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 |