diff --git a/.circleci/config.yml b/.circleci/config.yml
index e3fa8cdbd2a..7809e71a527 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -3171,6 +3171,13 @@ jobs:
           name: Run owned integration contracts
           command: bash .circleci/scripts/run_integration.sh << parameters.suite >> << parameters.mode >>
           no_output_timeout: 15m
+      - when:
+          condition:
+            equal: [mcp, << parameters.suite >>]
+          steps:
+            - codecov/upload:
+                file: test-results/integration-mcp/conformance-coverage.xml
+                flags: mcp-conformance
       - run:
           name: Stop owned database and Redis
           when: always
diff --git a/.circleci/scripts/run_integration.sh b/.circleci/scripts/run_integration.sh
index 2ad001af5f4..a42e8280354 100644
--- a/.circleci/scripts/run_integration.sh
+++ b/.circleci/scripts/run_integration.sh
@@ -212,6 +212,12 @@ if [ "$suite" = browser ]; then
   exit 0
 fi
 
+test_command=(.venv/bin/python tests/integration/run.py "$suite" --results "$results")
+if [ "$suite" = mcp ]; then
+  test_command=(.venv/bin/python -m coverage run --rcfile=tests/integration/conformance_coverage.toml \
+    tests/integration/run.py "$suite" --results "$results")
+fi
+
 env -i PATH="$PATH" HOME="$HOME" PYTHONPATH="$PYTHONPATH" \
   INTEGRATION_RUN_ID="$integration_identity" \
   DATABASE_URL="$DATABASE_URL" REDIS_HOST="$REDIS_HOST" REDIS_PORT="$REDIS_PORT" \
@@ -226,7 +232,16 @@ env -i PATH="$PATH" HOME="$HOME" PYTHONPATH="$PYTHONPATH" \
   INTEGRATION_PROXY_READ_REPLICA_URL="$INTEGRATION_PROXY_READ_REPLICA_URL" \
   INTEGRATION_ROUTING="$INTEGRATION_ROUTING" \
   MCP_CONFORMANCE_ROOT="${MCP_CONFORMANCE_ROOT:-}" \
-  .venv/bin/python tests/integration/run.py "$suite" --results "$results"
+  COVERAGE_FILE="$PWD/$results/.coverage-conformance" "${test_command[@]}"
+
+if [ "$suite" = mcp ]; then
+  export COVERAGE_FILE="$PWD/$results/.coverage-conformance"
+  .venv/bin/python -m coverage run --rcfile=tests/integration/conformance_coverage.toml \
+    -m pytest tests/unit/integration_support/test_conformance.py -q
+  .venv/bin/python -m coverage combine --rcfile=tests/integration/conformance_coverage.toml
+  .venv/bin/python -m coverage xml --rcfile=tests/integration/conformance_coverage.toml \
+    -o "$results/conformance-coverage.xml"
+fi
 
 if [ "${INTEGRATION_COVERAGE:-0}" = 1 ]; then
   for covered_pid in "$proxy_pid" "$peer_pid"; do
diff --git a/tests/integration/conformance_coverage.toml b/tests/integration/conformance_coverage.toml
new file mode 100644
index 00000000000..05fc59533b1
--- /dev/null
+++ b/tests/integration/conformance_coverage.toml
@@ -0,0 +1,9 @@
+[tool.coverage.run]
+branch = true
+parallel = true
+relative_files = true
+patch = ["subprocess"]
+include = ["tests/integration/_support/conformance.py"]
+
+[tool.coverage.report]
+show_missing = true