diff --git a/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/AskCommandProcessor.java b/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/AskCommandProcessor.java
index ea8a7559..68b90be2 100644
--- a/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/AskCommandProcessor.java
+++ b/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/AskCommandProcessor.java
@@ -361,12 +361,20 @@ private AskRequest buildAskRequest(
                 }
             } else if (vcsConnection.getConnectionType() == EVcsConnectionType.APP) {
                 accessToken = tokenEncryptionService.decrypt(vcsConnection.getAccessToken());
+            } else if (vcsConnection.getConnectionType() == EVcsConnectionType.PERSONAL_TOKEN ||
+                       vcsConnection.getConnectionType() == EVcsConnectionType.REPOSITORY_TOKEN) {
+                // For GitLab personal/repository tokens, get the token from config
+                if (vcsConnection.getConfiguration() instanceof org.rostilos.codecrow.core.model.vcs.config.gitlab.GitLabConfig gitLabConfig) {
+                    accessToken = gitLabConfig.accessToken();
+                }
             }
             
             // Determine VCS provider string
-            String vcsProvider = vcsConnection.getProviderType() == EVcsProvider.GITHUB 
-                ? "github" 
-                : "bitbucket_cloud";
+            String vcsProvider = switch (vcsConnection.getProviderType()) {
+                case GITHUB -> "github";
+                case GITLAB -> "gitlab";
+                default -> "bitbucket_cloud";
+            };
             
             // Build analysis context string
             String analysisContext = contextData.analysisInfo();
diff --git a/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/ReviewCommandProcessor.java b/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/ReviewCommandProcessor.java
index 9dc086cf..85f1582d 100644
--- a/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/ReviewCommandProcessor.java
+++ b/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/ReviewCommandProcessor.java
@@ -171,12 +171,20 @@ private ReviewRequest buildReviewRequest(Project project, WebhookPayload payload
                 }
             } else if (vcsConnection.getConnectionType() == EVcsConnectionType.APP) {
                 accessToken = tokenEncryptionService.decrypt(vcsConnection.getAccessToken());
+            } else if (vcsConnection.getConnectionType() == EVcsConnectionType.PERSONAL_TOKEN ||
+                       vcsConnection.getConnectionType() == EVcsConnectionType.REPOSITORY_TOKEN) {
+                // For GitLab personal/repository tokens, get the token from config
+                if (vcsConnection.getConfiguration() instanceof org.rostilos.codecrow.core.model.vcs.config.gitlab.GitLabConfig gitLabConfig) {
+                    accessToken = gitLabConfig.accessToken();
+                }
             }
             
             // Determine VCS provider string
-            String vcsProvider = vcsConnection.getProviderType() == EVcsProvider.GITHUB 
-                ? "github" 
-                : "bitbucket_cloud";
+            String vcsProvider = switch (vcsConnection.getProviderType()) {
+                case GITHUB -> "github";
+                case GITLAB -> "gitlab";
+                default -> "bitbucket_cloud";
+            };
             
             Long prId = payload.pullRequestId() != null 
                 ? Long.parseLong(payload.pullRequestId()) 
diff --git a/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/SummarizeCommandProcessor.java b/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/SummarizeCommandProcessor.java
index aa9b1b2f..1b8a7ef2 100644
--- a/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/SummarizeCommandProcessor.java
+++ b/java-ecosystem/services/pipeline-agent/src/main/java/org/rostilos/codecrow/pipelineagent/generic/handler/processor/SummarizeCommandProcessor.java
@@ -286,12 +286,20 @@ private SummarizeRequest buildSummarizeRequest(
                 }
             } else if (vcsConnection.getConnectionType() == EVcsConnectionType.APP) {
                 accessToken = tokenEncryptionService.decrypt(vcsConnection.getAccessToken());
+            } else if (vcsConnection.getConnectionType() == EVcsConnectionType.PERSONAL_TOKEN ||
+                       vcsConnection.getConnectionType() == EVcsConnectionType.REPOSITORY_TOKEN) {
+                // For GitLab personal/repository tokens, get the token from config
+                if (vcsConnection.getConfiguration() instanceof org.rostilos.codecrow.core.model.vcs.config.gitlab.GitLabConfig gitLabConfig) {
+                    accessToken = gitLabConfig.accessToken();
+                }
             }
             
             // Determine VCS provider string
-            String vcsProvider = vcsConnection.getProviderType() == EVcsProvider.GITHUB 
-                ? "github" 
-                : "bitbucket_cloud";
+            String vcsProvider = switch (vcsConnection.getProviderType()) {
+                case GITHUB -> "github";
+                case GITLAB -> "gitlab";
+                default -> "bitbucket_cloud";
+            };
             
             return new SummarizeRequest(
                 project.getId(),