The MCP ecosystem often has several independent packages implementing the same tool — and "Google Ads" currently has 10. Every one of them was scanned with the same deterministic engine, so the numbers below are directly comparable: the Trust Score (A–F), the capability blast radius, and how much of the package the scan could actually inspect. They are ranked by score; ties break toward unscoped, longer-established packages.
| Implementation | Package | Trust | Capability | Coverage | Findings | Scanned |
|---|---|---|---|---|---|---|
| Google Ads Source verifiedbest by aligulzar729 | @aligulzar729/google-ads-mcp
npm |
A 100/100 | Minimal | Source | 0 | 2026-09-07 |
| Google Ads by zleventer | @zleventer/google-ads-mcp
npm |
A 99/100 | Minimal | Source | 0 | 2026-09-07 |
| Google Ads by adkit-so | google-ads-mcp
npm |
A 99/100 | Minimal | Source | 0 | 2026-09-07 |
| Google Ads by isteam | @isteam/google-ads-mcp
npm |
A 99/100 | Minimal | Source | 0 | 2026-09-07 |
| Google Ads by pipeworx | @pipeworx/mcp-google_ads
npm |
A 99/100 | Minimal | Source | 0 | 2026-09-07 |
| Google Ads by googleads | google-ads-mcp
PyPI |
A 99/100 | Minimal | Source | 0 | 2026-08-25 |
| Google Ads by npm | google-ads-mcp-server
npm |
A 97/100 | Minimal | Source | 1 | 2026-09-07 |
| Google Ads by mharnett | mcp-google-ads
npm |
A 96/100 | Moderate | Source | 1 | 2026-09-07 |
| Google Ads by samihalawa | @samihalawa/google-ads-mcp-server
npm |
A 96/100 | Moderate | Source | 0 | 2026-09-07 |
| Google Ads by cohnen | mcp-google-ads
PyPI |
A 96/100 | Moderate | Source | 0 | 2026-08-25 |
A higher-ranked implementation is not "the official one" — ranking reflects only what the deterministic scan found in each published package. Open an implementation to read its individual findings with evidence, its scan history per version, and to grab an embeddable badge. Scores are automated opinions, recomputed on every rescan.