diff --git a/hermes_cli/config.py b/hermes_cli/config.py
index b955a5399..dfa95aa54 100644
--- a/hermes_cli/config.py
+++ b/hermes_cli/config.py
@@ -138,6 +138,12 @@ DEFAULT_CONFIG = {
     "toolsets": ["hermes-cli"],
     "agent": {
         "max_turns": 90,
+        # Tool-use enforcement: injects system prompt guidance that tells the
+        # model to actually call tools instead of describing intended actions.
+        # Values: "auto" (default — applies to gpt/codex models), true/false
+        # (force on/off for all models), or a list of model-name substrings
+        # to match (e.g. ["gpt", "codex", "gemini", "qwen"]).
+        "tool_use_enforcement": "auto",
     },
     
     "terminal": {
diff --git a/run_agent.py b/run_agent.py
index 65f67f8d9..9d778b3d7 100644
--- a/run_agent.py
+++ b/run_agent.py
@@ -1080,6 +1080,13 @@ class AIAgent:
         except Exception:
             pass
 
+        # Tool-use enforcement config: "auto" (default — matches hardcoded
+        # model list), true (always), false (never), or list of substrings.
+        _agent_section = _agent_cfg.get("agent", {})
+        if not isinstance(_agent_section, dict):
+            _agent_section = {}
+        self._tool_use_enforcement = _agent_section.get("tool_use_enforcement", "auto")
+
         # Initialize context compressor for automatic context management
         # Compresses conversation when approaching model's context limit
         # Configuration via config.yaml (compression section)
@@ -2510,14 +2517,28 @@ class AIAgent:
         if tool_guidance:
             prompt_parts.append(" ".join(tool_guidance))
 
-        # Some model families benefit from explicit tool-use enforcement.
-        # Without this, they tend to describe intended actions as text
-        # ("I will run the tests") instead of actually making tool calls.
-        # TOOL_USE_ENFORCEMENT_MODELS is a tuple of substrings to match.
-        # Inject only when the model has tools available.
+        # Tool-use enforcement: tells the model to actually call tools instead
+        # of describing intended actions.  Controlled by config.yaml
+        # agent.tool_use_enforcement:
+        #   "auto" (default) — matches TOOL_USE_ENFORCEMENT_MODELS
+        #   true  — always inject (all models)
+        #   false — never inject
+        #   list  — custom model-name substrings to match
         if self.valid_tool_names:
-            model_lower = (self.model or "").lower()
-            if any(p in model_lower for p in TOOL_USE_ENFORCEMENT_MODELS):
+            _enforce = self._tool_use_enforcement
+            _inject = False
+            if _enforce is True or (isinstance(_enforce, str) and _enforce.lower() in ("true", "always", "yes", "on")):
+                _inject = True
+            elif _enforce is False or (isinstance(_enforce, str) and _enforce.lower() in ("false", "never", "no", "off")):
+                _inject = False
+            elif isinstance(_enforce, list):
+                model_lower = (self.model or "").lower()
+                _inject = any(p.lower() in model_lower for p in _enforce if isinstance(p, str))
+            else:
+                # "auto" or any unrecognised value — use hardcoded defaults
+                model_lower = (self.model or "").lower()
+                _inject = any(p in model_lower for p in TOOL_USE_ENFORCEMENT_MODELS)
+            if _inject:
                 prompt_parts.append(TOOL_USE_ENFORCEMENT_GUIDANCE)
 
         # Honcho CLI awareness: tell Hermes about its own management commands
diff --git a/tests/test_run_agent.py b/tests/test_run_agent.py
index 4a3537e9b..7ad5ee9a3 100644
--- a/tests/test_run_agent.py
+++ b/tests/test_run_agent.py
@@ -617,6 +617,132 @@ class TestBuildSystemPrompt:
         assert mock_skills.call_args.kwargs["available_toolsets"] == {"web", "skills"}
 
 
+class TestToolUseEnforcementConfig:
+    """Tests for the agent.tool_use_enforcement config option."""
+
+    def _make_agent(self, model="openai/gpt-4.1", tool_use_enforcement="auto"):
+        """Create an agent with tools and a specific enforcement config."""
+        with (
+            patch(
+                "run_agent.get_tool_definitions",
+                return_value=_make_tool_defs("terminal", "web_search"),
+            ),
+            patch("run_agent.check_toolset_requirements", return_value={}),
+            patch("run_agent.OpenAI"),
+            patch(
+                "hermes_cli.config.load_config",
+                return_value={"agent": {"tool_use_enforcement": tool_use_enforcement}},
+            ),
+        ):
+            a = AIAgent(
+                model=model,
+                api_key="test-key-1234567890",
+                quiet_mode=True,
+                skip_context_files=True,
+                skip_memory=True,
+            )
+            a.client = MagicMock()
+            return a
+
+    def test_auto_injects_for_gpt(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="openai/gpt-4.1", tool_use_enforcement="auto")
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE in prompt
+
+    def test_auto_injects_for_codex(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="openai/codex-mini", tool_use_enforcement="auto")
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE in prompt
+
+    def test_auto_skips_for_claude(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="anthropic/claude-sonnet-4", tool_use_enforcement="auto")
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE not in prompt
+
+    def test_true_forces_for_all_models(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="anthropic/claude-sonnet-4", tool_use_enforcement=True)
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE in prompt
+
+    def test_string_true_forces_for_all_models(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="anthropic/claude-sonnet-4", tool_use_enforcement="true")
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE in prompt
+
+    def test_always_forces_for_all_models(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="deepseek/deepseek-r1", tool_use_enforcement="always")
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE in prompt
+
+    def test_false_disables_for_gpt(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="openai/gpt-4.1", tool_use_enforcement=False)
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE not in prompt
+
+    def test_string_false_disables(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(model="openai/gpt-4.1", tool_use_enforcement="off")
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE not in prompt
+
+    def test_custom_list_matches(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(
+            model="deepseek/deepseek-r1",
+            tool_use_enforcement=["deepseek", "gemini"],
+        )
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE in prompt
+
+    def test_custom_list_no_match(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(
+            model="anthropic/claude-sonnet-4",
+            tool_use_enforcement=["deepseek", "gemini"],
+        )
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE not in prompt
+
+    def test_custom_list_case_insensitive(self):
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        agent = self._make_agent(
+            model="openai/GPT-4.1",
+            tool_use_enforcement=["GPT", "Codex"],
+        )
+        prompt = agent._build_system_prompt()
+        assert TOOL_USE_ENFORCEMENT_GUIDANCE in prompt
+
+    def test_no_tools_never_injects(self):
+        """Even with enforcement=true, no injection when agent has no tools."""
+        from agent.prompt_builder import TOOL_USE_ENFORCEMENT_GUIDANCE
+        with (
+            patch("run_agent.get_tool_definitions", return_value=[]),
+            patch("run_agent.check_toolset_requirements", return_value={}),
+            patch("run_agent.OpenAI"),
+            patch(
+                "hermes_cli.config.load_config",
+                return_value={"agent": {"tool_use_enforcement": True}},
+            ),
+        ):
+            a = AIAgent(
+                api_key="test-key-1234567890",
+                quiet_mode=True,
+                skip_context_files=True,
+                skip_memory=True,
+                enabled_toolsets=[],
+            )
+            a.client = MagicMock()
+            prompt = a._build_system_prompt()
+            assert TOOL_USE_ENFORCEMENT_GUIDANCE not in prompt
+
+
 class TestInvalidateSystemPrompt:
     def test_clears_cache(self, agent):
         agent._cached_system_prompt = "cached value"