Updated multiple typo's

examples/gemini/python/docs-agent/README.md

@@ -374,7 +374,7 @@ To populate a new vector database:
 
    The command takes documents under the `inputs` fields (specified in your
    `config.yaml` file), splits the documents into small text chunk files, and
-   stores them in the `output_path` direcoty.
+   stores them in the `output_path` directory.
 
 3. Create and populate a new vector database:
 

examples/gemini/python/docs-agent/apps_script/drive_to_markdown.gs

@@ -75,7 +75,7 @@ function convertDriveFolder(folderName, outputFolderName="", indexFile="") {
     while (myfiles.hasNext()) {
       var myfile = myfiles.next();
       var ftype = myfile.getMimeType();
-      // If this is a shorcut, retrieve the target file
+      // If this is a shortcut, retrieve the target file
       if (ftype == "application/vnd.google-apps.shortcut") {
         var fid = myfile.getTargetId();
         var myfile = DriveApp.getFileById(fid);
@@ -105,7 +105,7 @@ function convertDriveFolder(folderName, outputFolderName="", indexFile="") {
       var furl = myfile.getUrl();
       var fcreate = myfile.getDateCreated();
 
-      //Function returns an array, assign each array value to seperate variables
+      //Function returns an array, assign each array value to separate variables
       var backup_results = returnBackupHash(sheet, "Backup", fid, start_data_row, 1, 9, 3);
       if (backup_results != undefined && backup_results[0] != "no_results") {
         var backup_fid = backup_results[0];
@@ -229,7 +229,7 @@ function convertDriveFolder(folderName, outputFolderName="", indexFile="") {
         status,
       ];
       sheet.appendRow(metadata);
-      // Return final row to inserRichText into correct rows
+      // Return final row to insertRichText into correct rows
       row_number = sheet.getLastRow();
       insertRichText(sheet, original_chip, "C", row_number);
       insertRichText(sheet, md_chip, "E", row_number);

examples/gemini/python/docs-agent/apps_script/gmail_to_markdown.gs

@@ -66,7 +66,7 @@ function exportEmailsToMarkdown(search, folderName) {
           let md5_hash = Utilities.computeDigest(Utilities.DigestAlgorithm.MD5,hash_content,
                           Utilities.Charset.US_ASCII);
           let hash_str = byteToStr(md5_hash);
-          //Function returns an array, assign each array value to seperate variables. For emails, only need to retrieve
+          //Function returns an array, assign each array value to separate variables. For emails, only need to retrieve
           // backup markdown ids
           var backup_results = returnBackupHash(sheet, "Backup", hash_str, start_data_row, 7, 4, 5);
           if (backup_results != undefined && backup_results[0] != "no_results") {

examples/gemini/python/docs-agent/docs/cli-reference.md

@@ -176,7 +176,7 @@ agent helpme <REQUEST> --file <PATH_TO_FILE>
 ```
 
 Replace `REQUEST` with a prompt and `PATH_TO_FILE` with a file's
-absolure or relative path, for example:
+absolute or relative path, for example:
 
 ```sh
 agent helpme write comments for this C++ file? --file ../my-project/test.cc

examples/gemini/python/docs-agent/docs_agent/interfaces/chatbot/chatui.py

@@ -341,7 +341,7 @@ def ask_model(question, agent, template: str = "chatui/index.html"):
                 type(aqa_response_json).to_dict(aqa_response_json), indent=2
             )
     else:
-        # For the `gemini-*` model, alway use the Chroma database.
+        # For the `gemini-*` model, always use the Chroma database.
         if docs_agent.config.docs_agent_config == "experimental":
             results_num = 10
             new_question_count = 5