MCP Toolbox for Databases is an open source MCP server for databases.
This report summarizes scanner evidence for googleapis/mcp-toolbox, a Go project with 16,643 GitHub stars. SynthScan examined 383,022 lines of code across 1984 source files, recording 1423 pattern matches distributed across 19 syntactic categories. The legacy adjusted pattern signal is 5.1 (Moderate pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 1334 finding(s).
Are imports declared and package/API names verified? 65 finding(s).
Are wrappers, guards, and repeated structures necessary? 31 finding(s).
Which changes need focused human review? 1423 finding(s).
This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.
Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.
This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.
The scanner identified 1423 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.
Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .golangci.yaml | 1 | # Copyright 2024 Google LLC. | COMMENT |
| LOW | main.go | 1 | // Copyright 2024 Google LLC | COMMENT |
| LOW | cmd/root_test.go | 1 | // Copyright 2024 Google LLC | COMMENT |
| LOW | cmd/root.go | 1 | // Copyright 2024 Google LLC | COMMENT |
| LOW | cmd/internal/config.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/options.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/imports.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/flags.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/options_test.go | 1 | // Copyright 2024 Google LLC | COMMENT |
| LOW | cmd/internal/config_test.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/invoke/command.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/invoke/command_test.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/migrate/command.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/migrate/command_test.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/skills/command.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/skills/command_test.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/skills/generator.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/skills/generator_test.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/serve/command.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | cmd/internal/serve/command_test.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | .gemini/config.yaml | 1 | # Copyright 2025 Google LLC | COMMENT |
| LOW | evals/teardown/cloud-sql-postgres-admin.sh | 1 | #!/bin/bash | COMMENT |
| LOW | evals/teardown/dispatch.sh | 1 | #!/bin/bash | COMMENT |
| LOW | evals/teardown/bigquery.sh | 1 | #!/bin/bash | COMMENT |
| LOW | evals/setup/dispatch.sh | 1 | #!/bin/bash | COMMENT |
| LOW | evals/setup/bigquery.sh | 1 | #!/bin/bash | COMMENT |
| LOW | evals/run_configs/toolbox.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | evals/model_configs/gemini_3.1_pro_model.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | evals/model_configs/claude_cli.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | evals/model_configs/gemini_cli.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | .ci/versioned.release.cloudbuild.yaml | 1 | # Copyright 2024 Google LLC | COMMENT |
| LOW | .ci/test_with_coverage.sh | 1 | #!/bin/bash | COMMENT |
| LOW | .ci/integration.cloudbuild.yaml | 1 | # Copyright 2024 Google LLC | COMMENT |
| LOW | .ci/integration.cloudbuild.yaml | 821 | mssql | COMMENT |
| LOW | .ci/run_evals.sh | 1 | #!/bin/bash | COMMENT |
| LOW | .ci/trigger_exit_gate.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | .ci/publish_npm_to_ar.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | .ci/publish_npm_to_ar.sh | 21 | # | COMMENT |
| LOW | .ci/evals.cloudbuild.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | .ci/test_prompts_with_coverage.sh | 1 | #!/bin/bash | COMMENT |
| LOW | .ci/update_docs_versions.py | 1 | #!/usr/bin/env python3 | COMMENT |
| LOW | .ci/publish_pypi_to_ar.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | .ci/publish_pypi_to_ar.sh | 21 | # | COMMENT |
| LOW | .ci/pypi_retry.cloudbuild.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | .ci/continuous.release.cloudbuild.yaml | 1 | # Copyright 2024 Google LLC | COMMENT |
| LOW | .ci/npm_retry.cloudbuild.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | .ci/sample_tests/run_tests.sh | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …sts/pre_post_processing/go.integration.cloudbuild.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …sts/pre_post_processing/py.integration.cloudbuild.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …sts/pre_post_processing/js.integration.cloudbuild.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | …sample_tests/quickstart/go.integration.cloudbuild.yaml | 1 | # Copyright 2025 Google LLC | COMMENT |
| LOW | …sample_tests/quickstart/py.integration.cloudbuild.yaml | 1 | # Copyright 2025 Google LLC | COMMENT |
| LOW | …sample_tests/quickstart/js.integration.cloudbuild.yaml | 1 | # Copyright 2025 Google LLC | COMMENT |
| LOW | .ci/dataproc/recreate_dataproc_cluster.cloudbuild.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | .ci/dataproc/recreate_dataproc_cluster.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | .hugo/hugo.cloudflare.toml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | .hugo/data/filters.yaml | 1 | # Copyright 2026 Google LLC | COMMENT |
| LOW | tests/option.go | 1 | // Copyright 2025 Google LLC | COMMENT |
| LOW | tests/embedding.go | 1 | // Copyright 2026 Google LLC | COMMENT |
| LOW | tests/server.go | 1 | // Copyright 2024 Google LLC | COMMENT |
| 1139 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 99 | _ = service.Projects.Locations.Datasets.FhirStores.List(datasetName).Pages(ctx, func(page *healthcare.ListFhirStoresRes | CODE |
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 108 | _, _ = service.Projects.Locations.Datasets.FhirStores.Delete(store.Name).Context(ctx).Do() | CODE |
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 115 | _ = service.Projects.Locations.Datasets.DicomStores.List(datasetName).Pages(ctx, func(page *healthcare.ListDicomStoresR | CODE |
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 124 | _, _ = service.Projects.Locations.Datasets.DicomStores.Delete(store.Name).Context(ctx).Do() | CODE |
| CRITICAL | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 272 | resp, err := service.Projects.Locations.Datasets.FhirStores.Fhir.Create(fhirStoreName, resourceType, resourceBody).Do() | CODE |
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 313 | if fhirStore, err = service.Projects.Locations.Datasets.FhirStores.Create(datasetName, fhirStore).FhirStoreId(fhirStore | CODE |
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 318 | if _, err := service.Projects.Locations.Datasets.FhirStores.Delete(fhirStore.Name).Do(); err != nil { | CODE |
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 327 | if dicomStore, err = service.Projects.Locations.Datasets.DicomStores.Create(datasetName, dicomStore).DicomStoreId(dicom | CODE |
| CRITICAL⚡ | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 332 | if _, err := service.Projects.Locations.Datasets.DicomStores.Delete(dicomStore.Name).Do(); err != nil { | CODE |
| CRITICAL | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 420 | call := service.Projects.Locations.Datasets.DicomStores.StoreInstances(storeName, "studies", buf) | CODE |
| CRITICAL | internal/sources/alloydbadmin/alloydbadmin.go | 199 | resp, err := service.Projects.Locations.Clusters.Instances.Create(urlString, instance).InstanceId(instanceID).Do() | CODE |
| CRITICAL | internal/sources/alloydbadmin/alloydbadmin.go | 228 | resp, err := service.Projects.Locations.Clusters.Users.Create(urlString, user).UserId(userID).Do() | CODE |
| CRITICAL | internal/sources/alloydbadmin/alloydbadmin.go | 260 | resp, err := service.Projects.Locations.Clusters.Instances.Get(urlString).Do() | CODE |
| CRITICAL | internal/sources/alloydbadmin/alloydbadmin.go | 275 | resp, err := service.Projects.Locations.Clusters.Users.Get(urlString).Do() | CODE |
| CRITICAL | internal/sources/alloydbadmin/alloydbadmin.go | 305 | resp, err := service.Projects.Locations.Clusters.Instances.List(urlString).Do() | CODE |
| CRITICAL | internal/sources/alloydbadmin/alloydbadmin.go | 320 | resp, err := service.Projects.Locations.Clusters.Users.List(urlString).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 103 | if _, err = svc.Projects.Locations.Datasets.FhirStores.Get(dsName).Do(); err != nil { | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 113 | _, err := svc.Projects.Locations.Datasets.FhirStores.Get(name).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 125 | _, err := svc.Projects.Locations.Datasets.DicomStores.Get(name).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 439 | resp, err := svc.Projects.Locations.Datasets.FhirStores.Fhir.PatientEverything(name).Do(opts...) | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 458 | resp, err := svc.Projects.Locations.Datasets.FhirStores.Fhir.SearchType(name, "Patient", bytes.NewReader(body)).Do(opts | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 487 | call := svc.Projects.Locations.Datasets.FhirStores.Fhir.Read(name) | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 504 | store, err := svc.Projects.Locations.Datasets.DicomStores.Get(storeName).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 518 | store, err := svc.Projects.Locations.Datasets.FhirStores.Get(storeName).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 532 | store, err := svc.Projects.Locations.Datasets.DicomStores.GetDICOMStoreMetrics(storeName).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 546 | store, err := svc.Projects.Locations.Datasets.FhirStores.GetFHIRStoreMetrics(storeName).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 560 | stores, err := svc.Projects.Locations.Datasets.DicomStores.List(datasetName).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 588 | stores, err := svc.Projects.Locations.Datasets.FhirStores.List(datasetName).Do() | CODE |
| CRITICAL | internal/sources/cloudhealthcare/cloud_healthcare.go | 617 | call := svc.Projects.Locations.Datasets.DicomStores.Studies.Series.Instances.Frames.RetrieveRendered(name, dicomWebPath | CODE |
| CRITICAL⚡ | internal/sources/cloudhealthcare/cloud_healthcare.go | 645 | resp, err = svc.Projects.Locations.Datasets.DicomStores.SearchForInstances(name, dicomWebPath).Do(opts...) | CODE |
| CRITICAL⚡ | internal/sources/cloudhealthcare/cloud_healthcare.go | 647 | resp, err = svc.Projects.Locations.Datasets.DicomStores.SearchForSeries(name, dicomWebPath).Do(opts...) | CODE |
| CRITICAL⚡ | internal/sources/cloudhealthcare/cloud_healthcare.go | 649 | resp, err = svc.Projects.Locations.Datasets.DicomStores.SearchForStudies(name, dicomWebPath).Do(opts...) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/dataplex/dataplex_integration_test.go | 2723 | // Step 1: Invoke Generate/Discover/Check Tool | COMMENT |
| LOW | tests/dataplex/dataplex_integration_test.go | 2758 | // Step 2: Poll Operation Status | COMMENT |
| LOW | tests/dataplex/dataplex_integration_test.go | 2831 | // Step 3: Get Run Status | COMMENT |
| LOW | tests/dataplex/dataplex_integration_test.go | 2856 | // Step 4: Get Profile / Insights / Discovery / Quality Results | COMMENT |
| LOW | docs/en/documentation/configuration/toolbox_mcp_auth.md | 15 | ## Step 1: Configure the `generic` Auth Service | COMMENT |
| LOW | docs/en/documentation/configuration/toolbox_mcp_auth.md | 32 | ## Step 2: Deployment | COMMENT |
| LOW | docs/en/documentation/configuration/toolbox_mcp_auth.md | 96 | ## Step 3: Connecting to the Secure MCP Endpoint | COMMENT |
| LOW | …en/documentation/configuration/security/model-armor.md | 66 | ## Step 1: Configure a Model Armor template | COMMENT |
| LOW | …en/documentation/configuration/security/model-armor.md | 96 | ## Step 2: Secure ingress and egress | COMMENT |
| LOW⚡ | …documentation/configuration/embedding-models/_index.md | 52 | ### Step 1 - Define an Embedding Model | COMMENT |
| LOW⚡ | …documentation/configuration/embedding-models/_index.md | 65 | ### Step 2 - Embed Tool Parameters | COMMENT |
| LOW | …ation/connect-to/toolbox-sdks/python-sdk/core/index.md | 405 | ### Step 1: Configure Tools in Toolbox Service | COMMENT |
| LOW | …ation/connect-to/toolbox-sdks/python-sdk/core/index.md | 411 | ### Step 2: Configure SDK Client | COMMENT |
| LOW | …n/connect-to/toolbox-sdks/javascript-sdk/core/index.md | 276 | ### Step 1: Configure Tools in Toolbox Service | COMMENT |
| LOW | …n/connect-to/toolbox-sdks/javascript-sdk/core/index.md | 284 | ### Step 2: Configure SDK Client | COMMENT |
| LOW | …on/connect-to/toolbox-sdks/javascript-sdk/adk/index.md | 256 | ### Step 1: Configure Tools in Toolbox Service | COMMENT |
| LOW | …on/connect-to/toolbox-sdks/javascript-sdk/adk/index.md | 264 | ### Step 2: Configure SDK Client | COMMENT |
| LOW | …ntation/connect-to/toolbox-sdks/java-sdk/core/index.md | 234 | ### Step 1: Configure Tools in MCP Toolbox Service | COMMENT |
| LOW | …ntation/connect-to/toolbox-sdks/java-sdk/core/index.md | 238 | ### Step 2: Configure SDK Client | COMMENT |
| LOW | …entation/connect-to/toolbox-sdks/go-sdk/core/_index.md | 320 | ### Step 1: Configure Tools in Toolbox Service | COMMENT |
| LOW | …entation/connect-to/toolbox-sdks/go-sdk/core/_index.md | 328 | ### Step 2: Configure SDK Client | COMMENT |
| LOW | …ntation/connect-to/toolbox-sdks/go-sdk/tbadk/_index.md | 309 | ### Step 1: Configure Tools in Toolbox Service | COMMENT |
| LOW | …ntation/connect-to/toolbox-sdks/go-sdk/tbadk/_index.md | 317 | ### Step 2: Configure SDK Client | COMMENT |
| LOW⚡ | …n/documentation/getting-started/local_quickstart_js.md | 25 | ## Step 1: Set up your database | COMMENT |
| LOW⚡ | …n/documentation/getting-started/local_quickstart_js.md | 29 | ## Step 2: Install and configure MCP Toolbox | COMMENT |
| LOW⚡ | …n/documentation/getting-started/local_quickstart_js.md | 33 | ## Step 3: Connect your agent to MCP Toolbox | COMMENT |
| LOW⚡ | …s/en/documentation/getting-started/local_quickstart.md | 33 | ## Step 1: Set up your database | COMMENT |
| LOW⚡ | …s/en/documentation/getting-started/local_quickstart.md | 37 | ## Step 2: Install and configure MCP Toolbox | COMMENT |
| LOW⚡ | …s/en/documentation/getting-started/local_quickstart.md | 41 | ## Step 3: Connect your agent to MCP Toolbox | COMMENT |
| LOW⚡ | …n/documentation/getting-started/local_quickstart_go.md | 25 | ## Step 1: Set up your database | COMMENT |
| LOW⚡ | …n/documentation/getting-started/local_quickstart_go.md | 29 | ## Step 2: Install and configure MCP Toolbox | COMMENT |
| LOW⚡ | …n/documentation/getting-started/local_quickstart_go.md | 33 | ## Step 3: Connect your agent to MCP Toolbox | COMMENT |
| LOW | …documentation/getting-started/mcp_quickstart/_index.md | 17 | ## Step 1: Set up your database | COMMENT |
| LOW | …documentation/getting-started/mcp_quickstart/_index.md | 95 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | …documentation/getting-started/mcp_quickstart/_index.md | 224 | ## Step 3: Connect to MCP Inspector | COMMENT |
| LOW | docs/en/integrations/neo4j/samples/mcp_quickstart.md | 16 | ## Step 1: Set up your Neo4j Database and Data | COMMENT |
| LOW | docs/en/integrations/neo4j/samples/mcp_quickstart.md | 32 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | docs/en/integrations/neo4j/samples/mcp_quickstart.md | 108 | ## Step 3: Connect to MCP Inspector | COMMENT |
| LOW | docs/en/integrations/looker/samples/looker_gemini.md | 17 | ## Step 1: Get a Looker Client ID and Client Secret | COMMENT |
| LOW | docs/en/integrations/looker/samples/looker_gemini.md | 25 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | docs/en/integrations/looker/samples/looker_gemini.md | 82 | ## Step 3: Start Gemini-CLI | COMMENT |
| LOW | …grations/looker/samples/looker_mcp_inspector/_index.md | 17 | ## Step 1: Get a Looker Client ID and Client Secret | COMMENT |
| LOW | …grations/looker/samples/looker_mcp_inspector/_index.md | 25 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | …grations/looker/samples/looker_mcp_inspector/_index.md | 75 | ## Step 3: Connect to MCP Inspector | COMMENT |
| LOW | …egrations/looker/samples/looker_gemini_oauth/_index.md | 21 | ## Step 1: Register the OAuth App in Looker | COMMENT |
| LOW | …egrations/looker/samples/looker_gemini_oauth/_index.md | 39 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | …egrations/looker/samples/looker_gemini_oauth/_index.md | 93 | ## Step 3: Configure Gemini-CLI | COMMENT |
| LOW | docs/en/integrations/falkordb/samples/mcp_quickstart.md | 18 | ## Step 1: Set up your FalkorDB graph and data | COMMENT |
| LOW | docs/en/integrations/falkordb/samples/mcp_quickstart.md | 44 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | docs/en/integrations/falkordb/samples/mcp_quickstart.md | 103 | ## Step 3: Connect to MCP Inspector | COMMENT |
| LOW | …s/en/integrations/bigquery/samples/local_quickstart.md | 89 | ## Step 1: Set up your BigQuery Dataset and Table | COMMENT |
| LOW | …s/en/integrations/bigquery/samples/local_quickstart.md | 169 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | …s/en/integrations/bigquery/samples/local_quickstart.md | 312 | ## Step 3: Connect your agent to Toolbox | COMMENT |
| LOW | …integrations/bigquery/samples/mcp_quickstart/_index.md | 17 | ## Step 1: Set up your BigQuery Dataset and Table | COMMENT |
| LOW | …integrations/bigquery/samples/mcp_quickstart/_index.md | 88 | ## Step 2: Install and configure Toolbox | COMMENT |
| LOW | …integrations/bigquery/samples/mcp_quickstart/_index.md | 214 | ## Step 3: Connect to MCP Inspector | COMMENT |
| LOW | docs/en/integrations/snowflake/samples/sample.md | 24 | ## Step 1: Set up your environment | COMMENT |
| LOW | docs/en/integrations/snowflake/samples/sample.md | 44 | ## Step 2: Install Toolbox | COMMENT |
| LOW | docs/en/integrations/snowflake/samples/sample.md | 69 | ## Step 3: Configure the tools | COMMENT |
| LOW | docs/en/integrations/snowflake/samples/sample.md | 116 | ## Step 4: Run the Toolbox server | COMMENT |
| 32 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | evals/setup/bigquery.sh | 21 | # Idempotent: run_evals.sh invokes EvalBench once per harness, and EvalBench | COMMENT |
| MEDIUM⚡ | evals/run_configs/toolbox.yaml | 15 | # Shared by every database and harness: EVAL_DATASET selects the evalset, | COMMENT |
| MEDIUM⚡ | evals/run_configs/toolbox.yaml | 16 | # EVAL_MODEL_CONFIG the harness. Nothing else here is harness-specific, so a | COMMENT |
| MEDIUM⚡ | evals/run_configs/toolbox.yaml | 17 | # new harness needs a model config, not another run config. | COMMENT |
| MEDIUM | .ci/run_evals.sh | 16 | # Runs one prebuilt config's evalset against each harness in EVAL_HARNESSES, | COMMENT |
| MEDIUM | .ci/run_evals.sh | 21 | # Database is a step because that is where credentials live; harness is a loop | COMMENT |
| MEDIUM | .ci/run_evals.sh | 99 | # Resolve and check every harness before running any, so a typo fails in | COMMENT |
| MEDIUM | .ci/run_evals.sh | 125 | # One process per harness: pyaml_env resolves !ENV at load time, so a single | COMMENT |
| MEDIUM | .ci/run_evals.sh | 138 | # Keep going so one broken harness does not hide the others' results, but | COMMENT |
| MEDIUM | .ci/run_evals.sh | 146 | # volume. Move rather than copy so the next harness starts from an empty | COMMENT |
| MEDIUM | .ci/evals.cloudbuild.yaml | 124 | # harness. | COMMENT |
| MEDIUM | …neo4j/neo4jexecutecypher/classifier/classifier_test.go | 42 | // reflect.DeepEqual provides a robust comparison for complex types, including sorted slices. | COMMENT |
| MEDIUM | internal/util/parameters/parameters_test.go | 1399 | // Use cmp.Diff for robust comparison | COMMENT |
| MEDIUM | internal/server/mcp/v20260728/method.go | 104 | // skip checking clientCapabilities since Toolbox do not utilize any of those | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | cmd/internal/config_test.go | 1913 | t.Setenv("API_KEY", "your_api_key") | CODE |
| HIGH | cmd/internal/config_test.go | 1973 | t.Setenv("ELASTICSEARCH_APIKEY", "your_api_key") | CODE |
| HIGH | …onfiguration/pre-post-processing/js/langchain/agent.js | 18 | const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key | CODE |
| HIGH | …tion/configuration/pre-post-processing/js/adk/agent.js | 4 | process.env.GOOGLE_GENAI_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key | CODE |
| HIGH | …s/en/documentation/getting-started/local_quickstart.md | 124 | echo 'GOOGLE_API_KEY="YOUR_API_KEY"' > my_agent/.env | CODE |
| HIGH | …ion/getting-started/quickstart/js/genkit/quickstart.js | 5 | const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key | CODE |
| HIGH | …/getting-started/quickstart/js/langchain/quickstart.js | 7 | const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key | CODE |
| HIGH | …tation/getting-started/quickstart/js/adk/quickstart.js | 21 | process.env.GOOGLE_GENAI_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key | CODE |
| HIGH | …tion/getting-started/quickstart/js/genAI/quickstart.js | 6 | const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …guration/pre-post-processing/python/langchain/agent.py | 0 | you're a helpful hotel assistant. you handle hotel searching, booking and cancellations. when the user searches for a ho | STRING |
| HIGH | …/configuration/pre-post-processing/python/adk/agent.py | 0 | you're a helpful hotel assistant. you handle hotel searching, booking and cancellations. when the user searches for a ho | STRING |
| HIGH | …ing-started/quickstart/python/llamaindex/quickstart.py | 0 | you're a helpful hotel assistant. you handle hotel searching, booking and cancellations. when the user searches for a ho | STRING |
| HIGH | …ting-started/quickstart/python/langchain/quickstart.py | 0 | you're a helpful hotel assistant. you handle hotel searching, booking and cancellations. when the user searches for a ho | STRING |
| HIGH | …on/getting-started/quickstart/python/adk/quickstart.py | 0 | you're a helpful hotel assistant. you handle hotel searching, booking and cancellations. when the user searches for a ho | STRING |
| HIGH | …s/en/integrations/bigquery/samples/local_quickstart.md | 0 | you're a helpful hotel assistant. you handle hotel searching, booking and cancellations. when the user searches for a ho | STRING |
| HIGH | …n/getting-started/quickstart/python/core/quickstart.py | 0 | you're a helpful hotel assistant. you handle hotel searching, booking and cancellations. when the user searches for a ho | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | evals/teardown/bigquery.sh | 69 | except Exception as exc: | CODE |
| LOW | evals/teardown/bigquery.sh | 89 | except Exception as exc: | CODE |
| MEDIUM | evals/teardown/bigquery.sh | 66 | def is_stale(reference): | CODE |
| LOW⚡ | pypi/src/toolbox_server/main.py | 19 | except Exception as e: | CODE |
| MEDIUM⚡ | pypi/src/toolbox_server/main.py | 25 | print("Error: toolbox-server requires Python 3.9 or higher.", file=sys.stderr) | CODE |
| MEDIUM⚡ | pypi/src/toolbox_server/main.py | 31 | print(f"Error: {e}", file=sys.stderr) | CODE |
| LOW | pypi/src/toolbox_server/main.py | 45 | except Exception as e: | CODE |
| MEDIUM | pypi/src/toolbox_server/main.py | 46 | print(f"Error running toolbox binary: {e}", file=sys.stderr) | CODE |
| MEDIUM | .ci/update_docs_versions.py | 27 | print(f"Error: Version file {version_file_path} not found.") | CODE |
| MEDIUM | .ci/update_docs_versions.py | 34 | print("Error: Version file is empty.") | CODE |
| MEDIUM | .ci/update_docs_versions.py | 64 | print(f"Error: Could not find comment marker in {os.path.basename(file_path)}.") | CODE |
| LOW | …en/documentation/configuration/security/model-armor.md | 207 | except Exception as e: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/http/http_mcp_test.go | 423 | idToken = "dummy-token" | CODE |
| LOW | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 343 | "address":[{"use":"home","line":["123 Main St"],"city":"san fransisco","state":"CA","postalCode":"12345","country":"US | CODE |
| LOW | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 346 | "telecom":[{"system":"phone","value":"555-1234","use":"home"},{"system":"email","value":"john@foo.com","use":"work"}], | CODE |
| LOW | …s/cloudhealthcare/cloud_healthcare_integration_test.go | 1441 | requestBody: bytes.NewBuffer([]byte(`{"storeID":"` + fhirStoreID + `", "givenName":"john","addressSubstring":"main | CODE |
| LOW | …looker/lookergetdashboards/lookergetdashboards_test.go | 144 | "user_name": "Jane Doe", | CODE |
| LOW | …looker/lookergetdashboards/lookergetdashboards_test.go | 219 | if cert.UserName == nil || *cert.UserName != "Jane Doe" { | CODE |
| LOW | …looker/lookergetdashboards/lookergetdashboards_test.go | 220 | t.Errorf("expected user_name 'Jane Doe', got %v", cert.UserName) | CODE |
| LOW | …esearchdicomseries/cloudhealthcaresearchdicomseries.go | 174 | parameters.NewBooleanParameter(common.EnablePatientNameFuzzyMatchingKey, `Whether to enable fuzzy matching for patient | CODE |
| LOW | …hdicominstances/cloudhealthcaresearchdicominstances.go | 190 | parameters.NewBooleanParameter(common.EnablePatientNameFuzzyMatchingKey, `Whether to enable fuzzy matching for patient | CODE |
| LOW | …earchdicomstudies/cloudhealthcaresearchdicomstudies.go | 159 | parameters.NewBooleanParameter(common.EnablePatientNameFuzzyMatchingKey, `Whether to enable fuzzy matching for patient | CODE |
| LOW | internal/sources/cloudgda/cloud_gda_test.go | 187 | client, cleanup, err := gdaSrc.GetClient(ctx, "dummy-token") | CODE |
| LOW | docs/KNOWLEDGE_CATALOG_README.md | 49 | * "Create a new Data Product named 'my-product' with owner 'user@example.com'." | COMMENT |
| LOW | …egrations/firestore/tools/firestore-update-document.md | 87 | "stringValue": "Jane Doe" | CODE |
| LOW | …cs/en/integrations/mongodb/tools/mongodb-insert-one.md | 40 | `tool_code: create_new_user(data='{"email": "new.user@example.com", "name": "Jane Doe", "status": "active"}')` | CODE |
| LOW | docs/en/integrations/scylladb/tools/scylladb-cql.md | 46 | "email": "user@example.com", | CODE |
| LOW | docs/en/integrations/cassandra/tools/cassandra-cql.md | 50 | "email": "user@example.com", | CODE |
| LOW | docs/en/integrations/alloydb/samples/mcp_quickstart.md | 101 | (1, 'John Doe', 'john.doe@example.com'), | CODE |
| LOW | …hcare/tools/cloud-healthcare-search-dicom-instances.md | 53 | | fuzzymatching | boolean | false | Whether to enable fuzzy matching for patient names. Fuzzy matching | CODE |
| LOW | …lthcare/tools/cloud-healthcare-search-dicom-studies.md | 49 | | fuzzymatching | boolean | false | Whether to enable fuzzy matching for patient names. Fuzzy matching | CODE |
| LOW | …althcare/tools/cloud-healthcare-search-dicom-series.md | 51 | | fuzzymatching | boolean | false | Whether to enable fuzzy matching for patient names. Fuzzy matching | CODE |
| LOW | docs/en/samples/prompts_quickstart_gemini_cli.md | 138 | (455, 'Pizza Palace', '123 Main St'), | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | .ci/lint-docs-source-page.sh | 53 | # --------------------- | COMMENT |
| MEDIUM | .ci/lint-docs-sample-filters.sh | 3 | # ============================================================================== | COMMENT |
| MEDIUM | .ci/lint-docs-sample-filters.sh | 7 | # ============================================================================== | COMMENT |
| MEDIUM | .ci/lint-docs-tool-page.sh | 54 | # --------------------- | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .ci/lint-docs-sample-filters.sh | 40 | # Check if the exact tag exists in our valid list | COMMENT |
| LOW | .ci/test_prompts_with_coverage.sh | 69 | # Check if the coverage is below the defined threshold. | COMMENT |
| LOW | .ci/update_docs_versions.py | 55 | # Check if version already exists | COMMENT |
| LOW | .ci/generate_release_table.sh | 4 | # Check if VERSION has been set | COMMENT |
| LOW | .ci/dataproc/recreate_dataproc_cluster.sh | 38 | # Check if the cluster exists and get its status, capturing output to handle NOT_FOUND | COMMENT |
| LOW | .github/workflows/deploy_versioned_docs_to_cf.yaml | 70 | # Check if the folder exists in our Hugo config's versions list | COMMENT |
| LOW | .github/workflows/update_release_docs_config.yml | 105 | # Check if PR against main already exists | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | …documentation/configuration/embedding-models/_index.md | 58 | name: gemini-model # Name of the embedding model | CODE |
| MEDIUM | …documentation/configuration/embedding-models/_index.md | 106 | embeddedBy: gemini-model # refers to the name of a defined embedding model | CODE |
| MEDIUM | docs/en/reference/faq.md | 63 | ## Can I use _$BAR_ orchestration framework to use tools from Toolbox? | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | pypi/tests/test_main.py | 7 | def test_get_binary_path_returns_existing_file(): | CODE |
| LOW | pypi/tests/test_main.py | 12 | def test_get_binary_path_returns_executable_file(): | CODE |
| LOW | internal/server/static/js/auth.js | 116 | export function createGoogleAuthMethodItem(toolId, authProfileName) { | CODE |
| LOW | internal/server/static/js/toolDisplay.js | 265 | function createAuthTokenInfoDropdown() { | CODE |
| LOW | …configuration/pre-post-processing/python/agent_test.py | 42 | def test_script_runs_without_errors(self, script_output): | CODE |
| LOW | …n/getting-started/quickstart/python/quickstart_test.py | 50 | def test_script_runs_without_errors(self, script_output): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .ci/trigger_exit_gate.sh | 20 | # Usage: | COMMENT |
| LOW | …ools/neo4j/neo4jexecutecypher/classifier/classifier.go | 184 | // Usage example: | COMMENT |
| LOW | …ools/neo4j/neo4jexecutecypher/classifier/classifier.go | 408 | // Usage example: | COMMENT |
| LOW | …ools/neo4j/neo4jexecutecypher/classifier/classifier.go | 424 | // Usage example: | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | .ci/generate_release_table.sh | 44 | # Define the descriptions - ensure this array's order matches FILES | COMMENT |
| MEDIUM | .ci/dataproc/recreate_dataproc_cluster.sh | 68 | # Create the cluster | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/dataplex/dataplex_integration_test.go | 2723 | // Step 1: Invoke Generate/Discover/Check Tool | COMMENT |
| LOW | tests/dataplex/dataplex_integration_test.go | 2758 | // Step 2: Poll Operation Status | COMMENT |
| LOW | tests/dataplex/dataplex_integration_test.go | 2831 | // Step 3: Get Run Status | COMMENT |
| LOW | tests/dataplex/dataplex_integration_test.go | 2856 | // Step 4: Get Profile / Insights / Discovery / Quality Results | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …guration/pre-post-processing/python/langchain/agent.py | 47 | except ValueError: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …configuration/pre-post-processing/python/agent_test.py | 18 | CODE | |
| LOW | …n/getting-started/quickstart/python/quickstart_test.py | 17 | CODE | |
| LOW | …n/getting-started/quickstart/python/quickstart_test.py | 19 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …guration/pre-post-processing/python/langchain/agent.py | 23 | CODE | |
| LOW | …n/getting-started/quickstart/python/core/quickstart.py | 35 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …guration/pre-post-processing/python/langchain/agent.py | 56 | CODE |