Head to head
Google Ads Transparency vs jCodemunch MCP
Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.
Google Ads Transparency
Aio.github.DataLeadsPRO/google-ads-transparencyNo reviews yet
Query Google Ads Transparency data: advertiser suggestions, creatives, and ad history.
Full listingNo reviews yet
Token-efficient code exploration via tree-sitter AST parsing. 70+ languages, 86-99% token savings.
Full listingThe short version
Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours Google Ads Transparency (89/100 against 66). Google Ads Transparency is hosted and callable through the gateway; jCodemunch MCP runs on your own machine. jCodemunch MCP has noticeably more public adoption.
| Google Ads Transparency | jCodemunch MCP | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | A89/100 | C66/100 |
| Adoption | New | Established |
| GitHub stars | 0 | 2.7k |
| Downloads / week | – | 6.0k |
| Runs where | Hosted (remote) | Your machine (local) |
| Gateway-ready | Yes | No |
| Tools | 4 | — |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | NOASSERTION | NOASSERTION |
| Last release | 2026-09-17 | 2026-09-19 |
| Category | Everything else | Everything else |