diff --git a/README.md b/README.md
index f478526..d4e189d 100644
--- a/README.md
+++ b/README.md
@@ -162,6 +162,7 @@ kubeflow-mcp serve \
   --instruction-tier full \       # full | compact | minimal
   --transport stdio \             # stdio | http | sse
   --auth-token SECRET \           # bearer token for HTTP auth (dev/staging)
+  --otel-endpoint URL \           # OTLP HTTP endpoint (optional tracing)
   --log-level INFO \              # DEBUG | INFO | WARNING | ERROR
   --log-format console \          # console | json (auto-detected if omitted)
   --no-banner                     # suppress startup banner
@@ -206,6 +207,26 @@ kubeflow-mcp agent \
 
 </details>
 
+## Observability
+
+OpenTelemetry tracing is optional and can be enabled without changing tool code.
+
+- Install optional dependencies: `pip install ".[otel]"`
+- Enable tracing with CLI flag or env var:
+
+```bash
+kubeflow-mcp serve --otel-endpoint http://localhost:4318
+# or
+export OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4318
+kubeflow-mcp serve
+```
+
+Each tool invocation emits a span with attributes:
+`tool.name`, `tool.args_preview`, `tool.success`, `tool.duration_ms`, `kubeflow.persona`, and `correlation_id`.
+
+> **Note:** `kubeflow-mcp agent --otel-endpoint ...` emits spans under a separate
+> `kubeflow-mcp-agent` service in Jaeger, distinct from the `kubeflow-mcp` server spans.
+
 ## Development
 
 ```bash
diff --git a/kubeflow_mcp/cli.py b/kubeflow_mcp/cli.py
index c88b524..e977b21 100644
--- a/kubeflow_mcp/cli.py
+++ b/kubeflow_mcp/cli.py
@@ -94,6 +94,12 @@ def cli() -> None:
     "Falls back to KUBEFLOW_MCP_AUTH_TOKEN env var, config file. "
     "Ignored for stdio transport.",
 )
+@click.option(
+    "--otel-endpoint",
+    default=None,
+    help="OpenTelemetry OTLP HTTP endpoint for tracing. "
+    "Falls back to OTEL_EXPORTER_OTLP_ENDPOINT env var, config file.",
+)
 def serve(
     clients: str | None,
     persona: str | None,
@@ -104,6 +110,7 @@ def serve(
     instruction_tier: str | None,
     no_banner: bool,
     auth_token: str | None,
+    otel_endpoint: str | None,
 ) -> None:
     """Start the MCP server.
 
@@ -116,6 +123,7 @@ def serve(
     from kubeflow_mcp.core.logging import setup_logging
     from kubeflow_mcp.core.resilience import configure_circuit_breaker
     from kubeflow_mcp.core.server import configure_resilience, create_server
+    from kubeflow_mcp.core.telemetry import setup_tracing
 
     cfg = load_config()
 
@@ -128,8 +136,11 @@ def serve(
 
     if auth_token:
         cfg.auth.auth_token = auth_token
+    if otel_endpoint:
+        cfg.observability.otel_endpoint = otel_endpoint
 
     logger = setup_logging(level=log_level, format=log_format)
+    tracing_enabled = setup_tracing(endpoint=cfg.observability.otel_endpoint)
     logger.info(
         "Starting kubeflow-mcp",
         extra={
@@ -138,6 +149,7 @@ def serve(
             "transport": transport,
             "mode": mode,
             "instruction_tier": instruction_tier,
+            "tracing_enabled": tracing_enabled,
         },
     )
 
diff --git a/kubeflow_mcp/cli_test.py b/kubeflow_mcp/cli_test.py
index 968a58c..4dfea7b 100644
--- a/kubeflow_mcp/cli_test.py
+++ b/kubeflow_mcp/cli_test.py
@@ -97,6 +97,7 @@ def _make_serve_mocks(config=None):
     mock_load_config = MagicMock(return_value=config)
     mock_build_auth_provider = MagicMock(return_value=None)
     mock_configure_circuit_breaker = MagicMock()
+    mock_setup_tracing = MagicMock(return_value=False)
 
     fake_server_mod = MagicMock()
     fake_server_mod.create_server = mock_create_server
@@ -109,6 +110,8 @@ def _make_serve_mocks(config=None):
     fake_auth_mod.build_auth_provider = mock_build_auth_provider
     fake_resilience_mod = MagicMock()
     fake_resilience_mod.configure_circuit_breaker = mock_configure_circuit_breaker
+    fake_telemetry_mod = MagicMock()
+    fake_telemetry_mod.setup_tracing = mock_setup_tracing
 
     modules_patch = {
         "kubeflow_mcp.core.server": fake_server_mod,
@@ -116,6 +119,7 @@ def _make_serve_mocks(config=None):
         "kubeflow_mcp.core.config": fake_config_mod,
         "kubeflow_mcp.core.auth": fake_auth_mod,
         "kubeflow_mcp.core.resilience": fake_resilience_mod,
+        "kubeflow_mcp.core.telemetry": fake_telemetry_mod,
     }
     return mock_server, mock_create_server, modules_patch
 
@@ -401,3 +405,40 @@ def test_serve_default_shows_banner():
 
     _, kwargs = mock_server.run.call_args
     assert kwargs.get("show_banner") is True
+
+
+def test_serve_calls_setup_tracing_with_config_endpoint():
+    from kubeflow_mcp.core.config import ObservabilityConfig
+
+    config = _make_default_config()
+    config.observability = ObservabilityConfig(otel_endpoint="http://otel-collector:4318/v1/traces")
+    mock_server, _, modules_patch = _make_serve_mocks(config=config)
+    fake_telemetry_mod = modules_patch["kubeflow_mcp.core.telemetry"]
+
+    with patch.dict(sys.modules, modules_patch):
+        runner = CliRunner()
+        runner.invoke(cli, ["serve"])
+
+    fake_telemetry_mod.setup_tracing.assert_called_once_with(
+        endpoint="http://otel-collector:4318/v1/traces"
+    )
+
+
+def test_serve_otel_endpoint_cli_overrides_config():
+    from kubeflow_mcp.core.config import ObservabilityConfig
+
+    config = _make_default_config()
+    config.observability = ObservabilityConfig(otel_endpoint="http://old-endpoint:4318/v1/traces")
+    mock_server, _, modules_patch = _make_serve_mocks(config=config)
+    fake_telemetry_mod = modules_patch["kubeflow_mcp.core.telemetry"]
+
+    with patch.dict(sys.modules, modules_patch):
+        runner = CliRunner()
+        runner.invoke(
+            cli,
+            ["serve", "--otel-endpoint", "http://new-endpoint:4318/v1/traces"],
+        )
+
+    fake_telemetry_mod.setup_tracing.assert_called_once_with(
+        endpoint="http://new-endpoint:4318/v1/traces"
+    )
diff --git a/kubeflow_mcp/core/config.py b/kubeflow_mcp/core/config.py
index 84c8fc3..8627eb7 100644
--- a/kubeflow_mcp/core/config.py
+++ b/kubeflow_mcp/core/config.py
@@ -50,6 +50,9 @@
             level: INFO
             format: json
 
+        observability:
+            otel_endpoint: http://localhost:4318
+
 Namespace restrictions are enforced via ``~/.kf-mcp-policy.yaml``
 (``policy.namespaces``), not through server config.
 """
@@ -135,6 +138,12 @@ class LoggingConfig(BaseModel):
     format: str | None = Field(default=None)
 
 
+class ObservabilityConfig(BaseModel):
+    """Observability configuration."""
+
+    otel_endpoint: str | None = Field(default=None)
+
+
 class Config(BaseModel):
     """Root configuration."""
 
@@ -144,6 +153,7 @@ class Config(BaseModel):
     trainer: TrainerConfig = Field(default_factory=TrainerConfig)
     optimizer: OptimizerConfig = Field(default_factory=OptimizerConfig)
     logging: LoggingConfig = Field(default_factory=LoggingConfig)
+    observability: ObservabilityConfig = Field(default_factory=ObservabilityConfig)
 
 
 def _find_config_file() -> Path | None:
@@ -229,6 +239,14 @@ def load_config(config_path: Path | None = None) -> Config:
         format=os.getenv("LOG_FORMAT", logging_file.get("format")),
     )
 
+    observability_file = file_config.get("observability", {})
+    observability = ObservabilityConfig(
+        otel_endpoint=os.getenv(
+            "OTEL_EXPORTER_OTLP_ENDPOINT",
+            observability_file.get("otel_endpoint"),
+        )
+    )
+
     # Build client-specific configs
     trainer_file = file_config.get("trainer", {})
     trainer = TrainerConfig(
@@ -283,6 +301,7 @@ def load_config(config_path: Path | None = None) -> Config:
         trainer=trainer,
         optimizer=optimizer,
         logging=logging_config,
+        observability=observability,
     )
 
 
diff --git a/kubeflow_mcp/core/logging.py b/kubeflow_mcp/core/logging.py
index fc3f397..a317718 100644
--- a/kubeflow_mcp/core/logging.py
+++ b/kubeflow_mcp/core/logging.py
@@ -49,7 +49,7 @@ def format(self, record: logging.LogRecord) -> str:
         if ctx is not None:
             log_dict["context"] = ctx
 
-        extra_keys = {"audit", "tool", "parameters", "success", "duration_ms"}
+        extra_keys = {"audit", "tool", "parameters", "success", "duration_ms", "tracing_enabled"}
         for key in extra_keys:
             if hasattr(record, key):
                 log_dict[key] = getattr(record, key)
diff --git a/kubeflow_mcp/core/middleware.py b/kubeflow_mcp/core/middleware.py
new file mode 100644
index 0000000..6346355
--- /dev/null
+++ b/kubeflow_mcp/core/middleware.py
@@ -0,0 +1,125 @@
+# Copyright The Kubeflow Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Middleware to bridge FastMCP async context into sync tool wrappers via ContextVars.
+
+FastMCP's ``CurrentContext()`` dependency injection may not reliably propagate
+into sync wrappers.  This module uses :mod:`contextvars` to capture session,
+request, and user identity from the async middleware layer so that the
+synchronous ``_audit_wrap`` in :mod:`kubeflow_mcp.core.server` can read them
+without depending on DI.
+"""
+
+from __future__ import annotations
+
+import contextvars
+import logging
+from typing import Any
+
+logger = logging.getLogger(__name__)
+
+# ContextVars populated by AuditIdentityMiddleware, read by _audit_wrap
+_session_id_var: contextvars.ContextVar[str | None] = contextvars.ContextVar(
+    "mcp_session_id", default=None
+)
+_request_id_var: contextvars.ContextVar[str | None] = contextvars.ContextVar(
+    "mcp_request_id", default=None
+)
+_user_id_var: contextvars.ContextVar[str | None] = contextvars.ContextVar(
+    "mcp_user_id", default=None
+)
+
+
+def get_mcp_session_id() -> str | None:
+    """Return the MCP session ID for the current request, or None."""
+    return _session_id_var.get()
+
+
+def get_mcp_request_id() -> str | None:
+    """Return the MCP request ID for the current request, or None."""
+    return _request_id_var.get()
+
+
+def get_user_id() -> str | None:
+    """Return the user identity for the current request, or None."""
+    return _user_id_var.get()
+
+
+class AuditIdentityMiddleware:
+    """FastMCP-compatible middleware that captures identity into ContextVars.
+
+    Extracts ``session_id``, ``request_id``, and optionally ``user_id``
+    from the FastMCP ``MiddlewareContext`` and stores them in module-level
+    :class:`contextvars.ContextVar` instances.  Downstream sync code
+    (e.g. ``_audit_wrap``) can retrieve these values via the public
+    ``get_mcp_*`` helpers without needing async or DI.
+
+    Usage::
+
+        from kubeflow_mcp.core.middleware import AuditIdentityMiddleware
+        mcp = FastMCP("kubeflow-mcp-server")
+        mcp.add_middleware(AuditIdentityMiddleware)
+    """
+
+    async def __call__(self, context: Any, call_next: Any) -> Any:
+        """Capture identity from context, then delegate to the next handler."""
+        # Use tokens so reset() restores the *previous* value rather than
+        # unconditionally writing None (correct ContextVar cleanup pattern).
+        session_token = _session_id_var.set(None)
+        request_token = _request_id_var.set(None)
+        user_token = _user_id_var.set(None)
+
+        # Extract session + request IDs from FastMCP context
+        fastmcp_ctx = None
+        try:
+            fastmcp_ctx = getattr(context, "fastmcp_context", None)
+        except Exception:
+            pass
+
+        if fastmcp_ctx is not None:
+            try:
+                session_id = getattr(fastmcp_ctx, "session_id", None)
+                if session_id is not None:
+                    _session_id_var.set(str(session_id))
+            except Exception:
+                pass
+            try:
+                request_id = getattr(fastmcp_ctx, "request_id", None)
+                if request_id is not None:
+                    _request_id_var.set(str(request_id))
+            except Exception:
+                pass
+
+        # Extract user identity (from auth or transport metadata)
+        try:
+            request_context = getattr(context, "request_context", None)
+            if request_context is not None:
+                meta = getattr(request_context, "meta", None)
+                if meta is not None:
+                    if isinstance(meta, dict):
+                        user_id = meta.get("user_id")
+                    else:
+                        user_id = getattr(meta, "user_id", None)
+                    if user_id is not None:
+                        _user_id_var.set(str(user_id))
+        except Exception:
+            pass
+
+        try:
+            return await call_next(context)
+        finally:
+            # Restore ContextVars to their previous values
+            _session_id_var.reset(session_token)
+            _request_id_var.reset(request_token)
+            _user_id_var.reset(user_token)
diff --git a/kubeflow_mcp/core/server.py b/kubeflow_mcp/core/server.py
index b6c4a9d..679ed5b 100644
--- a/kubeflow_mcp/core/server.py
+++ b/kubeflow_mcp/core/server.py
@@ -21,6 +21,7 @@
 
 import functools
 import importlib
+import json
 import logging
 import re
 import time
@@ -41,10 +42,32 @@
     HEALTH_TOOLS,
 )
 from kubeflow_mcp.core.logging import with_correlation_id
-from kubeflow_mcp.core.policy import apply_policy_filters, get_allowed_tools, is_read_only
+from kubeflow_mcp.core.middleware import get_mcp_request_id, get_mcp_session_id, get_user_id
+from kubeflow_mcp.core.policy import (
+    apply_policy_filters,
+    get_allowed_tools,
+    get_effective_persona,
+    is_read_only,
+)
 from kubeflow_mcp.core.resilience import RateLimiter, get_breaker
 from kubeflow_mcp.core.resources import register_resources
 from kubeflow_mcp.core.security import mask_sensitive_data
+from kubeflow_mcp.core.telemetry import get_tracer
+
+try:
+    from opentelemetry.trace import SpanKind
+    from opentelemetry.trace import Status as _Status
+    from opentelemetry.trace import StatusCode as _StatusCode
+except ImportError:  # pragma: no cover
+    SpanKind = None  # type: ignore[assignment,misc]
+    _Status = None  # type: ignore[assignment,misc]
+    _StatusCode = None  # type: ignore[assignment,misc]
+
+# MCP protocol version from the SDK (used as span attribute)
+try:
+    from mcp.types import LATEST_PROTOCOL_VERSION as _MCP_PROTOCOL_VERSION
+except ImportError:  # pragma: no cover
+    _MCP_PROTOCOL_VERSION = None
 
 logger = logging.getLogger(__name__)
 
@@ -84,70 +107,117 @@ def _inject_meta(result: Any, tool_name: str) -> Any:
 
 def _audit_wrap(tool_func):
     """Wrap a tool function with rate limiting, circuit breaking, audit logging, and response metadata."""
+    tracer = get_tracer("kubeflow_mcp.tools")
 
     @functools.wraps(tool_func)
     def wrapper(**kwargs):
         tool_name = tool_func.__name__
-
-        if _rate_limiter is not None and not _rate_limiter.acquire():
-            logger.warning("rate_limited", extra={"tool": tool_name})
-            return {
-                "error": "Rate limit exceeded. Retry after a brief pause.",
-                "error_code": ErrorCode.RATE_LIMITED,
-            }
-
-        breaker = get_breaker(tool_name)
-        if not breaker.can_execute():
-            logger.warning("circuit_open", extra={"tool": tool_name})
-            return {
-                "error": f"Circuit breaker open for '{tool_name}' — K8s API may be degraded. Retries automatically after recovery timeout.",
-                "error_code": ErrorCode.CIRCUIT_OPEN,
-            }
-
         cid = with_correlation_id()
-        masked = mask_sensitive_data(kwargs) if kwargs else {}
+        persona = get_effective_persona()
         start = time.monotonic()
-        try:
-            result = tool_func(**kwargs)
-            duration_ms = int((time.monotonic() - start) * 1000)
-            is_success = (
-                "error_code" not in result and "error" not in result
-                if isinstance(result, dict)
-                else True
-            )
-            if is_success:
-                breaker.record_success()
-            elif is_infrastructure_error(result):
-                breaker.record_failure()
 
-            logger.info(
-                "tool_call",
-                extra={
-                    "audit": True,
-                    "correlation_id": cid,
-                    "tool": tool_name,
-                    "parameters": masked,
-                    "success": is_success,
-                    "duration_ms": duration_ms,
-                },
+        span_kwargs: dict[str, Any] = {}
+        if SpanKind is not None:
+            span_kwargs["kind"] = SpanKind.SERVER
+
+        with tracer.start_as_current_span(f"tools/call {tool_name}", **span_kwargs) as span:
+            # OTel MCP semantic conventions (Development status)
+            # https://opentelemetry.io/docs/specs/semconv/gen-ai/mcp/
+            span.set_attribute("mcp.method.name", "tools/call")
+            span.set_attribute("gen_ai.tool.name", tool_name)
+            span.set_attribute("gen_ai.operation.name", "execute_tool")
+            if _MCP_PROTOCOL_VERSION:
+                span.set_attribute("mcp.protocol.version", _MCP_PROTOCOL_VERSION)
+
+            # MCP session/request context (populated via AuditIdentityMiddleware ContextVars)
+            session_id = get_mcp_session_id()
+            if session_id:
+                span.set_attribute("mcp.session.id", session_id)
+            request_id = get_mcp_request_id()
+            if request_id:
+                span.set_attribute("mcp.request.id", request_id)
+            user_id = get_user_id()
+            if user_id:
+                span.set_attribute("user.id", user_id)
+
+            # Custom Kubeflow enrichment
+            span.set_attribute("kubeflow.persona", persona)
+            span.set_attribute("correlation_id", cid)
+            masked = mask_sensitive_data(kwargs) if kwargs else {}
+            span.set_attribute(
+                "tool.args_preview",
+                json.dumps(masked, default=str)[:300],
             )
-            return _inject_meta(result, tool_name)
-        except Exception:
-            duration_ms = int((time.monotonic() - start) * 1000)
-            breaker.record_failure()
-            logger.error(
-                "tool_call_failed",
-                extra={
-                    "audit": True,
-                    "correlation_id": cid,
-                    "tool": tool_name,
-                    "parameters": masked,
-                    "success": False,
-                    "duration_ms": duration_ms,
-                },
-                exc_info=True,
-            )
-            raise
+
+            if _rate_limiter is not None and not _rate_limiter.acquire():
+                duration_ms = int((time.monotonic() - start) * 1000)
+                span.set_attribute("tool.success", False)
+                span.set_attribute("tool.duration_ms", duration_ms)
+                logger.warning("rate_limited", extra={"tool": tool_name})
+                return {
+                    "error": "Rate limit exceeded. Retry after a brief pause.",
+                    "error_code": ErrorCode.RATE_LIMITED,
+                }
+
+            breaker = get_breaker(tool_name)
+            if not breaker.can_execute():
+                duration_ms = int((time.monotonic() - start) * 1000)
+                span.set_attribute("tool.success", False)
+                span.set_attribute("tool.duration_ms", duration_ms)
+                logger.warning("circuit_open", extra={"tool": tool_name})
+                return {
+                    "error": f"Circuit breaker open for '{tool_name}' — K8s API may be degraded. Retries automatically after recovery timeout.",
+                    "error_code": ErrorCode.CIRCUIT_OPEN,
+                }
+
+            try:
+                result = tool_func(**kwargs)
+                duration_ms = int((time.monotonic() - start) * 1000)
+                is_success = (
+                    "error_code" not in result and "error" not in result
+                    if isinstance(result, dict)
+                    else True
+                )
+                span.set_attribute("tool.success", is_success)
+                span.set_attribute("tool.duration_ms", duration_ms)
+                if is_success:
+                    breaker.record_success()
+                elif is_infrastructure_error(result):
+                    breaker.record_failure()
+
+                logger.info(
+                    "tool_call",
+                    extra={
+                        "audit": True,
+                        "correlation_id": cid,
+                        "tool": tool_name,
+                        "parameters": masked,
+                        "success": is_success,
+                        "duration_ms": duration_ms,
+                    },
+                )
+                return _inject_meta(result, tool_name)
+            except Exception as exc:
+                duration_ms = int((time.monotonic() - start) * 1000)
+                breaker.record_failure()
+                span.set_attribute("tool.success", False)
+                span.set_attribute("tool.duration_ms", duration_ms)
+                span.set_attribute("error.type", type(exc).__qualname__)
+                if _StatusCode is not None:
+                    span.set_status(_Status(_StatusCode.ERROR, str(exc)))
+                logger.error(
+                    "tool_call_failed",
+                    extra={
+                        "audit": True,
+                        "correlation_id": cid,
+                        "tool": tool_name,
+                        "parameters": masked,
+                        "success": False,
+                        "duration_ms": duration_ms,
+                    },
+                    exc_info=True,
+                )
+                raise
 
     return wrapper
 
@@ -287,7 +357,12 @@ def create_server(  # noqa: C901
     if auth_provider is not None:
         mcp_kwargs["auth"] = auth_provider
         logger.info("HTTP auth provider attached to server")
-    mcp: FastMCP = FastMCP("kubeflow-mcp", **mcp_kwargs)
+    mcp: FastMCP = FastMCP("kubeflow-mcp-server", **mcp_kwargs)
+
+    # Bridge FastMCP async context into sync _audit_wrap via ContextVars
+    from kubeflow_mcp.core.middleware import AuditIdentityMiddleware
+
+    mcp.add_middleware(AuditIdentityMiddleware)
 
     # Merge tool metadata from client modules
     all_descriptions: dict[str, str] = {}
diff --git a/kubeflow_mcp/core/telemetry.py b/kubeflow_mcp/core/telemetry.py
new file mode 100644
index 0000000..d850ac6
--- /dev/null
+++ b/kubeflow_mcp/core/telemetry.py
@@ -0,0 +1,141 @@
+# Copyright The Kubeflow Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""OpenTelemetry tracing helpers with safe no-op fallback."""
+
+from __future__ import annotations
+
+import atexit
+import logging
+import os
+import threading
+from collections.abc import Generator
+from contextlib import contextmanager
+from typing import Any
+from urllib.parse import urlparse
+
+logger = logging.getLogger(__name__)
+
+try:
+    from opentelemetry import trace as _otel_trace
+    from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
+    from opentelemetry.sdk.resources import Resource
+    from opentelemetry.sdk.trace import TracerProvider
+    from opentelemetry.sdk.trace.export import BatchSpanProcessor
+
+    _OTEL_AVAILABLE = True
+except ImportError:
+    _OTEL_AVAILABLE = False
+
+
+class _NoopSpan:
+    def set_attribute(self, key: str, value: Any) -> None:
+        return None
+
+    def record_exception(self, exception: BaseException, **kwargs: Any) -> None:
+        return None
+
+    def set_status(self, status: Any, description: str | None = None) -> None:
+        return None
+
+
+class _NoopTracer:
+    @contextmanager
+    def start_as_current_span(self, name: str, **kwargs: Any) -> Generator[_NoopSpan, None, None]:
+        yield _NoopSpan()
+
+
+_NOOP_TRACER = _NoopTracer()
+_tracing_initialized = False
+_configured_endpoint: str | None = None
+_setup_lock = threading.Lock()
+
+
+def _normalize_and_validate_endpoint(endpoint: str | None) -> str:
+    """Normalize and validate OTLP endpoint."""
+    normalized_endpoint = endpoint.strip() if endpoint is not None else ""
+    if not normalized_endpoint:
+        return ""
+
+    parsed = urlparse(normalized_endpoint)
+    if parsed.scheme not in {"http", "https"} or not parsed.netloc:
+        raise ValueError(
+            "Invalid OpenTelemetry endpoint. Use a full HTTP(S) URL, "
+            "for example: http://localhost:4318"
+        )
+    # Append the standard OTLP trace path when only a base URL is provided,
+    # matching the OTel SDK convention for OTEL_EXPORTER_OTLP_ENDPOINT.
+    if not parsed.path or parsed.path == "/":
+        normalized_endpoint = normalized_endpoint.rstrip("/") + "/v1/traces"
+    return normalized_endpoint
+
+
+def setup_tracing(endpoint: str | None = None, service_name: str = "kubeflow-mcp-server") -> bool:
+    """Configure OpenTelemetry tracing.
+
+    Returns True when tracing is configured, False when disabled/unavailable.
+    """
+    global _configured_endpoint, _tracing_initialized
+
+    # Fall back to standard OTel env var when no explicit endpoint is provided
+    if not endpoint or not endpoint.strip():
+        endpoint = os.environ.get("OTEL_EXPORTER_OTLP_ENDPOINT")
+
+    normalized_endpoint = _normalize_and_validate_endpoint(endpoint)
+    if not normalized_endpoint:
+        return False
+
+    if not _OTEL_AVAILABLE:
+        logger.warning(
+            "OpenTelemetry endpoint configured but OTel packages are not installed. "
+            "Install with: pip install '.[otel]'"
+        )
+        return False
+
+    with _setup_lock:
+        if _tracing_initialized:
+            if _configured_endpoint and _configured_endpoint != normalized_endpoint:
+                logger.warning(
+                    "Tracing already initialized for endpoint '%s'; ignoring new endpoint '%s'.",
+                    _configured_endpoint,
+                    normalized_endpoint,
+                )
+            return True
+
+        exporter = OTLPSpanExporter(
+            endpoint=normalized_endpoint,
+            timeout=2000,
+        )
+        processor = BatchSpanProcessor(exporter, export_timeout_millis=2000)
+        current_provider = _otel_trace.get_tracer_provider()
+
+        if hasattr(current_provider, "add_span_processor"):
+            current_provider.add_span_processor(processor)
+        else:
+            resource = Resource.create({"service.name": service_name})
+            provider = TracerProvider(resource=resource)
+            provider.add_span_processor(processor)
+            _otel_trace.set_tracer_provider(provider)
+            atexit.register(provider.shutdown)
+
+        _tracing_initialized = True
+        _configured_endpoint = normalized_endpoint
+        return True
+
+
+def get_tracer(name: str = "kubeflow_mcp") -> Any:
+    """Return OpenTelemetry tracer or no-op tracer when OTel is unavailable."""
+    if not _OTEL_AVAILABLE:
+        return _NOOP_TRACER
+    return _otel_trace.get_tracer(name)
diff --git a/kubeflow_mcp/trainer/api/sdk_contracts_test.py b/kubeflow_mcp/trainer/api/sdk_contracts_test.py
index 3674fc8..2c79a22 100644
--- a/kubeflow_mcp/trainer/api/sdk_contracts_test.py
+++ b/kubeflow_mcp/trainer/api/sdk_contracts_test.py
@@ -617,11 +617,15 @@ def train():
     )
     def test_make_train_func_detects_existing_train_calls(self, train_call):
         """Existing train() calls in module-level code should not be duplicated."""
-        script = textwrap.dedent("""
+        script = (
+            textwrap.dedent("""
                 import builtins
                 def train():
                     builtins._kubeflow_mcp_train_marker.append("ran")
-        """) + train_call + "\n"
+        """)
+            + train_call
+            + "\n"
+        )
         marker = self._run_wrapped_train(script)
 
         assert marker == ["ran"]
@@ -643,7 +647,10 @@ def train(lr=None, epochs=None):
 
     def test_make_train_func_raises_value_error_for_required_params(self):
         """train(required_param) with no func_args must raise a ValueError."""
-        with pytest.raises(ValueError, match=r"User-defined train\(\) requires parameters but no func_args were provided"):
+        with pytest.raises(
+            ValueError,
+            match=r"User-defined train\(\) requires parameters but no func_args were provided",
+        ):
             self._run_wrapped_train(
                 """
                     import builtins
@@ -667,7 +674,7 @@ def test_make_train_func_raises_value_error_for_mismatched_func_args(self):
                     def train():
                         pass
                 """,
-                func_args={"lr": 0.01}
+                func_args={"lr": 0.01},
             )
 
     def test_make_train_func_adds_pass_for_empty_script(self):
diff --git a/kubeflow_mcp/trainer/api/training.py b/kubeflow_mcp/trainer/api/training.py
index 430e3b7..24314b4 100644
--- a/kubeflow_mcp/trainer/api/training.py
+++ b/kubeflow_mcp/trainer/api/training.py
@@ -112,7 +112,6 @@ def _make_train_func(script: str, func_args: dict[str, Any] | None = None) -> Ca
     if not lines:
         lines = ["pass"]
 
-
     if func_args:
         params = ", ".join(f"{k}=None" for k in func_args)
         wrapped = f"def {func_name}({params}):\n"
@@ -135,9 +134,8 @@ def _make_train_func(script: str, func_args: dict[str, Any] | None = None) -> Ca
     exec(code, ns)  # noqa: S102
     return ns[func_name]
 
-def _uncalled_train_call(
-    script: str, func_args: dict[str, Any] | None = None
-) -> list[str]:
+
+def _uncalled_train_call(script: str, func_args: dict[str, Any] | None = None) -> list[str]:
     """Return lines to append when a script defines but does not call train.
 
     Returns an empty list when no call needs to be appended.
@@ -150,8 +148,7 @@ def _uncalled_train_call(
     train_defs = (
         node
         for node in tree.body
-        if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef))
-        and node.name == "train"
+        if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)) and node.name == "train"
     )
     train_def = next(train_defs, None)
     if train_def is None or _has_train_call(tree.body):
@@ -159,14 +156,10 @@ def _uncalled_train_call(
 
     # Guard: if train() has required params and no func_args are provided,
     if not func_args and _has_required_params(train_def):
-        raise ValueError(
-            "User-defined train() requires parameters but no func_args were provided."
-        )
+        raise ValueError("User-defined train() requires parameters but no func_args were provided.")
 
     forwarded_args = _forwarded_train_args(train_def, func_args)
-    call_str = (
-        f"train({forwarded_args})" if forwarded_args else "train()"
-    )
+    call_str = f"train({forwarded_args})" if forwarded_args else "train()"
 
     if isinstance(train_def, ast.AsyncFunctionDef):
         return ["import asyncio", f"asyncio.run({call_str})"]
@@ -220,13 +213,8 @@ def _forwarded_train_args(
     if train_def.args.kwarg is not None:
         forwarded = func_args
     else:
-        accepted_names = {
-            arg.arg
-            for arg in [*train_def.args.args, *train_def.args.kwonlyargs]
-        }
-        unaccepted = [
-            key for key in func_args if key not in accepted_names
-        ]
+        accepted_names = {arg.arg for arg in [*train_def.args.args, *train_def.args.kwonlyargs]}
+        unaccepted = [key for key in func_args if key not in accepted_names]
         if unaccepted:
             raise ValueError(
                 "User-defined train() signature does not accept "
@@ -236,6 +224,7 @@ def _forwarded_train_args(
 
     return ", ".join(f"{key}={key}" for key in forwarded)
 
+
 def _get_client(namespace: str | None = None) -> Any:
     """Return a client targeting the given namespace.
 
diff --git a/pyproject.toml b/pyproject.toml
index 74c1865..de7afbb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,6 +36,16 @@ dev = [
     "ruff>=0.9",
     "pip-audit>=2.7",
 ]
+docs = [
+    "sphinx>=7.0",
+    "furo>=2024.1.29",
+    "sphinx-copybutton>=0.5",
+    "sphinx-design>=0.5",
+]
+otel = [
+    "opentelemetry-exporter-otlp-proto-http>=1.29.0",
+    "opentelemetry-sdk>=1.29.0",
+]
 
 [project.scripts]
 kubeflow-mcp = "kubeflow_mcp.cli:cli"
@@ -56,9 +66,14 @@ addopts = "-v --tb=short"
 # Pin transitive deps to versions that resolve known CVEs detected by pip-audit.
 constraint-dependencies = [
     "idna>=3.15",       # CVE-2026-45409
-    "starlette>=1.0.1", # PYSEC-2026-161
+    "starlette>=1.3.1", # CVE-2026-54282, CVE-2026-54283
     "aiohttp>=3.14.0",  # CVE-2026-34993, CVE-2026-47265
     "pyjwt>=2.13.0",    # PYSEC-2026-175, PYSEC-2026-177, PYSEC-2026-178, PYSEC-2026-179
+    "cryptography>=48.0.1",
+    "msgpack>=1.2.1",
+    "pip>=26.1.2",
+    "pydantic-settings>=2.14.2",
+    "python-multipart>=0.0.31",
 ]
 
 [tool.ruff]
diff --git a/tests/unit/core/test_middleware.py b/tests/unit/core/test_middleware.py
new file mode 100644
index 0000000..ce02d6d
--- /dev/null
+++ b/tests/unit/core/test_middleware.py
@@ -0,0 +1,250 @@
+# Copyright The Kubeflow Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Tests for AuditIdentityMiddleware ContextVar bridge."""
+
+from __future__ import annotations
+
+import asyncio
+from types import SimpleNamespace
+
+import pytest
+
+from kubeflow_mcp.core.middleware import (
+    AuditIdentityMiddleware,
+    _request_id_var,
+    _session_id_var,
+    _user_id_var,
+    get_mcp_request_id,
+    get_mcp_session_id,
+    get_user_id,
+)
+
+
+def _make_context(
+    *,
+    session_id: object = None,
+    request_id: object = None,
+    user_id: str | None = None,
+    has_fastmcp_ctx: bool = True,
+    meta_as_dict: bool = True,
+) -> SimpleNamespace:
+    """Build a minimal mock MiddlewareContext for testing."""
+    ctx = SimpleNamespace()
+
+    if has_fastmcp_ctx:
+        fastmcp_ctx = SimpleNamespace()
+        fastmcp_ctx.session_id = session_id
+        fastmcp_ctx.request_id = request_id
+        ctx.fastmcp_context = fastmcp_ctx
+    else:
+        ctx.fastmcp_context = None
+
+    if user_id is not None:
+        if meta_as_dict:
+            meta = {"user_id": user_id}
+        else:
+            meta = SimpleNamespace(user_id=user_id)
+        ctx.request_context = SimpleNamespace(meta=meta)
+    else:
+        ctx.request_context = None
+
+    return ctx
+
+
+class TestAuditIdentityMiddleware:
+    """Tests for the AuditIdentityMiddleware __call__ method."""
+
+    def _run(self, coro):
+        """Helper to run async code in tests."""
+        return asyncio.get_event_loop().run_until_complete(coro)
+
+    @pytest.fixture(autouse=True)
+    def _clean_contextvars(self):
+        """Ensure ContextVars are clean before and after each test."""
+        _session_id_var.set(None)
+        _request_id_var.set(None)
+        _user_id_var.set(None)
+        yield
+        _session_id_var.set(None)
+        _request_id_var.set(None)
+        _user_id_var.set(None)
+
+    async def test_extracts_session_and_request_ids(self) -> None:
+        """Middleware sets session and request ContextVars from fastmcp_context."""
+        context = _make_context(session_id="sess-123", request_id=42)
+        mw = AuditIdentityMiddleware()
+
+        captured: dict[str, str | None] = {}
+
+        async def call_next(_ctx):
+            captured["session"] = get_mcp_session_id()
+            captured["request"] = get_mcp_request_id()
+            return "ok"
+
+        result = await mw(context, call_next)
+
+        assert result == "ok"
+        assert captured["session"] == "sess-123"
+        assert captured["request"] == "42"
+
+    async def test_extracts_user_id_from_dict_meta(self) -> None:
+        """Middleware extracts user_id when meta is a dict."""
+        context = _make_context(user_id="alice@example.com", meta_as_dict=True)
+        mw = AuditIdentityMiddleware()
+
+        captured: dict[str, str | None] = {}
+
+        async def call_next(_ctx):
+            captured["user"] = get_user_id()
+            return "ok"
+
+        await mw(context, call_next)
+        assert captured["user"] == "alice@example.com"
+
+    async def test_extracts_user_id_from_object_meta(self) -> None:
+        """Middleware extracts user_id when meta is an object with attributes."""
+        context = _make_context(user_id="bob@example.com", meta_as_dict=False)
+        mw = AuditIdentityMiddleware()
+
+        captured: dict[str, str | None] = {}
+
+        async def call_next(_ctx):
+            captured["user"] = get_user_id()
+            return "ok"
+
+        await mw(context, call_next)
+        assert captured["user"] == "bob@example.com"
+
+    async def test_cleanup_after_request(self) -> None:
+        """ContextVars are reset after the middleware completes."""
+        context = _make_context(
+            session_id="sess-cleanup",
+            request_id=99,
+            user_id="cleanup-user",
+        )
+        mw = AuditIdentityMiddleware()
+
+        async def call_next(_ctx):
+            # Values should be set during the call
+            assert get_mcp_session_id() == "sess-cleanup"
+            return "ok"
+
+        await mw(context, call_next)
+
+        # After completion, values should be restored to None
+        assert get_mcp_session_id() is None
+        assert get_mcp_request_id() is None
+        assert get_user_id() is None
+
+    async def test_cleanup_on_exception(self) -> None:
+        """ContextVars are reset even when call_next raises."""
+        context = _make_context(session_id="sess-err", request_id=1)
+        mw = AuditIdentityMiddleware()
+
+        async def call_next(_ctx):
+            raise RuntimeError("boom")
+
+        with pytest.raises(RuntimeError, match="boom"):
+            await mw(context, call_next)
+
+        assert get_mcp_session_id() is None
+        assert get_mcp_request_id() is None
+        assert get_user_id() is None
+
+    async def test_missing_fastmcp_context(self) -> None:
+        """Middleware handles missing fastmcp_context gracefully."""
+        context = _make_context(has_fastmcp_ctx=False)
+        mw = AuditIdentityMiddleware()
+
+        async def call_next(_ctx):
+            return "ok"
+
+        result = await mw(context, call_next)
+
+        assert result == "ok"
+        assert get_mcp_session_id() is None
+        assert get_mcp_request_id() is None
+
+    async def test_none_session_and_request_ids(self) -> None:
+        """When session_id and request_id are None, ContextVars stay None."""
+        context = _make_context(session_id=None, request_id=None)
+        mw = AuditIdentityMiddleware()
+
+        async def call_next(_ctx):
+            assert get_mcp_session_id() is None
+            assert get_mcp_request_id() is None
+            return "ok"
+
+        await mw(context, call_next)
+
+    async def test_no_request_context_for_user_id(self) -> None:
+        """When request_context is None, user_id stays None."""
+        context = _make_context(session_id="s1")
+        # request_context is None by default when user_id is not passed
+        mw = AuditIdentityMiddleware()
+
+        async def call_next(_ctx):
+            assert get_user_id() is None
+            return "ok"
+
+        await mw(context, call_next)
+
+    async def test_token_based_reset_restores_previous_value(self) -> None:
+        """Token reset restores previous ContextVar value, not just None."""
+        # Simulate an outer layer that set a value
+        _session_id_var.set("outer-session")
+
+        context = _make_context(session_id="inner-session")
+        mw = AuditIdentityMiddleware()
+
+        async def call_next(_ctx):
+            # During the call, the inner value should be active
+            assert get_mcp_session_id() == "inner-session"
+            return "ok"
+
+        await mw(context, call_next)
+
+        # After middleware completes, the *outer* value should be restored
+        assert get_mcp_session_id() == "outer-session"
+
+
+class TestGetterFunctions:
+    """Tests for the public getter functions."""
+
+    def test_defaults_are_none(self) -> None:
+        """All getters return None when no ContextVar is set."""
+        # Reset to defaults
+        _session_id_var.set(None)
+        _request_id_var.set(None)
+        _user_id_var.set(None)
+
+        assert get_mcp_session_id() is None
+        assert get_mcp_request_id() is None
+        assert get_user_id() is None
+
+    def test_getters_return_set_values(self) -> None:
+        """Getters return values when ContextVars are populated."""
+        _session_id_var.set("test-session")
+        _request_id_var.set("test-request")
+        _user_id_var.set("test-user")
+
+        try:
+            assert get_mcp_session_id() == "test-session"
+            assert get_mcp_request_id() == "test-request"
+            assert get_user_id() == "test-user"
+        finally:
+            _session_id_var.set(None)
+            _request_id_var.set(None)
+            _user_id_var.set(None)
diff --git a/tests/unit/core/test_telemetry.py b/tests/unit/core/test_telemetry.py
new file mode 100644
index 0000000..64e0d42
--- /dev/null
+++ b/tests/unit/core/test_telemetry.py
@@ -0,0 +1,379 @@
+# Copyright The Kubeflow Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""OpenTelemetry tracing tests."""
+
+from __future__ import annotations
+
+from contextlib import contextmanager
+from types import SimpleNamespace
+
+import pytest
+
+from kubeflow_mcp.core import telemetry
+from kubeflow_mcp.core.server import _audit_wrap
+
+
+class _FakeSpan:
+    def __init__(self) -> None:
+        self.attributes: dict[str, object] = {}
+        self.exceptions: list[BaseException] = []
+        self.status_code: object | None = None
+        self.status_description: str | None = None
+
+    def set_attribute(self, key: str, value: object) -> None:
+        self.attributes[key] = value
+
+    def record_exception(self, exception: BaseException) -> None:
+        self.exceptions.append(exception)
+
+    def set_status(self, code: object, description: str | None = None) -> None:
+        self.status_code = code
+        self.status_description = description
+
+
+class _FakeTracer:
+    def __init__(self, span: _FakeSpan) -> None:
+        self._span = span
+        self.last_span_name: str | None = None
+        self.last_span_kwargs: dict[str, object] = {}
+
+    @contextmanager
+    def start_as_current_span(self, name: str, **kwargs):
+        self.last_span_name = name
+        self.last_span_kwargs = kwargs
+        yield self._span
+
+
+class _FakeBreaker:
+    def __init__(self, can_execute: bool = True) -> None:
+        self._can_execute = can_execute
+        self.successes = 0
+        self.failures = 0
+
+    def can_execute(self) -> bool:
+        return self._can_execute
+
+    def record_success(self) -> None:
+        self.successes += 1
+
+    def record_failure(self) -> None:
+        self.failures += 1
+
+
+def test_get_tracer_returns_noop_when_otel_unavailable(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(telemetry, "_OTEL_AVAILABLE", False)
+    tracer = telemetry.get_tracer("test")
+    with tracer.start_as_current_span("span") as span:
+        span.set_attribute("k", "v")
+        span.record_exception(ValueError("boom"))
+
+
+def test_setup_tracing_noop_when_otel_unavailable(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(telemetry, "_OTEL_AVAILABLE", False)
+    monkeypatch.setattr(telemetry, "_tracing_initialized", False)
+    assert telemetry.setup_tracing("http://collector:4318/v1/traces") is False
+
+
+def test_setup_tracing_configures_provider_when_available(monkeypatch: pytest.MonkeyPatch) -> None:
+    calls: dict[str, object] = {}
+
+    class _FakeProvider:
+        def __init__(self, resource: object) -> None:
+            calls["resource"] = resource
+            self._processors: list[object] = []
+
+        def add_span_processor(self, processor: object) -> None:
+            self._processors.append(processor)
+            calls["processor"] = processor
+
+        def shutdown(self) -> None:
+            pass
+
+    class _FakeResource:
+        @staticmethod
+        def create(data: dict[str, str]) -> dict[str, str]:
+            return data
+
+    class _FakeBatchProcessor:
+        def __init__(self, exporter: object, **kwargs) -> None:
+            self.exporter = exporter
+
+    class _FakeExporter:
+        def __init__(self, endpoint: str, **kwargs) -> None:
+            self.endpoint = endpoint
+            calls["endpoint"] = endpoint
+
+    fake_trace = SimpleNamespace()
+
+    def _set_tracer_provider(provider: object) -> None:
+        calls["provider"] = provider
+
+    def _get_tracer(name: str) -> str:
+        return f"tracer:{name}"
+
+    def _get_tracer_provider() -> object:
+        return object()
+
+    fake_trace.set_tracer_provider = _set_tracer_provider
+    fake_trace.get_tracer = _get_tracer
+    fake_trace.get_tracer_provider = _get_tracer_provider
+
+    monkeypatch.setattr(telemetry, "_OTEL_AVAILABLE", True)
+    monkeypatch.setattr(telemetry, "_tracing_initialized", False)
+    monkeypatch.setattr(telemetry, "_configured_endpoint", None, raising=False)
+    monkeypatch.setattr(telemetry, "Resource", _FakeResource, raising=False)
+    monkeypatch.setattr(telemetry, "TracerProvider", _FakeProvider, raising=False)
+    monkeypatch.setattr(telemetry, "BatchSpanProcessor", _FakeBatchProcessor, raising=False)
+    monkeypatch.setattr(telemetry, "OTLPSpanExporter", _FakeExporter, raising=False)
+    monkeypatch.setattr(telemetry, "_otel_trace", fake_trace, raising=False)
+
+    assert telemetry.setup_tracing("http://collector:4318/v1/traces", "kubeflow-mcp") is True
+    assert calls["endpoint"] == "http://collector:4318/v1/traces"
+    assert calls["resource"] == {"service.name": "kubeflow-mcp"}
+    assert telemetry.get_tracer("unit") == "tracer:unit"
+
+
+def test_setup_tracing_treats_whitespace_endpoint_as_disabled(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    monkeypatch.setattr(telemetry, "_OTEL_AVAILABLE", True)
+    monkeypatch.setattr(telemetry, "_tracing_initialized", False)
+    monkeypatch.setattr(telemetry, "_configured_endpoint", None, raising=False)
+    assert telemetry.setup_tracing("   ") is False
+
+
+def test_setup_tracing_falls_back_to_env_var(monkeypatch: pytest.MonkeyPatch) -> None:
+    """setup_tracing() reads OTEL_EXPORTER_OTLP_ENDPOINT when endpoint is None."""
+    calls: dict[str, object] = {}
+
+    class _FakeBatchProcessor:
+        def __init__(self, exporter: object, **kwargs) -> None:
+            self.exporter = exporter
+
+    class _FakeExporter:
+        def __init__(self, endpoint: str, **kwargs) -> None:
+            calls["endpoint"] = endpoint
+
+    class _FakeProvider:
+        def __init__(self, resource: object) -> None:
+            pass
+
+        def add_span_processor(self, processor: object) -> None:
+            pass
+
+        def shutdown(self) -> None:
+            pass
+
+    class _FakeResource:
+        @staticmethod
+        def create(data: dict[str, str]) -> dict[str, str]:
+            return data
+
+    fake_trace = SimpleNamespace()
+    fake_trace.set_tracer_provider = lambda _p: None
+    fake_trace.get_tracer = lambda _name: "tracer"
+    fake_trace.get_tracer_provider = lambda: object()
+
+    monkeypatch.setattr(telemetry, "_OTEL_AVAILABLE", True)
+    monkeypatch.setattr(telemetry, "_tracing_initialized", False)
+    monkeypatch.setattr(telemetry, "_configured_endpoint", None, raising=False)
+    monkeypatch.setattr(telemetry, "Resource", _FakeResource, raising=False)
+    monkeypatch.setattr(telemetry, "TracerProvider", _FakeProvider, raising=False)
+    monkeypatch.setattr(telemetry, "BatchSpanProcessor", _FakeBatchProcessor, raising=False)
+    monkeypatch.setattr(telemetry, "OTLPSpanExporter", _FakeExporter, raising=False)
+    monkeypatch.setattr(telemetry, "_otel_trace", fake_trace, raising=False)
+    monkeypatch.setenv("OTEL_EXPORTER_OTLP_ENDPOINT", "http://env-collector:4318")
+
+    assert telemetry.setup_tracing(endpoint=None) is True
+    assert calls["endpoint"] == "http://env-collector:4318/v1/traces"
+
+
+def test_setup_tracing_rejects_invalid_endpoint() -> None:
+    with pytest.raises(ValueError, match="Invalid OpenTelemetry endpoint"):
+        telemetry.setup_tracing("localhost:4318/v1/traces")
+
+
+def test_setup_tracing_reuses_existing_provider(monkeypatch: pytest.MonkeyPatch) -> None:
+    calls: dict[str, object] = {}
+
+    class _ExistingProvider:
+        def __init__(self) -> None:
+            self.processors: list[object] = []
+
+        def add_span_processor(self, processor: object) -> None:
+            self.processors.append(processor)
+            calls["processor"] = processor
+
+    class _FakeBatchProcessor:
+        def __init__(self, exporter: object, **kwargs) -> None:
+            self.exporter = exporter
+
+    class _FakeExporter:
+        def __init__(self, endpoint: str, **kwargs) -> None:
+            calls["endpoint"] = endpoint
+
+    provider = _ExistingProvider()
+    fake_trace = SimpleNamespace()
+    fake_trace.get_tracer_provider = lambda: provider
+    fake_trace.get_tracer = lambda _name: "tracer"
+    fake_trace.set_tracer_provider = lambda _provider: calls.update({"set_called": True})
+
+    monkeypatch.setattr(telemetry, "_OTEL_AVAILABLE", True)
+    monkeypatch.setattr(telemetry, "_tracing_initialized", False)
+    monkeypatch.setattr(telemetry, "_configured_endpoint", None, raising=False)
+    monkeypatch.setattr(telemetry, "BatchSpanProcessor", _FakeBatchProcessor, raising=False)
+    monkeypatch.setattr(telemetry, "OTLPSpanExporter", _FakeExporter, raising=False)
+    monkeypatch.setattr(telemetry, "_otel_trace", fake_trace, raising=False)
+
+    assert telemetry.setup_tracing("http://collector:4318/v1/traces", "kubeflow-mcp") is True
+    assert calls["endpoint"] == "http://collector:4318/v1/traces"
+    assert "processor" in calls
+    assert "set_called" not in calls
+
+
+def test_audit_wrap_sets_span_attributes_on_success(monkeypatch: pytest.MonkeyPatch) -> None:
+    import kubeflow_mcp.core.server as server_mod
+
+    span = _FakeSpan()
+    tracer = _FakeTracer(span)
+    breaker = _FakeBreaker()
+    monkeypatch.setattr(server_mod, "_rate_limiter", None)
+    monkeypatch.setattr(server_mod, "with_correlation_id", lambda: "cid-123")
+    monkeypatch.setattr(server_mod, "get_effective_persona", lambda: "ml-engineer")
+    monkeypatch.setattr(server_mod, "get_tracer", lambda _name: tracer)
+    monkeypatch.setattr(server_mod, "get_breaker", lambda _tool: breaker)
+
+    def sample_tool(**_kwargs):
+        return {"ok": True}
+
+    wrapped = _audit_wrap(sample_tool)
+    wrapped()
+
+    # OTel MCP semantic conventions
+    assert span.attributes["gen_ai.tool.name"] == "sample_tool"
+    assert span.attributes["mcp.method.name"] == "tools/call"
+    assert span.attributes["gen_ai.operation.name"] == "execute_tool"
+    assert tracer.last_span_name == "tools/call sample_tool"
+    # mcp.protocol.version from SDK
+    from kubeflow_mcp.core.server import _MCP_PROTOCOL_VERSION
+
+    if _MCP_PROTOCOL_VERSION:
+        assert span.attributes["mcp.protocol.version"] == _MCP_PROTOCOL_VERSION
+    # Custom Kubeflow enrichment
+    assert span.attributes["correlation_id"] == "cid-123"
+    assert span.attributes["kubeflow.persona"] == "ml-engineer"
+    assert span.attributes["tool.success"] is True
+    assert "tool.duration_ms" in span.attributes
+    assert span.attributes["tool.args_preview"] == "{}"
+    assert breaker.successes == 1
+    # Verify SpanKind.SERVER is passed when OTel is available
+    from kubeflow_mcp.core.server import SpanKind as _SpanKind
+
+    if _SpanKind is not None:
+        assert tracer.last_span_kwargs.get("kind") == _SpanKind.SERVER
+
+
+def test_audit_wrap_sets_mcp_context_attributes(monkeypatch: pytest.MonkeyPatch) -> None:
+    """ContextVars populated by middleware are reflected as span attributes."""
+    import kubeflow_mcp.core.middleware as mw_mod
+    import kubeflow_mcp.core.server as server_mod
+
+    span = _FakeSpan()
+    tracer = _FakeTracer(span)
+    breaker = _FakeBreaker()
+    monkeypatch.setattr(server_mod, "_rate_limiter", None)
+    monkeypatch.setattr(server_mod, "with_correlation_id", lambda: "cid-ctx")
+    monkeypatch.setattr(server_mod, "get_effective_persona", lambda: "readonly")
+    monkeypatch.setattr(server_mod, "get_tracer", lambda _name: tracer)
+    monkeypatch.setattr(server_mod, "get_breaker", lambda _tool: breaker)
+
+    # Simulate what AuditIdentityMiddleware does: set ContextVars
+    mw_mod._session_id_var.set("sess-abc")
+    mw_mod._request_id_var.set("42")
+    mw_mod._user_id_var.set("alice@example.com")
+
+    def sample_tool(**_kwargs):
+        return {"ok": True}
+
+    try:
+        wrapped = _audit_wrap(sample_tool)
+        wrapped()
+
+        assert span.attributes["mcp.session.id"] == "sess-abc"
+        assert span.attributes["mcp.request.id"] == "42"
+        assert span.attributes["user.id"] == "alice@example.com"
+    finally:
+        # Clean up ContextVars
+        mw_mod._session_id_var.set(None)
+        mw_mod._request_id_var.set(None)
+        mw_mod._user_id_var.set(None)
+
+
+def test_audit_wrap_records_exception_on_failure(monkeypatch: pytest.MonkeyPatch) -> None:
+    import kubeflow_mcp.core.server as server_mod
+
+    span = _FakeSpan()
+    breaker = _FakeBreaker()
+    monkeypatch.setattr(server_mod, "_rate_limiter", None)
+    monkeypatch.setattr(server_mod, "with_correlation_id", lambda: "cid-123")
+    monkeypatch.setattr(server_mod, "get_effective_persona", lambda: "readonly")
+    monkeypatch.setattr(server_mod, "get_tracer", lambda _name: _FakeTracer(span))
+    monkeypatch.setattr(server_mod, "get_breaker", lambda _tool: breaker)
+
+    def failing_tool(**_kwargs):
+        raise RuntimeError("boom")
+
+    wrapped = _audit_wrap(failing_tool)
+    with pytest.raises(RuntimeError, match="boom"):
+        wrapped()
+
+    assert span.attributes["tool.success"] is False
+    assert "tool.duration_ms" in span.attributes
+    assert span.attributes["error.type"] == "RuntimeError"
+    assert breaker.failures == 1
+    # record_exception is no longer called manually; start_as_current_span
+    # auto-records it.  Instead, set_status(ERROR) must be called.
+    assert len(span.exceptions) == 0
+    from kubeflow_mcp.core.server import _StatusCode
+
+    if _StatusCode is not None:
+        status = span.status_code
+        assert status.status_code == _StatusCode.ERROR
+        assert status.description == "boom"
+
+
+def test_audit_wrap_circuit_breaker_open(monkeypatch: pytest.MonkeyPatch) -> None:
+    """Circuit-open path sets tool.success=False on the span before the early return."""
+    import kubeflow_mcp.core.server as server_mod
+
+    span = _FakeSpan()
+    tracer = _FakeTracer(span)
+    breaker = _FakeBreaker(can_execute=False)
+    monkeypatch.setattr(server_mod, "_rate_limiter", None)
+    monkeypatch.setattr(server_mod, "with_correlation_id", lambda: "cid-456")
+    monkeypatch.setattr(server_mod, "get_effective_persona", lambda: "readonly")
+    monkeypatch.setattr(server_mod, "get_tracer", lambda _name: tracer)
+    monkeypatch.setattr(server_mod, "get_breaker", lambda _tool: breaker)
+
+    def sample_tool(**_kwargs):
+        return {"ok": True}
+
+    wrapped = _audit_wrap(sample_tool)
+    result = wrapped()
+
+    assert span.attributes["tool.success"] is False
+    assert "tool.duration_ms" in span.attributes
+    assert "error" in result
+    assert result["error_code"] == "CIRCUIT_OPEN"
diff --git a/uv.lock b/uv.lock
index 9c7ecd9..c4862af 100644
--- a/uv.lock
+++ b/uv.lock
@@ -5,9 +5,12 @@ resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
     "python_full_version >= '3.14' and sys_platform == 'emscripten'",
     "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
-    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version == '3.11.*' and sys_platform == 'win32'",
     "python_full_version == '3.11.*' and sys_platform == 'emscripten'",
     "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
@@ -17,9 +20,26 @@ resolution-markers = [
 [manifest]
 constraints = [
     { name = "aiohttp", specifier = ">=3.14.0" },
+    { name = "cryptography", specifier = ">=48.0.1" },
     { name = "idna", specifier = ">=3.15" },
+    { name = "msgpack", specifier = ">=1.2.1" },
+    { name = "pip", specifier = ">=26.1.2" },
+    { name = "pydantic-settings", specifier = ">=2.14.2" },
     { name = "pyjwt", specifier = ">=2.13.0" },
-    { name = "starlette", specifier = ">=1.0.1" },
+    { name = "python-multipart", specifier = ">=0.0.31" },
+    { name = "starlette", specifier = ">=1.3.1" },
+]
+
+[[package]]
+name = "accessible-pygments"
+version = "0.0.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bc/c1/bbac6a50d02774f91572938964c582fff4270eee73ab822a4aeea4d8b11b/accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872", size = 1377899, upload-time = "2024-05-10T11:23:10.216Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8d/3f/95338030883d8c8b91223b4e21744b04d11b161a3ef117295d8241f50ab4/accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7", size = 1395903, upload-time = "2024-05-10T11:23:08.421Z" },
 ]
 
 [[package]]
@@ -205,6 +225,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e", size = 7490, upload-time = "2025-07-03T22:54:42.156Z" },
 ]
 
+[[package]]
+name = "alabaster"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929, upload-time = "2024-07-26T18:15:02.05Z" },
+]
+
 [[package]]
 name = "annotated-doc"
 version = "0.0.4"
@@ -268,6 +297,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fb/95/adcb68e20c34162e9135f370d6e31737719c2b6f94bc953fe7ed1f10fe21/authlib-1.7.2-py2.py3-none-any.whl", hash = "sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f", size = 259548, upload-time = "2026-05-06T08:10:21.436Z" },
 ]
 
+[[package]]
+name = "babel"
+version = "2.18.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/b2/51899539b6ceeeb420d40ed3cd4b7a40519404f9baf3d4ac99dc413a834b/babel-2.18.0.tar.gz", hash = "sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d", size = 9959554, upload-time = "2026-02-01T12:30:56.078Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca2c69f1320a3848ac50e6e7f39c6159675/babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35", size = 10196845, upload-time = "2026-02-01T12:30:53.445Z" },
+]
+
 [[package]]
 name = "backports-asyncio-runner"
 version = "1.2.0"
@@ -295,6 +333,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/71/cc/18245721fa7747065ab478316c7fea7c74777d07f37ae60db2e84f8172e8/beartype-0.22.9-py3-none-any.whl", hash = "sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2", size = 1333658, upload-time = "2025-12-13T06:50:28.266Z" },
 ]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.15.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "soupsieve" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/43/65/318323f98dbee45d42dff61d8f047181bc6f2268a9068cfad035a46be5af/beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7", size = 632571, upload-time = "2026-06-07T16:44:20.453Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/c6/92fcd42f1ba33e1184263f25bfabf3d27c383410470f169e4b8163bf9c17/beautifulsoup4-4.15.0-py3-none-any.whl", hash = "sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9", size = 109924, upload-time = "2026-06-07T16:44:21.566Z" },
+]
+
 [[package]]
 name = "boolean-py"
 version = "5.0"
@@ -697,62 +748,59 @@ toml = [
 
 [[package]]
 name = "cryptography"
-version = "48.0.0"
+version = "49.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/9f/a9/db8f313fdcd85d767d4973515e1db101f9c71f95fced83233de224673757/cryptography-48.0.0.tar.gz", hash = "sha256:5c3932f4436d1cccb036cb0eaef46e6e2db91035166f1ad6505c3c9d5a635920", size = 832984, upload-time = "2026-05-04T22:59:38.133Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/df/3d/01f6dd9190170a5a241e0e98c2d04be3664a9e6f5b9b872cde63aff1c3dd/cryptography-48.0.0-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:0c558d2cdffd8f4bbb30fc7134c74d2ca9a476f830bb053074498fbc86f41ed6", size = 8001587, upload-time = "2026-05-04T22:57:36.803Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/6e/e90527eef33f309beb811cf7c982c3aeffcce8e3edb178baa4ca3ae4a6fa/cryptography-48.0.0-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f5333311663ea94f75dd408665686aaf426563556bb5283554a3539177e03b8c", size = 4690433, upload-time = "2026-05-04T22:57:40.373Z" },
-    { url = "https://files.pythonhosted.org/packages/90/04/673510ed51ddff56575f306cf1617d80411ee76831ccd3097599140efdfe/cryptography-48.0.0-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7995ef305d7165c3f11ae07f2517e5a4f1d5c18da1376a0a9ed496336b69e5f3", size = 4710620, upload-time = "2026-05-04T22:57:42.935Z" },
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