diff --git a/tools/scripts/llm/jira_classifier.py b/tools/scripts/llm/jira_classifier.py
new file mode 100644
index 00000000000..720ed0a33b2
--- /dev/null
+++ b/tools/scripts/llm/jira_classifier.py
@@ -0,0 +1,123 @@
+
+import json
+import os
+from jira import JIRA
+
+# --- Step 1: Determine Classification Criteria (Our 'Rulebook') ---
+# This "rulebook" defines the complete structure for the final JSON output.
+# An LLM would use this as a schema to generate its classification.
+classification_criteria = {
+    "classification_status": {
+        "type": "string",
+        "allowed_values": ["valid_ticket", "spam", "out_of_scope"],
+        "description": "The overall status of the ticket after initial review."
+    },
+    "details": {
+        "description": "Contains detailed classification if the ticket is valid. Is null otherwise.",
+        "is_cldr_related": {
+            "type": "boolean",
+            "description": "Is the ticket related to CLDR?"
+        },
+        "ticket_type": {
+            "type": "string",
+            "allowed_values": ["bug", "feature", "enhancement", "task", "other"],
+            "description": "The type of work required for the ticket."
+        },
+        "component": {
+            "type": "string",
+            "allowed_values": ["units", "plural-rules", "locale-data", "date-time-formats", "charts", "other"],
+            "description": "The specific CLDR component the ticket relates to."
+        },
+        "priority": {
+            "type": "string",
+            "allowed_values": ["critical", "high", "medium", "low"],
+            "description": "The urgency of the ticket."
+        },
+        "needs_engineering_work": {
+            "type": "boolean",
+            "description": "Does this ticket require work from the technical committee?"
+        },
+        "needs_language_specialist": {
+            "type": "boolean",
+            "description": "Does this ticket require validation from a language specialist?"
+        },
+        "routing_group": {
+            "type": "string",
+            "allowed_values": ["CLDR Core Team", "Localization Experts", "QA Team", "Technical Committee", "Specific Developer"],
+            "description": "The team or group who should handle the ticket next."
+        },
+        "is_potential_duplicate": {
+            "type": "boolean",
+            "description": "Is this ticket a potential duplicate of another existing ticket?"
+        },
+        "potential_duplicate_of": {
+            "type": "string",
+            "description": "The ticket key (e.g., 'CLDR-1234') this might be a duplicate of. Null if not a duplicate."
+        },
+        "summary": {
+            "type": "string",
+            "description": "A brief, one-sentence summary of the ticket's request and the reasoning for the classification."
+        }
+    }
+}
+
+
+# --- Configuration for Jira API Connection ---
+# Securely loads your credentials from environment variables.
+JIRA_SERVER = os.getenv('JIRA_SERVER', 'https://unicode-org.atlassian.net')
+JIRA_USER_EMAIL = os.getenv('JIRA_USER_EMAIL', 'YOUR JIRA EMAIL')
+JIRA_API_TOKEN = os.getenv('JIRA_API_TOKEN', 'YOUR API KEY!')
+
+
+
+# --- Get Jira Ticket Key from User Input ---
+# Asks the user to enter the ticket key to analyze.
+TICKET_KEY_TO_FETCH = input("Please enter the Jira Ticket Key (e.g., CLDR-12345): ")
+
+
+# --- Script Execution ---
+# Main block to connect, fetch, and display information.
+if not all([JIRA_SERVER, JIRA_USER_EMAIL, JIRA_API_TOKEN]):
+    print(" Error: One or more environment variables (JIRA_SERVER, JIRA_USER_EMAIL, JIRA_API_TOKEN) are not set.")
+else:
+    print(f"\n--- Connecting to Jira server at: {JIRA_SERVER} ---")
+    try:
+        jira_connection = JIRA(server=JIRA_SERVER, basic_auth=(JIRA_USER_EMAIL, JIRA_API_TOKEN))
+        print(" Connection successful!")
+
+        print(f"\n--- Fetching ticket: {TICKET_KEY_TO_FETCH} ---")
+        issue = jira_connection.issue(TICKET_KEY_TO_FETCH)
+
+        ticket_summary = issue.fields.summary
+        ticket_description = issue.fields.description
+        print(f"Title: {ticket_summary}")
+        print(f"Description: {ticket_description if ticket_description else 'No description found.'}")
+
+
+        # --- Display the Example of a Full JSON Output Format ---
+        # This shows what a final, AI-generated classification would look like.
+        print("\n" + "="*50)
+        print("--- Example of Full JSON Output Format ---")
+        print("="*50)
+        
+        full_json_output = {
+          "classification_status": "valid_ticket",
+          "details": {
+            "is_cldr_related": True,
+            "ticket_type": "task",
+            "component": "other",
+            "priority": "medium",
+            "needs_engineering_work": True,
+            "needs_language_specialist": False,
+            "routing_group": "CLDR Core Team",
+            "is_potential_duplicate": False,
+            "potential_duplicate_of": None,
+            "summary": "The ticket contains meeting notes for the CLDR Technical Committee and should be archived as a task."
+          }
+        }
+        
+        # Print the complex JSON object in a readable format
+        print(json.dumps(full_json_output, indent=2))
+
+    except Exception as e:
+        print(f" An error occurred: {e}")