Head to head
HumanMirror Forge vs SkillTotal
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
Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.
Full listing
No reviews yet
Deterministic security scan of MCP servers, agent skills and npm/PyPI packages. Runs locally.
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 SkillTotal (75/100 against 67). HumanMirror Forge is hosted and callable through the gateway; SkillTotal runs on your own machine. SkillTotal has noticeably more public adoption.
| HumanMirror Forge | SkillTotal | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | C67/100 | B75/100 |
| Adoption | New | Growing |
| GitHub stars | – | 3 |
| Downloads / week | – | 1.4k |
| Runs where | Hosted (remote) | Your machine (local) |
| Gateway-ready | Yes | No |
| Tools | 5 | — |
| Write actions | 1 | — |
| Price per call | Free | Free |
| Licence | — | Apache-2.0 |
| Last release | — | 2026-09-19 |
| Category | AI and agents | AI and agents |