fix(docs): SEO improvements for page titles, internal links, and URL structure (#7224)

2026-09-04 20:32:23 +05:30
parent 9a7924befd
commit dae67f74f5
100 changed files with 279 additions and 133 deletions
@@ -0,0 +1,96 @@
+---
+title: Vertex AI Vector Search
+description: "Use Google Cloud Vertex AI Vector Search as a managed vector store in Mem0 with endpoint and index configuration."
+---
+
+
+### Usage
+
+To use Google Cloud Vertex AI Vector Search with `mem0`, you need to configure the `vector_store` in your `mem0` config:
+
+<CodeGroup>
+```python Python
+import os
+from mem0 import Memory
+
+os.environ["GOOGLE_API_KEY"] = "sk-xx"
+
+config = {
+    "vector_store": {
+        "provider": "vertex_ai_vector_search",
+        "config": {
+            "endpoint_id": "YOUR_ENDPOINT_ID",            # Required: Vector Search endpoint ID
+            "index_id": "YOUR_INDEX_ID",                  # Required: Vector Search index ID
+            "deployment_index_id": "YOUR_DEPLOYMENT_INDEX_ID",  # Required: Deployment-specific ID
+            "project_id": "YOUR_PROJECT_ID",              # Required: Google Cloud project ID
+            "project_number": "YOUR_PROJECT_NUMBER",      # Required: Google Cloud project number
+            "region": "YOUR_REGION",                      # Required: Google Cloud region
+            "credentials_path": "path/to/credentials.json", # Optional: Defaults to GOOGLE_APPLICATION_CREDENTIALS
+            "vector_search_api_endpoint": "YOUR_API_ENDPOINT" # Required for get operations
+        }
+    }
+}
+m = Memory.from_config(config)
+m.add("Your text here", user_id="user", metadata={"category": "example"})
+```
+
+```typescript TypeScript
+import { Memory } from "mem0ai/oss";
+
+// Authenticate with GOOGLE_APPLICATION_CREDENTIALS in your environment,
+// or pass credentialsPath / serviceAccountJson in the config below.
+const config = {
+  vectorStore: {
+    provider: "vertex_ai_vector_search",
+    config: {
+      endpointId: "YOUR_ENDPOINT_ID", // Required: Vector Search endpoint ID
+      indexId: "YOUR_INDEX_ID", // Required: Vector Search index ID
+      deploymentIndexId: "YOUR_DEPLOYMENT_INDEX_ID", // Required: Deployment-specific ID
+      projectId: "YOUR_PROJECT_ID", // Required: Google Cloud project ID
+      projectNumber: "YOUR_PROJECT_NUMBER", // Required: Google Cloud project number
+      region: "YOUR_REGION", // Required: Google Cloud region
+      credentialsPath: "path/to/credentials.json", // Optional: defaults to GOOGLE_APPLICATION_CREDENTIALS
+      vectorSearchApiEndpoint: "YOUR_API_ENDPOINT", // Required for search/get operations
+    },
+  },
+};
+
+const memory = new Memory(config);
+await memory.add("Your text here", {
+  userId: "user",
+  metadata: { category: "example" },
+});
+```
+</CodeGroup>
+
+
+### Required Parameters
+
+<Tabs>
+<Tab title="Python">
+| Parameter | Description | Required |
+|-----------|-------------|----------|
+| `endpoint_id` | Vector Search endpoint ID | Yes |
+| `index_id` | Vector Search index ID | Yes |
+| `deployment_index_id` | Deployment-specific index ID | Yes |
+| `project_id` | Google Cloud project ID | Yes |
+| `project_number` | Google Cloud project number | Yes |
+| `vector_search_api_endpoint` | Vector search API endpoint | Yes (for get operations) |
+| `region` | Google Cloud region | Yes |
+| `credentials_path` | Path to service account credentials | No (defaults to GOOGLE_APPLICATION_CREDENTIALS) |
+| `service_account_json` | Service account credentials as a dictionary (alternative to `credentials_path`) | `None` |
+</Tab>
+<Tab title="TypeScript">
+| Parameter | Description | Required |
+|-----------|-------------|----------|
+| `endpointId` | Vector Search endpoint ID | Yes |
+| `indexId` | Vector Search index ID | Yes |
+| `deploymentIndexId` | Deployment-specific index ID | Yes |
+| `projectId` | Google Cloud project ID | Yes |
+| `projectNumber` | Google Cloud project number | Yes |
+| `vectorSearchApiEndpoint` | Vector search API endpoint | Yes (for get operations) |
+| `region` | Google Cloud region | Yes |
+| `credentialsPath` | Path to service account credentials | No (defaults to GOOGLE_APPLICATION_CREDENTIALS) |
+| `serviceAccountJson` | Service account credentials as an object (alternative to `credentialsPath`) | No |
+</Tab>
+</Tabs>