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# Copyright 2026 Google LLC
#
# 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.
# Evals for prebuilt tool configs, exercised through coding-agent harnesses.
#
# One step per prebuilt config. Adding a database means adding a step, its
# evalset, and its credentials on the trigger. EVAL_HARNESSES is a
# space-separated list of basenames under evals/model_configs, run in turn;
# steps inherit _EVAL_HARNESSES unless they set their own.
steps:
# Narrows a pull request run to the databases it touched. Empty on a scheduled
# build, which run_evals.sh runs in full.
- id: "detect-changes"
name: "gcr.io/cloud-builders/git"
waitFor: ["-"]
entrypoint: "bash"
args:
- -c
- |
# Cloud Build has no label filter, so the opt-in gate lives here. It
# covers the maintainer pull requests that build without a /gcbrun too.
# Empty _PR_NUMBER is a scheduled build, which is ungated.
if [ -n "$_PR_NUMBER" ] &&
! curl -sfL "https://api.github.com/repos/googleapis/mcp-toolbox/issues/$_PR_NUMBER/labels" |
grep -q '"name": *"evals: run"'; then
echo "pull request #$_PR_NUMBER is not labelled 'evals: run'; skipping"
touch /workspace/skip-evals
exit 0
fi
# Blobless: --name-only needs tree entries, not file contents.
git fetch --unshallow --filter=blob:none --no-tags || true
git fetch --quiet --filter=blob:none --no-tags origin main
git diff --name-only origin/main...HEAD > /workspace/changed_files.txt
cat /workspace/changed_files.txt
- id: "build-toolbox"
name: golang:1
waitFor: ["detect-changes"]
env:
- "CGO_ENABLED=1" # godror does not build without cgo
script: |
bash /workspace/.ci/run_evals.sh --check-any || exit 0
go build -o /workspace/toolbox .
/workspace/toolbox --version
# Warms the worker's shared Docker cache while the build compiles, so the
# eval steps start on a local image instead of each fronting the pull.
- id: "pull-evalbench"
name: "${_EVALBENCH_IMAGE}"
waitFor: ["-"]
entrypoint: "true"
- id: "evals-cloud-sql-postgres"
name: "${_EVALBENCH_IMAGE}"
waitFor: ["build-toolbox", "pull-evalbench"]
dir: /evalbench
entrypoint: bash
args: ["/workspace/.ci/run_evals.sh"]
allowFailure: true
env:
- "TOOLBOX_PREBUILT=cloud-sql-postgres"
- "EVAL_DATASET=evals/evalsets/cloud-sql-postgres.json"
- "EVAL_ENV_PREFIX=CLOUD_SQL_POSTGRES"
- "CLOUD_SQL_POSTGRES_PROJECT=$PROJECT_ID"
- "CLOUD_SQL_POSTGRES_REGION=${_REGION}"
- "CLOUD_SQL_POSTGRES_INSTANCE=${_CLOUD_SQL_POSTGRES_INSTANCE}"
- "CLOUD_SQL_POSTGRES_DATABASE=${_DATABASE_NAME}"
- "CLOUD_SQL_POSTGRES_IP_TYPE=${_CLOUD_SQL_IP_TYPE}"
secretEnv:
- "CLOUD_SQL_POSTGRES_USER"
- "CLOUD_SQL_POSTGRES_PASSWORD"
- id: "evals-cloud-sql-postgres-observability"
name: "${_EVALBENCH_IMAGE}"
waitFor: ["build-toolbox", "pull-evalbench"]
dir: /evalbench
entrypoint: bash
args: ["/workspace/.ci/run_evals.sh"]
allowFailure: true
env:
- "TOOLBOX_PREBUILT=cloud-sql-postgres-observability"
- "EVAL_DATASET=evals/evalsets/cloud-sql-postgres-observability.json"
- "EVAL_ENV_PREFIX=CLOUD_SQL_POSTGRES_OBSERVABILITY"
- "CLOUD_SQL_POSTGRES_OBSERVABILITY_PROJECT=$PROJECT_ID"
- "CLOUD_SQL_POSTGRES_OBSERVABILITY_INSTANCE=${_CLOUD_SQL_POSTGRES_INSTANCE}"
- id: "evals-cloud-sql-mysql"
name: "${_EVALBENCH_IMAGE}"
waitFor: ["build-toolbox", "pull-evalbench"]
dir: /evalbench
entrypoint: bash
args: ["/workspace/.ci/run_evals.sh"]
allowFailure: true
env:
- "TOOLBOX_PREBUILT=cloud-sql-mysql"
- "EVAL_DATASET=evals/evalsets/cloud-sql-mysql.json"
- "EVAL_ENV_PREFIX=CLOUD_SQL_MYSQL"
- "CLOUD_SQL_MYSQL_PROJECT=$PROJECT_ID"
- "CLOUD_SQL_MYSQL_REGION=${_REGION}"
- "CLOUD_SQL_MYSQL_INSTANCE=${_CLOUD_SQL_MYSQL_INSTANCE}"
- "CLOUD_SQL_MYSQL_DATABASE=${_DATABASE_NAME}"
- "CLOUD_SQL_MYSQL_IP_TYPE=${_CLOUD_SQL_IP_TYPE}"
secretEnv:
- "CLOUD_SQL_MYSQL_USER"
- "CLOUD_SQL_MYSQL_PASSWORD"
# These evals create real backups and the toolbox has no delete tool, so the
# TEARDOWN_ variables drive evals/teardown/, which EvalBench runs after each
# harness.
#
# No secretEnv: the cloud-sql-admin source authenticates through ADC. Only
# three CLOUD_SQL_POSTGRES_ variables are set, so run_evals.sh's prefix check
# does not see an empty user or password.
- id: "evals-cloud-sql-postgres-admin"
name: "${_EVALBENCH_IMAGE}"
waitFor: ["build-toolbox", "pull-evalbench"]
dir: /evalbench
entrypoint: bash
args: ["/workspace/.ci/run_evals.sh"]
allowFailure: true
env:
- "TOOLBOX_PREBUILT=cloud-sql-postgres-admin"
- "EVAL_DATASET=evals/evalsets/cloud-sql-postgres-admin.json"
- "EVAL_ENV_PREFIX=CLOUD_SQL_POSTGRES"
- "TEARDOWN_PROJECT=$PROJECT_ID"
- "TEARDOWN_INSTANCE=${_CLOUD_SQL_POSTGRES_INSTANCE}"
- "CLOUD_SQL_POSTGRES_PROJECT=$PROJECT_ID"
- "CLOUD_SQL_POSTGRES_REGION=${_REGION}"
- "CLOUD_SQL_POSTGRES_INSTANCE=${_CLOUD_SQL_POSTGRES_INSTANCE}"
# BIGQUERY_READONLY is load-bearing: an empty writeMode defaults to
# "allowed", giving execute_sql DROP rights.
- id: "evals-bigquery"
name: "${_EVALBENCH_IMAGE}"
waitFor: ["build-toolbox", "pull-evalbench"]
dir: /evalbench
entrypoint: bash
args: ["/workspace/.ci/run_evals.sh"]
allowFailure: true
env:
- "TOOLBOX_PREBUILT=bigquery"
- "EVAL_DATASET=evals/evalsets/bigquery.json"
- "EVAL_ENV_PREFIX=BIGQUERY"
- "BIGQUERY_PROJECT=$PROJECT_ID"
- "BIGQUERY_LOCATION=US"
- "BIGQUERY_READONLY=true"
- id: "evals-cloud-sql-mssql"
name: "${_EVALBENCH_IMAGE}"
waitFor: ["build-toolbox", "pull-evalbench"]
dir: /evalbench
entrypoint: bash
args: ["/workspace/.ci/run_evals.sh"]
allowFailure: true
env:
- "TOOLBOX_PREBUILT=cloud-sql-mssql"
- "EVAL_DATASET=evals/evalsets/cloud-sql-mssql.json"
- "EVAL_ENV_PREFIX=CLOUD_SQL_MSSQL"
- "CLOUD_SQL_MSSQL_PROJECT=$PROJECT_ID"
- "CLOUD_SQL_MSSQL_REGION=${_REGION}"
- "CLOUD_SQL_MSSQL_INSTANCE=${_CLOUD_SQL_MSSQL_INSTANCE}"
- "CLOUD_SQL_MSSQL_DATABASE=${_DATABASE_NAME}"
- "CLOUD_SQL_MSSQL_IP_TYPE=${_CLOUD_SQL_IP_TYPE}"
secretEnv:
- "CLOUD_SQL_MSSQL_USER"
- "CLOUD_SQL_MSSQL_PASSWORD"
# Turns the allowFailure steps back into a red build. No waitFor, which means
# every step above, so a new database needs no edit here.
- id: "report-failures"
name: "gcr.io/cloud-builders/git"
entrypoint: bash
args:
- -c
- |
if ls /workspace/failed-* > /dev/null 2>&1; then
echo "evals failed:"
ls /workspace/failed-*
exit 1
fi
availableSecrets:
secretManager:
- versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_user/versions/latest
env: CLOUD_SQL_POSTGRES_USER
- versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_pass/versions/latest
env: CLOUD_SQL_POSTGRES_PASSWORD
- versionName: projects/$PROJECT_ID/secrets/cloud_sql_mysql_user/versions/latest
env: CLOUD_SQL_MYSQL_USER
- versionName: projects/$PROJECT_ID/secrets/cloud_sql_mysql_pass/versions/latest
env: CLOUD_SQL_MYSQL_PASSWORD
- versionName: projects/$PROJECT_ID/secrets/cloud_sql_mssql_user/versions/latest
env: CLOUD_SQL_MSSQL_USER
- versionName: projects/$PROJECT_ID/secrets/cloud_sql_mssql_pass/versions/latest
env: CLOUD_SQL_MSSQL_PASSWORD
# env here is shared by every step. EVAL_REPORTING_PROJECT is required from the
# trigger: results are never written to the build project.
options:
logging: CLOUD_LOGGING_ONLY
substitutionOption: "ALLOW_LOOSE"
dynamicSubstitutions: true
# Steps share one worker, so databases evaluated in parallel contend for the
# same CPU.
machineType: E2_HIGHCPU_32
env:
- "TOOLBOX_BIN=/workspace/toolbox"
# A substitution, not an env var, so run_evals.sh cannot read it otherwise.
- "BUILD_ID=$BUILD_ID"
- "EVAL_HARNESSES=${_EVAL_HARNESSES}"
- "EVAL_GEMINI_MODEL=${_GEMINI_MODEL}"
- "EVAL_CLAUDE_MODEL=${_CLAUDE_MODEL}"
- "EVAL_GCP_PROJECT_ID=$PROJECT_ID"
- "EVAL_REPORTING_PROJECT=${_EVAL_REPORTING_PROJECT}"
- "EVAL_GROUP=${_EVAL_GROUP}"
- "EVAL_GCP_PROJECT_REGION=${_VERTEX_LOCATION}"
- "UV_CACHE_DIR=/tmp/uv-cache"
timeout: 7200s
# Everything not defined here comes from the trigger; run_evals.sh fails the
# step when one is missing.
substitutions:
_EVAL_HARNESSES: "claude_cli"
# Presubmit runs override this so their rows stay out of the scheduled runs.
_EVAL_GROUP: "mcp-toolbox"
_GEMINI_MODEL: "gemini-3.7-flash"
_CLAUDE_MODEL: "claude-opus-4-8"
_EVALBENCH_IMAGE: "us-central1-docker.pkg.dev/cloud-db-nl2sql/evalbench/eval_server:latest"