test

## Description

Response is being re-assigned

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

.github/workflows/link_checker_workflow.yaml

@@ -32,29 +32,40 @@ jobs:
           restore-keys: cache-lychee-
 
       - name: Link Checker
+        id: lychee-check       # Give it an ID to reference later
         uses: lycheeverse/lychee-action@a8c4c7cb88f0c7386610c35eb25108e448569cb0 # v2
+        continue-on-error: true # Let the workflow continue so we can handle the summary order
         with:
           args: >
-            --verbose
+            --quiet
             --no-progress
             --cache
             --max-cache-age 1d
             --exclude '^neo4j\+.*' --exclude '^bolt://.*'
             README.md
             docs/
-          output: /tmp/foo.txt
-          fail: true
-          jobSummary: true
-          debug: true
+          output: lychee-report.md
+          format: markdown
+          fail: true           # Mark the step outcome as 'failure' internally
+          jobSummary: false    # IMPORTANT: Don't write the report yet!
+          debug: false
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      # This step only runs if the 'lychee_check' step fails, ensuring the 
-      # context note only appears when the developer needs to troubleshoot.
-      - name: Display Link Context Note on Failure
-        if: ${{ failure() }}
+
+      - name: Display Failure Report
+        # Run this ONLY if the link checker failed
+        if: steps.lychee-check.outcome == 'failure'
         run: |
+          # 1. Write YOUR Note First (Top of Summary)
           echo "## Link Resolution Note" >> $GITHUB_STEP_SUMMARY
           echo "Local links and directory changes work differently on GitHub than on the docsite." >> $GITHUB_STEP_SUMMARY
           echo "You must ensure fixes pass the **GitHub check** and also work with **\`hugo server\`**." >> $GITHUB_STEP_SUMMARY
+          echo "See [Link Checking and Fixing with Lychee](https://github.com/googleapis/genai-toolbox/blob/main/DEVELOPER.md#link-checking-and-fixing-with-lychee) for more details." >> $GITHUB_STEP_SUMMARY
           echo "---" >> $GITHUB_STEP_SUMMARY
 
+          # 2. Append the Actual Error Report (Below Note)
+          echo "### Broken Links Found" >> $GITHUB_STEP_SUMMARY
+          cat ./lychee-report.md >> $GITHUB_STEP_SUMMARY
+
+          # 3. Manually Fail the Job (Since we used continue-on-error above)
+          exit 1

docs/en/getting-started/quickstart/js/genkit/quickstart.js

@@ -53,7 +53,7 @@ export async function main() {
 
   for (const query of queries) {
     conversationHistory.push({ role: "user", content: [{ text: query }] });
-    const response = await ai.generate({
+    let response = await ai.generate({
       messages: conversationHistory,
       tools: tools,
     });

docs/en/how-to/invoke_tool.md

@@ -13,12 +13,12 @@ The `invoke` command allows you to invoke tools defined in your configuration di
 
 {{< notice tip >}}
 **Keep configurations minimal:** The `invoke` command initializes *all* resources (sources, tools, etc.) defined in your configuration files during execution. To ensure fast response times, consider using a minimal configuration file containing only the tools you need for the specific invocation.
-{{< notice tip >}}
+{{< /notice >}}
 
-## Prerequisites
+## Before you begin
 
-- You have the `toolbox` binary installed or built.
-- You have a valid tool configuration file (e.g., `tools.yaml`).
+1. Make sure you have the `toolbox` binary installed or built.
+2. Make sure you have a valid tool configuration file (e.g., `tools.yaml`).
 
 ## Basic Usage
 

docs/en/reference/prebuilt-tools.md

@@ -414,10 +414,10 @@ See [Usage Examples](../reference/cli.md#examples).
         entries.
     *   **Dataplex Editor** (`roles/dataplex.editor`) to modify entries.
 *   **Tools:**
-    *   `dataplex_search_entries`: Searches for entries in Dataplex Catalog.
-    *   `dataplex_lookup_entry`: Retrieves a specific entry from Dataplex
+    *   `search_entries`: Searches for entries in Dataplex Catalog.
+    *   `lookup_entry`: Retrieves a specific entry from Dataplex
         Catalog.
-    *   `dataplex_search_aspect_types`: Finds aspect types relevant to the
+    *   `search_aspect_types`: Finds aspect types relevant to the
         query.
 
 ## Firestore

tests/common.go

@@ -614,8 +614,6 @@ func GetMySQLWants() (string, string, string, string) {
 // SetupPostgresSQLTable creates and inserts data into a table of tool
 // compatible with postgres-sql tool
 func SetupPostgresSQLTable(t *testing.T, ctx context.Context, pool *pgxpool.Pool, createStatement, insertStatement, tableName string, params []any) func(*testing.T) {
-
-	
 	err := pool.Ping(ctx)
 	if err != nil {
 		t.Fatalf("unable to connect to test database: %s", err)
@@ -623,10 +621,9 @@ func SetupPostgresSQLTable(t *testing.T, ctx context.Context, pool *pgxpool.Pool
 
 	// Create table
 	_, err = pool.Query(ctx, createStatement)
-	// if err != nil {
-	// 	t.Fatalf("unable to create test table %s: %s", tableName, err)
-	// }
-	t.Fatalf("unable to create test table %s: %s", tableName, err)
+	if err != nil {
+		t.Fatalf("unable to create test table %s: %s", tableName, err)
+	}
 
 	// Insert test data
 	_, err = pool.Query(ctx, insertStatement, params...)

tests/postgres/postgres_integration_test.go

@@ -92,18 +92,15 @@ func TestPostgres(t *testing.T) {
 	if err != nil {
 		t.Fatalf("unable to create postgres connection pool: %s", err)
 	}
-	
+
 	// cleanup test environment
-	// tests.CleanupPostgresTables(t, ctx, pool)
-	t.Cleanup(func() {
-		tests.CleanupPostgresTables(t, context.Background(), pool)
-	})
-	
+	tests.CleanupPostgresTables(t, ctx, pool)
+
 	// create table name with UUID
 	tableNameParam := "param_table_" + strings.ReplaceAll(uuid.New().String(), "-", "")
 	tableNameAuth := "auth_table_" + strings.ReplaceAll(uuid.New().String(), "-", "")
 	tableNameTemplateParam := "template_param_table_" + strings.ReplaceAll(uuid.New().String(), "-", "")
-	
+
 	// set up data for param tool
 	createParamTableStmt, insertParamTableStmt, paramToolStmt, idParamToolStmt, nameParamToolStmt, arrayToolStmt, paramTestParams := tests.GetPostgresSQLParamToolInfo(tableNameParam)
 	teardownTable1 := tests.SetupPostgresSQLTable(t, ctx, pool, createParamTableStmt, insertParamTableStmt, tableNameParam, paramTestParams)