var errorHeight = 5;
 				var minWidth = 5;
 				var textMargin = 10;
 				var left = fromCoord.left + inputCoord.left - parentCoord.left - $input.scrollLeft();
-				if (left < $input.offset().left - $parent.offset().left + textMargin)
-					left = $input.offset().left - $parent.offset().left + textMargin;
+				if (left < $input.offset().left - $form.offset().left + textMargin)
+					left = $input.offset().left - $form.offset().left + textMargin;
 				var top = fromCoord.top + inputCoord.top - parentCoord.top + textHeight - $input.scrollTop(); 
-				if (top < $input.offset().top - $parent.offset().top + textMargin)
-					top = $input.offset().top - $parent.offset().top + textMargin;
+				if (top < $input.offset().top - $form.offset().top + textMargin)
+					top = $input.offset().top - $form.offset().top + textMargin;
 				$error.css({left: left, top: top});
 				$error.outerWidth(Math.max(toCoord.left-fromCoord.left, minWidth));
 				$error.outerHeight(errorHeight);
@@ -171,6 +184,19 @@ onedev.server.inputassist = {
 		$input.trigger("input");
 		$input.trigger("assist");
 	},
+
+	naturalLanguageTranslated: function(inputId, translatedInput) {
+		var $input = $("#" + inputId);		
+		onedev.server.inputassist.hideNaturalLanguageTranslatingIndicator($input);
+		var caret = $input.caret();
+		var content = translatedInput + $input.val().substring(caret);
+		$input.val(content);
+		$input.caret(translatedInput.length);
+		$input.blur();
+		$input.focus();
+		$input.trigger("input");
+		$input.trigger("assist");
+	},
 	
 	assistOpened: function(inputId, dropdownId, inputContent) {
 		var $input = $("#" + inputId);
@@ -217,5 +243,36 @@ onedev.server.inputassist = {
 		} else {
 			$dropdown.find(".help .complete").empty().append(onedev.server.inputassist.translations["inactiveHelp"]);
 		}
+	},
+	
+	showNaturalLanguageTranslatingIndicator: function($input, caret) {
+		$input.prop("readonly", true);
+		var $form = $input.closest("form");
+		$form.css("position", "relative");
+		
+		var coord = getCaretCoordinates($input[0], caret);
+		var $indicator;
+		if (onedev.server.isDarkMode())
+			$indicator = $("<div class='ajax-loading-indicator natural-language-translating-indicator'><img src='/~img/dark-ajax-indicator.gif' width='16' height='16'></div>");
+		else
+			$indicator = $("<div class='ajax-loading-indicator natural-language-translating-indicator'><img src='/~img/ajax-indicator.gif' width='16' height='16'></div>");
+		$indicator.appendTo($form);
+		
+		var inputCoord = $input.offset();
+		var parentCoord = $form.offset();
+		var left = coord.left + inputCoord.left - parentCoord.left - $input.scrollLeft() + 5;
+		var top = coord.top + inputCoord.top - parentCoord.top - $input.scrollTop() - 3;
+		
+		$indicator.css({
+			position: "absolute",
+			left: left + "px",
+			top: top + "px",
+			zIndex: 1000
+		});
+	},
+	
+	hideNaturalLanguageTranslatingIndicator: function($input) {
+		$input.prop("readonly", false);
+		$input.closest("form").children(".natural-language-translating-indicator").remove();
 	}
 };
\ No newline at end of file
diff --git a/server-core/src/main/java/io/onedev/server/web/mapper/BaseUrlMapper.java b/server-core/src/main/java/io/onedev/server/web/mapper/BaseUrlMapper.java
index f6225642a2..736045b405 100644
--- a/server-core/src/main/java/io/onedev/server/web/mapper/BaseUrlMapper.java
+++ b/server-core/src/main/java/io/onedev/server/web/mapper/BaseUrlMapper.java
@@ -8,6 +8,7 @@ import org.apache.wicket.request.mapper.CompoundRequestMapper;
 
 import io.onedev.commons.utils.ExplicitException;
 import io.onedev.server.web.asset.icon.IconScope;
+import io.onedev.server.web.page.admin.aisetting.AISettingPage;
 import io.onedev.server.web.page.admin.alertsettings.AlertSettingPage;
 import io.onedev.server.web.page.admin.authenticator.AuthenticatorPage;
 import io.onedev.server.web.page.admin.brandingsetting.BrandingSettingPage;
@@ -346,6 +347,7 @@ public class BaseUrlMapper extends CompoundRequestMapper {
 		add(new BasePageMapper("~administration/labels", LabelManagementPage.class));
 		add(new BasePageMapper("~administration/settings/alert", AlertSettingPage.class));
 		add(new BasePageMapper("~administration/settings/performance", PerformanceSettingPage.class));
+		add(new BasePageMapper("~administration/settings/ai", AISettingPage.class));
 		add(new BasePageMapper("~administration/settings/backup", DatabaseBackupPage.class));
 		add(new BasePageMapper("~administration/settings/authenticator", AuthenticatorPage.class));
 		add(new BasePageMapper("~administration/settings/sso-providers", SsoProviderListPage.class));
diff --git a/server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.html b/server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.html
new file mode 100644
index 0000000000..07b08bdb37
--- /dev/null
+++ b/server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.html
@@ -0,0 +1,10 @@
+<wicket:extend>
+	<div class="card">
+		<div class="card-body">
+			<form wicket:id="form" class="leave-confirm">
+				<div wicket:id="editor" class="mb-4"></div>
+				<input type="submit" class="btn btn-primary dirty-aware" t:value="Save Settings">
+			</form>
+		</div>
+	</div>
+</wicket:extend>
diff --git a/server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.java b/server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.java
new file mode 100644
index 0000000000..5241e2073b
--- /dev/null
+++ b/server-core/src/main/java/io/onedev/server/web/page/admin/aisetting/AISettingPage.java
@@ -0,0 +1,58 @@
+package io.onedev.server.web.page.admin.aisetting;
+
+import static io.onedev.server.web.translation.Translation._T;
+
+import javax.inject.Inject;
+
+import org.apache.wicket.Component;
+import org.apache.wicket.markup.html.basic.Label;
+import org.apache.wicket.markup.html.form.Form;
+import org.apache.wicket.request.mapper.parameter.PageParameters;
+
+import io.onedev.server.data.migration.VersionedXmlDoc;
+import io.onedev.server.model.support.administration.AISetting;
+import io.onedev.server.service.SettingService;
+import io.onedev.server.web.editable.BeanContext;
+import io.onedev.server.web.page.admin.AdministrationPage;
+
+public class AISettingPage extends AdministrationPage {
+
+	@Inject
+	private SettingService settingService;
+
+	public AISettingPage(PageParameters params) {
+		super(params);
+	}
+
+	@Override
+	protected void onInitialize() {
+		super.onInitialize();
+		
+		AISetting aiSetting = settingService.getAISetting();
+		var oldAuditContent = VersionedXmlDoc.fromBean(aiSetting).toXML();
+
+		Form<?> form = new Form<Void>("form") {
+
+			@Override
+			protected void onSubmit() {
+				super.onSubmit();
+				var newAuditContent = VersionedXmlDoc.fromBean(aiSetting).toXML();
+				settingService.saveAISetting(aiSetting);
+				auditService.audit(null, "changed AI settings", oldAuditContent, newAuditContent);				
+				getSession().success(_T("AI settings have been saved"));
+				
+				setResponsePage(AISettingPage.class);
+			}
+			
+		};
+		form.add(BeanContext.edit("editor", aiSetting));
+		
+		add(form);
+	}
+
+	@Override
+	protected Component newTopbarTitle(String componentId) {
+		return new Label(componentId, _T("AI Settings"));
+	}
+
+}
diff --git a/server-core/src/main/java/io/onedev/server/web/page/base/base.js b/server-core/src/main/java/io/onedev/server/web/page/base/base.js
index 35c7e68c69..4feecd4c38 100644
--- a/server-core/src/main/java/io/onedev/server/web/page/base/base.js
+++ b/server-core/src/main/java/io/onedev/server/web/page/base/base.js
@@ -177,7 +177,7 @@ onedev.server = {
 	setupAjaxLoadingIndicator: function() {
 		var ongoingAjaxRequests = 0;
 		Wicket.Event.subscribe('/ajax/call/beforeSend', function(e, attributes) {
-			if (ongoingAjaxRequests == 0) {
+			if (ongoingAjaxRequests == 0 && $(".ajax-loading-indicator:visible").length == 0) {				
 				var $ajaxLoadingIndicator = $("#ajax-loading-indicator");
 				if ($ajaxLoadingIndicator[0].timer)
 					clearTimeout($ajaxLoadingIndicator[0].timer);
diff --git a/server-core/src/main/java/io/onedev/server/web/page/layout/LayoutPage.java b/server-core/src/main/java/io/onedev/server/web/page/layout/LayoutPage.java
index 967a00c0b6..8760776b28 100644
--- a/server-core/src/main/java/io/onedev/server/web/page/layout/LayoutPage.java
+++ b/server-core/src/main/java/io/onedev/server/web/page/layout/LayoutPage.java
@@ -65,12 +65,12 @@ import io.onedev.server.OneDev;
 import io.onedev.server.ServerConfig;
 import io.onedev.server.SubscriptionService;
 import io.onedev.server.cluster.ClusterService;
-import io.onedev.server.service.AlertService;
-import io.onedev.server.service.SettingService;
 import io.onedev.server.model.Alert;
 import io.onedev.server.model.User;
 import io.onedev.server.persistence.dao.EntityCriteria;
 import io.onedev.server.security.SecurityUtils;
+import io.onedev.server.service.AlertService;
+import io.onedev.server.service.SettingService;
 import io.onedev.server.updatecheck.UpdateCheckService;
 import io.onedev.server.util.DateUtils;
 import io.onedev.server.web.WebConstants;
@@ -91,6 +91,7 @@ import io.onedev.server.web.component.svg.SpriteImage;
 import io.onedev.server.web.component.user.UserAvatar;
 import io.onedev.server.web.editable.EditableUtils;
 import io.onedev.server.web.page.HomePage;
+import io.onedev.server.web.page.admin.aisetting.AISettingPage;
 import io.onedev.server.web.page.admin.alertsettings.AlertSettingPage;
 import io.onedev.server.web.page.admin.authenticator.AuthenticatorPage;
 import io.onedev.server.web.page.admin.brandingsetting.BrandingSettingPage;
@@ -338,6 +339,9 @@ public abstract class LayoutPage extends BasePage {
 					administrationMenuItems.add(new SidebarMenuItem.Page(null, _T("Groovy Scripts"),
 							GroovyScriptListPage.class, new PageParameters()));
 
+					administrationMenuItems.add(new SidebarMenuItem.Page(null, _T("AI Settings"),
+							AISettingPage.class, new PageParameters()));
+
 					administrationMenuItems.add(new SidebarMenuItem.Page(null, _T("Branding"),
 							BrandingSettingPage.class, new PageParameters()));
 
diff --git a/server-core/src/main/java/io/onedev/server/web/page/test/TestPage.java b/server-core/src/main/java/io/onedev/server/web/page/test/TestPage.java
index 845894f00b..64379a774b 100644
--- a/server-core/src/main/java/io/onedev/server/web/page/test/TestPage.java
+++ b/server-core/src/main/java/io/onedev/server/web/page/test/TestPage.java
@@ -21,6 +21,7 @@ public class TestPage extends BasePage {
 
 			@Override
 			public void onClick() {
+				System.out.println("bb");
 			}
 
 		});
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_de.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_de.java
index 34a023e311..7b9d5011ac 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_de.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_de.java
@@ -4635,6 +4635,10 @@ public class Translation_de extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "{javax.validation.constraints.NotEmpty.message}");
 		m.put("{javax.validation.constraints.NotNull.message}", "{javax.validation.constraints.NotNull.message}");
 		m.put("{javax.validation.constraints.Size.message}", "{javax.validation.constraints.Size.message}");
+		m.put("AI Model", "AI-Modell");
+		m.put("AI Model Provider", "AI-Modell-Anbieter");
+		m.put("Model", "Modell");
+		m.put("Open AI", "Open AI");
 	}
 			
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_es.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_es.java
index e05e9a58db..7605e4aac7 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_es.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_es.java
@@ -4635,6 +4635,10 @@ public class Translation_es extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "{javax.validation.constraints.NotEmpty.message}");
 		m.put("{javax.validation.constraints.NotNull.message}", "{javax.validation.constraints.NotNull.message}");
 		m.put("{javax.validation.constraints.Size.message}", "{javax.validation.constraints.Size.message}");
+		m.put("AI Model", "Modelo de IA");
+		m.put("AI Model Provider", "Proveedor de Modelo de IA");
+		m.put("Model", "Modelo");
+		m.put("Open AI", "Open AI");
 	}
 		
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_fr.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_fr.java
index e70b407842..8477d9e5c7 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_fr.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_fr.java
@@ -4635,6 +4635,10 @@ public class Translation_fr extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "{javax.validation.constraints.NotEmpty.message}");
 		m.put("{javax.validation.constraints.NotNull.message}", "{javax.validation.constraints.NotNull.message}");
 		m.put("{javax.validation.constraints.Size.message}", "{javax.validation.constraints.Size.message}");
+		m.put("AI Model", "Modèle d'IA");
+		m.put("AI Model Provider", "Fournisseur de modèle d'IA");
+		m.put("Model", "Modèle");
+		m.put("Open AI", "Open AI");
 	}
 		
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_it.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_it.java
index 70f5e6e070..29aee76d72 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_it.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_it.java
@@ -4635,6 +4635,10 @@ public class Translation_it extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "{javax.validation.constraints.NotEmpty.message}");
 		m.put("{javax.validation.constraints.NotNull.message}", "{javax.validation.constraints.NotNull.message}");
 		m.put("{javax.validation.constraints.Size.message}", "{javax.validation.constraints.Size.message}");
+		m.put("AI Model", "Modello AI");
+		m.put("AI Model Provider", "Fornitore di Modelli AI");
+		m.put("Model", "Modello");
+		m.put("Open AI", "Open AI");
 	}
 		
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_ja.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_ja.java
index 7aea9e6652..d2edc028a1 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_ja.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_ja.java
@@ -4635,6 +4635,10 @@ public class Translation_ja extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "{javax.validation.constraints.NotEmpty.message}");
 		m.put("{javax.validation.constraints.NotNull.message}", "{javax.validation.constraints.NotNull.message}");
 		m.put("{javax.validation.constraints.Size.message}", "{javax.validation.constraints.Size.message}");
+		m.put("AI Model", "AIモデル");
+		m.put("AI Model Provider", "AIモデルプロバイダー");
+		m.put("Model", "モデル");
+		m.put("Open AI", "Open AI");
 	}
 		
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_ko.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_ko.java
index 8d2ccc2e3d..50dc047cc2 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_ko.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_ko.java
@@ -4635,6 +4635,10 @@ public class Translation_ko extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "{javax.validation.constraints.NotEmpty.message}");
 		m.put("{javax.validation.constraints.NotNull.message}", "{javax.validation.constraints.NotNull.message}");
 		m.put("{javax.validation.constraints.Size.message}", "{javax.validation.constraints.Size.message}");
+		m.put("AI Model", "AI 모델");
+		m.put("AI Model Provider", "AI 모델 제공자");
+		m.put("Model", "모델");
+		m.put("Open AI", "오픈 AI");
 	}
 		
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_pt.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_pt.java
index 74b1e018a4..aaf661eca3 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_pt.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_pt.java
@@ -4635,6 +4635,10 @@ public class Translation_pt extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "{javax.validation.constraints.NotEmpty.message}");
 		m.put("{javax.validation.constraints.NotNull.message}", "{javax.validation.constraints.NotNull.message}");
 		m.put("{javax.validation.constraints.Size.message}", "{javax.validation.constraints.Size.message}");
+		m.put("AI Model", "Modelo de IA");
+		m.put("AI Model Provider", "Provedor de Modelo de IA");
+		m.put("Model", "Modelo");
+		m.put("Open AI", "Open AI");
 	}
 		
 	@Override
diff --git a/server-core/src/main/java/io/onedev/server/web/translation/Translation_zh.java b/server-core/src/main/java/io/onedev/server/web/translation/Translation_zh.java
index 4c75713faf..4dbd135147 100644
--- a/server-core/src/main/java/io/onedev/server/web/translation/Translation_zh.java
+++ b/server-core/src/main/java/io/onedev/server/web/translation/Translation_zh.java
@@ -4653,6 +4653,10 @@ public class Translation_zh extends TranslationResourceBundle {
 		m.put("{javax.validation.constraints.NotEmpty.message}", "不能为空");
 		m.put("{javax.validation.constraints.NotNull.message}", "不能为空");
 		m.put("{javax.validation.constraints.Size.message}", "至少需要指定一个值");
+		m.put("AI Model", "AI 模型");
+		m.put("AI Model Provider", "AI 模型提供方");
+		m.put("Model", "模型");
+		m.put("Open AI", "Open AI");
 	}
 		
 	@Override