fix(server): missing embedding search (#13401)

<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

* **New Features**
* Enhanced search functionality to include results from additional
"blob" data sources, providing more comprehensive search results.

* **Bug Fixes**
* Improved messaging to ensure "No results found" is only shown when no
relevant results exist across all data sources.

* **Tests**
* Updated test cases to reflect new keyword contexts, improving
validation accuracy for search-related features.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->

packages/backend/server/src/plugins/copilot/context/service.ts

@@ -232,7 +232,7 @@ export class CopilotContextService implements OnApplicationBootstrap {
     const embedding = await this.embeddingClient.getEmbedding(content, signal);
     if (!embedding) return [];
 
-    const [fileChunks, workspaceChunks, scopedWorkspaceChunks] =
+    const [fileChunks, blobChunks, workspaceChunks, scopedWorkspaceChunks] =
       await Promise.all([
         this.models.copilotWorkspace.matchFileEmbedding(
           workspaceId,
@@ -240,6 +240,12 @@ export class CopilotContextService implements OnApplicationBootstrap {
           topK * 2,
           threshold
         ),
+        this.models.copilotWorkspace.matchBlobEmbedding(
+          workspaceId,
+          embedding,
+          topK * 2,
+          threshold
+        ),
         this.models.copilotContext.matchWorkspaceEmbedding(
           embedding,
           workspaceId,
@@ -259,6 +265,7 @@ export class CopilotContextService implements OnApplicationBootstrap {
 
     if (
       !fileChunks.length &&
+      !blobChunks.length &&
       !workspaceChunks.length &&
       !scopedWorkspaceChunks?.length
     ) {
@@ -267,7 +274,12 @@ export class CopilotContextService implements OnApplicationBootstrap {
 
     return await this.embeddingClient.reRank(
       content,
-      [...fileChunks, ...workspaceChunks, ...(scopedWorkspaceChunks || [])],
+      [
+        ...fileChunks,
+        ...blobChunks,
+        ...workspaceChunks,
+        ...(scopedWorkspaceChunks || []),
+      ],
       topK,
       signal
     );

packages/backend/server/src/plugins/copilot/tools/doc-semantic-search.ts

@@ -42,12 +42,14 @@ export const buildDocSearchGetter = (
         chunks.filter(c => 'docId' in c),
         'Doc.Read'
       );
+    const blobChunks = chunks.filter(c => 'blobId' in c);
     const fileChunks = chunks.filter(c => 'fileId' in c);
     if (contextChunks.length) {
       fileChunks.push(...contextChunks);
     }
-    if (!docChunks.length && !fileChunks.length)
+    if (!blobChunks.length && !docChunks.length && !fileChunks.length) {
       return `No results found for "${query}".`;
+    }
 
     const docIds = docChunks.map(c => ({
       // oxlint-disable-next-line no-non-null-assertion
@@ -80,6 +82,7 @@ export const buildDocSearchGetter = (
 
     return [
       ...fileChunks.map(clearEmbeddingChunk),
+      ...blobChunks.map(clearEmbeddingChunk),
       ...docChunks.map(c => ({
         ...c,
         ...docMetas.get(c.docId),