Head to head
Ceph AIops 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.
Ceph AIops
Aio.github.AIops-tools/ceph-aiopsNo reviews yet
Governed Ceph mgr ops: HEALTH_WARN RCA, OSD/PG/pool/RBD/CephFS/RGW, 37 tools.
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 Ceph AIops (91/100 against 66). jCodemunch MCP has noticeably more public adoption.
| Ceph AIops | jCodemunch MCP | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | A91/100 | C66/100 |
| Adoption | Growing | Established |
| GitHub stars | 0 | 2.7k |
| Downloads / week | 766 | 6.0k |
| Runs where | Your machine (local) | Your machine (local) |
| Gateway-ready | No | No |
| Tools | — | — |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | MIT | NOASSERTION |
| Last release | 2026-09-16 | 2026-09-19 |
| Category | Everything else | Everything else |