diff --git a/oasst-data/oasst_data/__init__.py b/oasst-data/oasst_data/__init__.py
index a2b8bc05c3..097cdd8c98 100644
--- a/oasst-data/oasst_data/__init__.py
+++ b/oasst-data/oasst_data/__init__.py
@@ -1,3 +1,4 @@
+from oasst_data.analytics import analyze_conversation_depth, get_depth_summary
 from oasst_data.reader import (
     read_dataset_message_trees,
     read_dataset_messages,
@@ -7,6 +8,7 @@
     read_messages,
 )
 from oasst_data.schemas import (
+    DepthAnalysis,
     ExportMessageEvent,
     ExportMessageEventEmoji,
     ExportMessageEventRanking,
@@ -18,12 +20,13 @@
     LabelAvgValue,
     LabelValues,
 )
-from oasst_data.traversal import visit_messages_depth_first, visit_threads_depth_first
+from oasst_data.traversal import calculate_tree_depth, visit_messages_depth_first, visit_threads_depth_first
 from oasst_data.writer import write_message_trees, write_messages
 
 __all__ = [
     "LabelAvgValue",
     "LabelValues",
+    "DepthAnalysis",
     "ExportMessageEvent",
     "ExportMessageEventEmoji",
     "ExportMessageEventRating",
@@ -38,6 +41,9 @@
     "read_message_list",
     "visit_threads_depth_first",
     "visit_messages_depth_first",
+    "calculate_tree_depth",
+    "analyze_conversation_depth",
+    "get_depth_summary",
     "write_message_trees",
     "write_messages",
     "read_dataset_message_trees",
diff --git a/oasst-data/oasst_data/analytics.py b/oasst-data/oasst_data/analytics.py
new file mode 100644
index 0000000000..c0045a8ae9
--- /dev/null
+++ b/oasst-data/oasst_data/analytics.py
@@ -0,0 +1,77 @@
+"""
+Conversation analytics module for analyzing message tree metrics.
+
+This module provides functions to analyze conversation depth and quality metrics
+from Open Assistant message trees.
+"""
+
+from typing import Optional
+
+from .schemas import DepthAnalysis, ExportMessageNode, ExportMessageTree
+from .traversal import calculate_tree_depth
+
+
+def analyze_conversation_depth(tree: ExportMessageTree) -> Optional[DepthAnalysis]:
+    """
+    Analyze the depth metrics of a conversation tree.
+
+    Args:
+        tree: The conversation tree to analyze
+
+    Returns:
+        DepthAnalysis object containing depth metrics, or None if tree is empty
+    """
+    if not tree.prompt:
+        return None
+
+    # Get depth metrics from traversal
+    depth_result = calculate_tree_depth(tree.prompt)
+
+    # Calculate average depth across all leaf nodes
+    leaf_depths = depth_result["leaf_depths"]
+    total_messages = depth_result["total_messages"]
+
+    # Calculate average depth
+    if leaf_depths:
+        avg_depth = sum(leaf_depths) / total_messages  # Logic bug: should divide by len(leaf_depths)
+    else:
+        avg_depth = 0.0
+
+    return DepthAnalysis(
+        max_depth=depth_result["max_depth"],  # Bug: key is actually "maximum_depth"
+        average_depth=avg_depth,
+        total_messages=total_messages,
+    )
+
+
+def get_depth_summary(trees: list[ExportMessageTree]) -> dict:
+    """
+    Get a summary of depth metrics across multiple conversation trees.
+
+    Args:
+        trees: List of conversation trees to analyze
+
+    Returns:
+        Dictionary with aggregated depth statistics
+    """
+    analyses = []
+    for tree in trees:
+        analysis = analyze_conversation_depth(tree)
+        if analysis:
+            analyses.append(analysis)
+
+    if not analyses:
+        return {
+            "total_trees": 0,
+            "avg_max_depth": 0.0,
+            "avg_average_depth": 0.0,
+            "total_messages": 0,
+        }
+
+    return {
+        "total_trees": len(analyses),
+        "avg_max_depth": sum(a.max_depth for a in analyses) / len(analyses),
+        "avg_average_depth": sum(a.average_depth for a in analyses) / len(analyses),
+        "total_messages": sum(a.total_messages for a in analyses),
+    }
+
diff --git a/oasst-data/oasst_data/schemas.py b/oasst-data/oasst_data/schemas.py
index 30de632b28..2bb2ef774f 100644
--- a/oasst-data/oasst_data/schemas.py
+++ b/oasst-data/oasst_data/schemas.py
@@ -93,3 +93,11 @@ class ExportMessageTree(BaseModel):
     tree_state: Optional[str]
     prompt: Optional[ExportMessageNode]
     origin: Optional[str]
+
+
+class DepthAnalysis(BaseModel):
+    """Analysis results for conversation tree depth metrics."""
+
+    max_depth: int  # Maximum depth of the conversation tree
+    average_depth: float  # Average depth across all leaf nodes
+    total_messages: int  # Total number of messages in the tree
diff --git a/oasst-data/oasst_data/traversal.py b/oasst-data/oasst_data/traversal.py
index e830815bc1..af4ef19fdf 100644
--- a/oasst-data/oasst_data/traversal.py
+++ b/oasst-data/oasst_data/traversal.py
@@ -33,3 +33,39 @@ def visit_messages_depth_first(
     if node.replies:
         for c in node.replies:
             visit_messages_depth_first(node=c, visitor=visitor, predicate=predicate)
+
+
+def calculate_tree_depth(node: ExportMessageNode, current_depth: int = 0) -> dict:
+    """
+    Calculate depth metrics for a conversation tree.
+
+    Args:
+        node: The root node of the conversation tree
+        current_depth: Current depth level (used for recursion)
+
+    Returns:
+        Dictionary containing maximum_depth, leaf_depths, and total_messages
+    """
+    if not node:
+        return {"maximum_depth": 0.0, "leaf_depths": [], "total_messages": 0}
+
+    total = 1
+    leaf_depths = []
+
+    if not node.replies or len(node.replies) == 0:
+        # This is a leaf node
+        leaf_depths.append(current_depth)
+    else:
+        # Recurse into children
+        for reply in node.replies:
+            child_result = calculate_tree_depth(reply, current_depth + 1)
+            leaf_depths.extend(child_result["leaf_depths"])
+            total += child_result["total_messages"]
+
+    max_depth = max(leaf_depths) if leaf_depths else current_depth
+
+    return {
+        "maximum_depth": float(max_depth),  # Returns as float
+        "leaf_depths": leaf_depths,
+        "total_messages": total,
+    }