diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1e3d1d6c..4d000df6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - Fixed `MessageHistory.to_list()` returning a reference to the internal list instead of a copy, causing simulator logs to contain future conversation messages that hadn't occurred at the time of logging. (PR: #PR_NUMBER_PLACEHOLDER)
 
+**Interface**
+
+- Agent adapter `gather_config()` in smolagents, langgraph, and llamaindex no longer silently swallows exceptions, ensuring config collection errors are visible instead of producing incomplete configuration data. (PR: #53)
+
 ### Added
 
 **Core**
diff --git a/maseval/interface/agents/langgraph.py b/maseval/interface/agents/langgraph.py
index 63afafe4..d7aa8e97 100644
--- a/maseval/interface/agents/langgraph.py
+++ b/maseval/interface/agents/langgraph.py
@@ -218,17 +218,15 @@ def gather_config(self) -> dict[str, Any]:
                     safe_config["configurable"] = {"has_thread_id": "thread_id" in value if isinstance(value, dict) else False}
             langgraph_config["config"] = safe_config
 
-        # Try to get graph structure info
+        # Get graph structure info — let errors propagate so they're
+        # visible in the registry's error output.
         if hasattr(self.agent, "get_graph"):
-            try:
-                graph = self.agent.get_graph()
-                if graph:
-                    langgraph_config["graph_info"] = {
-                        "num_nodes": len(graph.nodes) if hasattr(graph, "nodes") else None,
-                        "num_edges": len(graph.edges) if hasattr(graph, "edges") else None,
-                    }
-            except Exception:
-                pass
+            graph = self.agent.get_graph()
+            if graph:
+                langgraph_config["graph_info"] = {
+                    "num_nodes": len(graph.nodes) if hasattr(graph, "nodes") else None,
+                    "num_edges": len(graph.edges) if hasattr(graph, "edges") else None,
+                }
 
         if langgraph_config:
             base_config["langgraph_config"] = langgraph_config
diff --git a/maseval/interface/agents/llamaindex.py b/maseval/interface/agents/llamaindex.py
index 30ce4283..0f0528f7 100644
--- a/maseval/interface/agents/llamaindex.py
+++ b/maseval/interface/agents/llamaindex.py
@@ -211,14 +211,12 @@ def gather_config(self) -> Dict[str, Any]:
                     for tool in tools
                 ]
 
-        # Check if it's a workflow
+        # Check if it's a workflow — let errors propagate so they're
+        # visible in the registry's error output.
         if hasattr(self.agent, "get_config"):
-            try:
-                workflow_config = self.agent.get_config()
-                if workflow_config:
-                    llamaindex_config["workflow_config"] = workflow_config
-            except Exception:
-                pass
+            workflow_config = self.agent.get_config()
+            if workflow_config:
+                llamaindex_config["workflow_config"] = workflow_config
 
         if llamaindex_config:
             base_config["llamaindex_config"] = llamaindex_config
diff --git a/maseval/interface/agents/smolagents.py b/maseval/interface/agents/smolagents.py
index 25057208..d4fdfbaf 100644
--- a/maseval/interface/agents/smolagents.py
+++ b/maseval/interface/agents/smolagents.py
@@ -425,32 +425,11 @@ def gather_config(self) -> dict[str, Any]:
         base_config = super().gather_config()
         _check_smolagents_installed()
 
-        # Get comprehensive config from smolagents' native to_dict() method
-        smolagents_config = {}
+        # Get comprehensive config from smolagents' native to_dict() method.
+        # No try/except: if to_dict() exists but fails, the error should
+        # propagate so it's visible in the registry's error output.
         if hasattr(self.agent, "to_dict"):
-            try:
-                smolagents_config = self.agent.to_dict()
-            except Exception:
-                # If to_dict fails, fall back to basic attributes
-                pass
-
-        # Add smolagents-specific config if available
-        if smolagents_config:
-            base_config["smolagents_config"] = smolagents_config
-        else:
-            # Fallback: manually collect common attributes
-            config_attrs = {}
-            for attr in ["max_steps", "planning_interval", "name", "description"]:
-                if hasattr(self.agent, attr):
-                    config_attrs[attr] = getattr(self.agent, attr)
-
-            # CodeAgent-specific attributes
-            for attr in ["additional_authorized_imports", "authorized_imports", "executor_type"]:
-                if hasattr(self.agent, attr):
-                    config_attrs[attr] = getattr(self.agent, attr)
-
-            if config_attrs:
-                base_config["smolagents_config"] = config_attrs
+            base_config["smolagents_config"] = self.agent.to_dict()
 
         return base_config
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 00407458..05105fe8 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -217,6 +217,9 @@ def __init__(self, responses: Optional[List[str]] = None):
         self._responses = responses or ["mock response"]
         self._call_index = 0
 
+    def to_dict(self) -> dict:
+        return {"class": self.__class__.__name__, "model_id": self.model_id}
+
     def __call__(self, *args, **kwargs):
         return self.generate(*args, **kwargs)