MCP100 IndexData & Databases
MCP100 RecommendedFirst-party MCP

Google MCP Toolbox for Databases

by Google

Updated September 24, 2026

Data & DatabasesFinancial Services & InvestingHealthcare & Life SciencesSoftware & TechnologyAccess · Self-hosted

MCP100 verdict

Connect AI applications to supported databases through configured query tools, structured tool definitions, authentication, and observability controls.

MCP100 Assessment

Editorial verdict

Recommended for database-aware development when credentials are least-privilege and exposed tools are explicitly constrained, with parameterized tools preferred over unrestricted SQL in production.

Reviewed July 24, 2026

Task Fit

Mapped

Working with structured data

Trust

Reviewed

A dated editorial review is published on the MCP detail page.

Maintenance

Activity observed

A dated repository or package update is available; editorial maintenance review is still pending.

Popularity

Signals available

Visible usage signals are shown for discovery only, not as proof of safety.

Best for

  • Schema exploration and database-aware coding in development environments
  • Connecting one MCP layer to supported Google Cloud and third-party databases
  • Defining structured, parameterized database tools with integrated authentication and observability

Not ideal for

  • Unrestricted natural-language SQL against production data
  • Teams unwilling to operate and secure a local or hosted Toolbox process

Avoid if

  • The configured database user can modify production data or schema beyond the approved task
  • Sensitive query results cannot be sent to the AI client
  • Credentials would be committed in tools.yaml or MCP configuration

Trade-offs

  • Prebuilt tools are quick to adopt but may expose generic execute_sql capability; custom tools require more design but provide a narrower contract.
  • The npx path is convenient but the publisher recommends binary or container installation for standard reliable deployments.
  • Supporting many database engines increases configuration flexibility and operational complexity.

Evidence scope

Evidence

Current source snapshot

Popularity

16.5k MCP repository stars

No MCP-specific package metric is stored

Repository identity: googleapis/mcp-toolbox

Stars observed September 24, 2026 · Downloads observation date unavailable

Exact reviewed repository identity; current GitHub repository stars are eligible as repository-level adoption evidence.

No exact MCP-specific package metric was sufficiently verified in this snapshot; preserve existing Not measured/unknown rather than guessing.

Maintenance

Publisher activity observed September 24, 2026

Current source snapshot

Trust review

Source relationship: First-party MCP

Reviewed July 24, 2026

Sources

Supporting evidence (1)