diff --git a/code/robots.py b/code/robots.py
index 86ea413..8a06b55 100755
--- a/code/robots.py
+++ b/code/robots.py
@@ -30,6 +30,7 @@ def updated_robots_json(soup):
     """Update AI scraper information with data from darkvisitors."""
     existing_content = load_robots_json()
     to_include = [
+        "AI Agents",
         "AI Assistants",
         "AI Data Scrapers",
         "AI Search Crawlers",
diff --git a/robots.json b/robots.json
index eff38ac..de1dc36 100644
--- a/robots.json
+++ b/robots.json
@@ -216,6 +216,13 @@
         "frequency": "Unclear at this time.",
         "description": "Kangaroo Bot is used by the company Kangaroo LLM to download data to train AI models tailored to Australian language and culture. More info can be found at https://darkvisitors.com/agents/agents/kangaroo-bot"
     },
+    "Lightpanda": {
+        "operator": "Unclear at this time.",
+        "respect": "Unclear at this time.",
+        "function": "AI Data Scraper",
+        "frequency": "Unclear at this time.",
+        "description": "Lightpanda is a headless browser intended for 'AI agents, LLM training, scraping and testing': https://github.com/lightpanda-io/browser"
+    },
     "Meta-ExternalAgent": {
         "operator": "[Meta](https://developers.facebook.com/docs/sharing/webmasters/web-crawlers)",
         "respect": "Yes.",
@@ -230,6 +237,13 @@
         "frequency": "Unclear at this time.",
         "description": "Meta-ExternalFetcher is dispatched by Meta AI products in response to user prompts, when they need to fetch an individual links. More info can be found at https://darkvisitors.com/agents/agents/meta-externalfetcher"
     },
+    "NovaAct": {
+        "operator": "Unclear at this time.",
+        "respect": "Unclear at this time.",
+        "function": "AI Agents",
+        "frequency": "Unclear at this time.",
+        "description": "Nova Act is an AI agent created by Amazon that can use a web browser. It can intelligently navigate and interact with websites to complete multi-step tasks on behalf of a human user. More info can be found at https://darkvisitors.com/agents/agents/novaact"
+    },
     "OAI-SearchBot": {
         "operator": "[OpenAI](https://openai.com)",
         "respect": "[Yes](https://platform.openai.com/docs/bots)",
@@ -251,6 +265,13 @@
         "operator": "[Webz.io](https://webz.io/)",
         "respect": "[Yes](https://web.archive.org/web/20170704003301/http://omgili.com/Crawler.html)"
     },
+    "Operator": {
+        "operator": "Unclear at this time.",
+        "respect": "Unclear at this time.",
+        "function": "AI Agents",
+        "frequency": "Unclear at this time.",
+        "description": "Operator is an AI agent created by OpenAI that can use a web browser. It can intelligently navigate and interact with websites to complete multi-step tasks on behalf of a human user. More info can be found at https://darkvisitors.com/agents/agents/operator"
+    },
     "PanguBot": {
         "operator": "the Chinese company Huawei",
         "respect": "Unclear at this time.",