Head to head
AI Recommendation Readiness Audit | The Black Friday Agency 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.
AI Recommendation Readiness Audit | The Black Friday Agency
?io.github.janoliverautomation-stack/canairecommendmybusiness-comNo reviews yet
Can AI confidently recommend your business? The AI Recommendation Readiness Audit shows whether your
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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. AI Recommendation Readiness Audit | The Black Friday Agency is hosted and callable through the gateway; jCodemunch MCP runs on your own machine. jCodemunch MCP has noticeably more public adoption.
| AI Recommendation Readiness Audit | The Black Friday Agency | jCodemunch MCP | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | ? | C66/100 |
| Adoption | — | Established |
| GitHub stars | – | 2.7k |
| Downloads / week | – | 6.0k |
| Runs where | Hosted (remote) | Your machine (local) |
| Gateway-ready | Yes | No |
| Tools | — | — |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | — | NOASSERTION |
| Last release | — | 2026-09-19 |
| Category | Everything else | Everything else |