diff --git a/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/cli.py b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/cli.py
index ff5d6a4c3f..105b05d700 100644
--- a/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/cli.py
+++ b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/cli.py
@@ -270,6 +270,7 @@ async def _flow() -> str:
                         task_template=plan.task_template,
                         agent_source=plan.agent,
                         storage=plan.config.storage.model_dump(exclude_unset=True),
+                        evaluator=plan.config.evaluator,
                         require_template=plan.insight is not None,
                         probes=_PREFLIGHT_PROBES,
                     )
@@ -412,6 +413,7 @@ def doctor(
                         task_template=plan.task_template,
                         agent_source=plan.agent,
                         storage=plan.config.storage.model_dump(),
+                        evaluator=plan.config.evaluator,
                         require_template=plan.insight is not None,
                         probes=_PREFLIGHT_PROBES,
                     )
diff --git a/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/experimentalist/components/evaluator/entrypoint.py b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/experimentalist/components/evaluator/entrypoint.py
new file mode 100644
index 0000000000..0a7039b966
--- /dev/null
+++ b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/experimentalist/components/evaluator/entrypoint.py
@@ -0,0 +1,46 @@
+# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+"""The agent entrypoint contract: one definition of what the evaluator imports.
+
+Preflight resolves the same reference the evaluator imports, so it reports a
+missing wrapper before a run instead of at the first trial. It must not import
+``harbor`` to do so, because whether harbor is importable is itself a check.
+"""
+
+from importlib.machinery import PathFinder
+from pathlib import Path
+
+DEFAULT_AGENT_IMPORT_PATH = "harbor_wrapper:WrappedAgent"
+
+
+def split_import_path(import_path: str) -> tuple[str, str]:
+    """Split ``module:attribute``, the only form the evaluator can import.
+
+    The evaluator reaches the attribute with ``getattr``, so a name that is not
+    an identifier — absent, dotted, or holding a second ``:`` — can never
+    resolve.
+    """
+    module_name, _, attribute = import_path.partition(":")
+    module_name = module_name.strip().lstrip(".")
+    attribute = attribute.strip()
+    if not module_name or not attribute.isidentifier():
+        raise ValueError("import_path must be <module>:<attribute>")
+    return module_name, attribute
+
+
+def find_entrypoint_module(agent_dir: Path, module_name: str) -> Path | None:
+    """Return the file the evaluator would import for *module_name*, or None.
+
+    Searches *agent_dir* alone, as the evaluator's scoped import does, and never
+    executes agent code.
+    """
+    search = [str(agent_dir)]
+    origin: str | None = None
+    for part in module_name.split("."):
+        spec = PathFinder.find_spec(part, search)
+        if spec is None:
+            return None
+        search = list(spec.submodule_search_locations or ())
+        origin = spec.origin
+    return Path(origin) if origin is not None else None
diff --git a/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/experimentalist/components/evaluator/harbor.py b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/experimentalist/components/evaluator/harbor.py
index cfcbf609fe..2a984f6922 100644
--- a/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/experimentalist/components/evaluator/harbor.py
+++ b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/experimentalist/components/evaluator/harbor.py
@@ -52,6 +52,10 @@
     EvaluatorConfig,
     EvaluatorType,
 )
+from nemo_experimentalist_plugin.experimentalist.components.evaluator.entrypoint import (
+    DEFAULT_AGENT_IMPORT_PATH,
+    split_import_path,
+)
 from pydantic import Field
 
 
@@ -187,7 +191,7 @@ class HarborEvaluatorConfig(EvaluatorConfig):
     environment_build_timeout_multiplier: float | None = Field(default=1.0)
     artifacts: list[str] = Field(default=[])
     retry: RetryConfig = Field(default=RetryConfig(exclude_exceptions=set()))
-    import_path: str = Field(default="harbor_wrapper:WrappedAgent")
+    import_path: str = Field(default=DEFAULT_AGENT_IMPORT_PATH)
     trace_dir: str = Field(default=_TRACE_ARTIFACT_SOURCE)
     trace_format: Literal["otlp", "atif"] = Field(
         default="otlp",
@@ -392,17 +396,10 @@ def _ensure_package(name: str, search_path: Path | None = None) -> None:
 
 
 def _scoped_import_path(agent_path: Path, import_path: str) -> tuple[str, str]:
-    module_name, separator, attribute = import_path.partition(":")
-    module_name = module_name.strip().lstrip(".")
-    if not module_name:
-        raise ValueError("import_path module is required")
-
+    module_name, attribute = split_import_path(import_path)
     package_name = _agent_import_package(agent_path)
     _ensure_package(package_name, search_path=agent_path)
-    scoped = f"{package_name}.{module_name}"
-    if separator:
-        scoped = f"{scoped}:{attribute}"
-    return scoped, package_name
+    return f"{package_name}.{module_name}:{attribute}", package_name
 
 
 def _cleanup_scoped_imports(package_name: str) -> None:
diff --git a/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/preflight.py b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/preflight.py
index 29d636a66b..2ae2f5d2cc 100644
--- a/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/preflight.py
+++ b/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/preflight.py
@@ -15,6 +15,11 @@
 from pathlib import Path
 
 import httpx
+from nemo_experimentalist_plugin.experimentalist.components.evaluator.entrypoint import (
+    DEFAULT_AGENT_IMPORT_PATH,
+    find_entrypoint_module,
+    split_import_path,
+)
 from nemo_experimentalist_plugin.experimentalist.components.repository import (
     _redact_url,
     looks_like_git,
@@ -200,6 +205,7 @@ def check_artifacts(
     task_template: str | None = None,
     agent_source: str | None = None,
     storage: dict | None = None,
+    evaluator: dict | None = None,
     require_template: bool = True,
     probes: Probes | None = None,
 ) -> list[CheckResult]:
@@ -221,7 +227,7 @@ def check_artifacts(
     effective_template = task_template or (profile.task_template if profile is not None else None)
     if require_template and effective_template is not None:
         results += _check_task_template(resolve_profile_path(effective_template, base_dir))
-    results += _check_agent_source(profile, p, agent_source=agent_source, storage=storage)
+    results += _check_agent_source(profile, p, agent_source=agent_source, storage=storage, evaluator=evaluator)
     return results
 
 
@@ -334,6 +340,7 @@ def _check_agent_source(
     *,
     agent_source: str | None = None,
     storage: dict | None = None,
+    evaluator: dict | None = None,
 ) -> list[CheckResult]:
     results: list[CheckResult] = []
     source = agent_source or (profile.agent_source if profile is not None else None)
@@ -366,6 +373,8 @@ def _check_agent_source(
                 f"agent source dir missing: {path}",
             )
         )
+        if path.is_dir():
+            results.append(_check_agent_entrypoint(path, evaluator))
     # Effective storage flags from the auto path (resolved config, which may come
     # from --config); doctor falls back to reading the profile's inline dict or
     # path-form experiment_config without importing the loop chain.
@@ -451,6 +460,41 @@ def _check_agent_source(
     return results
 
 
+def _check_agent_entrypoint(agent_dir: Path, evaluator: dict | None) -> CheckResult:
+    """Resolve the evaluator's entrypoint inside a local agent directory.
+
+    The evaluator imports it from that directory alone, so an entrypoint it
+    cannot find there fails every trial of every candidate.
+    """
+    configured = (evaluator or {}).get("import_path")
+    import_path = DEFAULT_AGENT_IMPORT_PATH if configured is None else str(configured)
+    try:
+        module_name, attribute = split_import_path(import_path)
+    except ValueError as exc:
+        return CheckResult(
+            name="agent-entrypoint",
+            group="agent-source",
+            status="fail",
+            severity="required",
+            message=f"evaluator import_path {import_path!r} is unusable: {exc}",
+            hint="set evaluator.import_path in the experiment config to <module>:<attribute>",
+        )
+    found = find_entrypoint_module(agent_dir, module_name)
+    expected = Path(*module_name.split("."))
+    return make_check_result(
+        "agent-entrypoint",
+        "agent-source",
+        found is not None,
+        "required",
+        f"evaluator entrypoint {import_path} at {found}",
+        f"evaluator cannot import {module_name!r} from the agent source: {agent_dir}",
+        hint=(
+            f"add {expected}.py defining {attribute} to the agent directory, "
+            "or point evaluator.import_path in the experiment config at the module you have"
+        ),
+    )
+
+
 def _check_insight_file(
     insight: str | None,
     selector: str | None,
diff --git a/plugins/nemo-experimentalist/tests/experimentalist/test_evaluator_harbor.py b/plugins/nemo-experimentalist/tests/experimentalist/test_evaluator_harbor.py
index c4c3b40dc8..57eb49ae30 100644
--- a/plugins/nemo-experimentalist/tests/experimentalist/test_evaluator_harbor.py
+++ b/plugins/nemo-experimentalist/tests/experimentalist/test_evaluator_harbor.py
@@ -1292,9 +1292,13 @@ def test_safe_identifier_normal():
     assert _safe_identifier("hello world") == "hello_world"
 
 
-def test_scoped_import_path_empty_module(tmp_path):
-    with pytest.raises(ValueError, match="import_path module is required"):
-        _scoped_import_path(tmp_path, ":SomeClass")
+@pytest.mark.parametrize(
+    "import_path",
+    [":SomeClass", "harbor_wrapper", "harbor_wrapper:", "harbor_wrapper:WrappedAgent:extra"],
+)
+def test_scoped_import_path_requires_module_and_attribute(tmp_path, import_path):
+    with pytest.raises(ValueError, match="import_path must be <module>:<attribute>"):
+        _scoped_import_path(tmp_path, import_path)
 
 
 def test_cleanup_scoped_imports_removes_parent_attr():
diff --git a/plugins/nemo-experimentalist/tests/test_cli_profile.py b/plugins/nemo-experimentalist/tests/test_cli_profile.py
index 8c093780d8..d9246aec7d 100644
--- a/plugins/nemo-experimentalist/tests/test_cli_profile.py
+++ b/plugins/nemo-experimentalist/tests/test_cli_profile.py
@@ -56,10 +56,15 @@ def app():
     return cli.ExperimentalistCLI().get_cli()
 
 
+def write_harbor_wrapper(agent_dir: Path) -> None:
+    (agent_dir / "harbor_wrapper.py").write_text("class WrappedAgent:\n    pass\n", encoding="utf-8")
+
+
 @pytest.fixture()
 def profile_tree(tmp_path: Path) -> Path:
     for sub in ("evals/task_template", "evals/train", "evals/val"):
         (tmp_path / sub).mkdir(parents=True)
+    write_harbor_wrapper(tmp_path)
     (tmp_path / "optimizer.yaml").write_text(
         "agent: flight-planner\n"
         "task_template: ./evals/task_template\n"
@@ -134,6 +139,7 @@ def test_experiment_all_flags_no_profile_still_works(app, tmp_path: Path, monkey
     monkeypatch.setattr(cli, "_PREFLIGHT_PROBES", quiet_probes())
     for sub in ("agent", "t", "v"):
         (tmp_path / sub).mkdir()
+    write_harbor_wrapper(tmp_path / "agent")
     monkeypatch.chdir(tmp_path)
     result = runner.invoke(
         app,
@@ -246,6 +252,7 @@ def now(*, tz):
     monkeypatch.setattr(cli, "run_experimentalist", recorder)
     for sub in ("agent", "t", "v"):
         (tmp_path / sub).mkdir()
+    write_harbor_wrapper(tmp_path / "agent")
     monkeypatch.chdir(tmp_path)
     args = [
         "run",
@@ -1045,6 +1052,29 @@ def test_doctor_validates_full_effective_experiment_config(
     assert "Traceback" not in result.output
 
 
+@pytest.mark.parametrize("command", ["run", "doctor"])
+def test_missing_evaluator_entrypoint_blocks_both_commands(
+    app,
+    profile_tree: Path,
+    monkeypatch: pytest.MonkeyPatch,
+    command: str,
+) -> None:
+    """Doctor reports the same missing wrapper that stops a run, not a clean bill."""
+    write_task_toml(profile_tree)
+    (profile_tree / "harbor_wrapper.py").unlink()
+    monkeypatch.setattr(cli, "run_experimentalist", RunRecorder())
+    monkeypatch.chdir(profile_tree)
+    args = [command]
+    if command == "run":
+        args += ["--no-insight", "-o", str(profile_tree / "out")]
+
+    result = runner.invoke(app, args)
+
+    assert result.exit_code == 1
+    assert "evaluator cannot import 'harbor_wrapper'" in result.output
+    assert "Traceback" not in result.output
+
+
 @pytest.mark.parametrize("command", ["run", "doctor"])
 def test_env_file_encoding_failure_is_clean_and_actionable(
     app,
diff --git a/plugins/nemo-experimentalist/tests/test_experiment_cli.py b/plugins/nemo-experimentalist/tests/test_experiment_cli.py
index 6a37ad0ebb..83a0ec8e4a 100644
--- a/plugins/nemo-experimentalist/tests/test_experiment_cli.py
+++ b/plugins/nemo-experimentalist/tests/test_experiment_cli.py
@@ -137,8 +137,10 @@ def _make_paths(tmp_path: Path) -> ExperimentCliPaths:
     template = _make_dir(tmp_path / "template")
     (template / "task.toml").write_text('[task]\nname = "org/test-template"\n', encoding="utf-8")
     (template / "instruction.md").write_text("Test task instructions.\n", encoding="utf-8")
+    agent = _make_dir(tmp_path / "agent")
+    (agent / "harbor_wrapper.py").write_text("class WrappedAgent:\n    pass\n", encoding="utf-8")
     return ExperimentCliPaths(
-        agent=_make_dir(tmp_path / "agent"),
+        agent=agent,
         train=_make_dir(tmp_path / "train"),
         validation=_make_dir(tmp_path / "validation"),
         template=template,
diff --git a/plugins/nemo-experimentalist/tests/test_preflight.py b/plugins/nemo-experimentalist/tests/test_preflight.py
index 8835edbdde..d97dd4286e 100644
--- a/plugins/nemo-experimentalist/tests/test_preflight.py
+++ b/plugins/nemo-experimentalist/tests/test_preflight.py
@@ -29,6 +29,7 @@ def make_probes(*, cmd_ok: bool = True, http: bool = True) -> Probes:
 def full_profile(tmp_path: Path, *, agent_source: str | None = None):
     tt = tmp_path / "evals" / "task_template"
     tt.mkdir(parents=True)
+    (tmp_path / "harbor_wrapper.py").write_text("class WrappedAgent:\n    pass\n", encoding="utf-8")
     (tt / "task.toml").write_text('[task]\nname = "org/agent__template"\n', encoding="utf-8")
     (tt / "instruction.md").write_text("do the thing", encoding="utf-8")
     for sub in ("evals/train", "evals/val"):
@@ -212,6 +213,50 @@ def test_local_agent_source_dir_stays_required(tmp_path: Path) -> None:
     assert src.status == "fail"
 
 
+def test_missing_evaluator_entrypoint_is_required_failure(tmp_path: Path) -> None:
+    (tmp_path / "agent").mkdir()
+
+    results = check_artifacts(full_profile(tmp_path, agent_source="./agent"), probes=make_probes())
+
+    entrypoint = next(r for r in results if r.name == "agent-entrypoint")
+    assert entrypoint.status == "fail"
+    assert entrypoint.severity == "required"
+    assert "harbor_wrapper.py" in (entrypoint.hint or "")
+    assert "WrappedAgent" in (entrypoint.hint or "")
+
+
+@pytest.mark.parametrize(
+    ("import_path", "expected_status"),
+    [
+        ("pkg.wrapper:Agent", "pass"),
+        ("pkg.missing:Agent", "fail"),
+        ("pkg.wrapper", "fail"),
+    ],
+    ids=["configured", "configured-missing", "no-attribute"],
+)
+def test_configured_entrypoint_replaces_the_default(tmp_path: Path, import_path: str, expected_status: str) -> None:
+    (tmp_path / "agent" / "pkg").mkdir(parents=True)
+    (tmp_path / "agent" / "pkg" / "wrapper.py").write_text("class Agent:\n    pass\n", encoding="utf-8")
+
+    results = check_artifacts(
+        full_profile(tmp_path, agent_source="./agent"),
+        probes=make_probes(),
+        evaluator={"import_path": import_path},
+    )
+
+    entrypoint = next(r for r in results if r.name == "agent-entrypoint")
+    assert entrypoint.status == expected_status
+
+
+def test_git_agent_source_has_no_entrypoint_check(tmp_path: Path) -> None:
+    results = check_artifacts(
+        full_profile(tmp_path, agent_source="https://host/g/repo.git@main"),
+        probes=make_probes(),
+    )
+
+    assert not any(r.name == "agent-entrypoint" for r in results)
+
+
 @pytest.mark.parametrize(
     ("source", "expected_repo"),
     [