Observability
8 servers
| Server | Transport | Auth | Stars | Maintenance |
|---|---|---|---|---|
| Scanmalware official | http | api-key | — | Active 33 d |
| Inference Aiops official inference-aiops | stdio | api-key | — | Active 6 d |
| Observability Aiops official observability-aiops | stdio | api-key | — | Active 6 d |
| Royal | http | api-key | 9 | Active 18 d |
| Scouter https://github.com/335/scouter-mcp/releases/download/v0.3.5/scouter-mcp-0.3.5.mcpb | stdio | none | 2 | Slow 3 mo |
| Auralogs | http | oauth | — | Slow 3 mo |
| Genaispanmapper | http | oauth | — | Slow 4 mo |
| Session Forge session-forge | stdio | none | 1 | Dormant 7 mo |
Maintenance is recalculated daily from the latest commit and release. Dormant servers stay in the catalogue — they are labelled, not removed.