Head to head
UsageMax public observability vs ai-context
Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.
No reviews yet
Read-only MCP for AI usage profiles, leaderboards, stats, and docs; no writes or private data.
Full listing
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Local-first MCP server: version-correct library docs, code map, and offline drift for your repo.
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 UsageMax public observability (91/100 against 71). UsageMax public observability is hosted and callable through the gateway; ai-context runs on your own machine. ai-context has noticeably more public adoption.
| UsageMax public observability | ai-context | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | A91/100 | B71/100 |
| Adoption | Growing | Growing |
| GitHub stars | 0 | 4 |
| Downloads / week | – | 2.2k |
| Runs where | Hosted (remote) | Your machine (local) |
| Gateway-ready | Yes | No |
| Tools | 4 | — |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | MIT | Apache-2.0 |
| Last release | 2026-09-16 | 2026-09-17 |
| Category | Productivity | Productivity |