bagel vs unifi-mcp
unifi-mcp ranks higher on current evidence: 382 commits by 30 contributors in the last 90 days (122 in the last 30).
| unifi-mcp | bagel | |
|---|---|---|
| Grade | A | B |
| Verdict | ActiveCurrent deps | Active1 major behind |
| Category rank | #4 | #30 |
| Model | Free | Free |
| Commits, 90 days | 382 | 294 |
| Contributors, 90 days | 30 | 3 |
| Last activity | Oct 18, 2026 | Oct 13, 2026 |
| Listed price | Free | Free |
| Evidence source | Code | Code |
| Latest release | network/v0.39.0 | v2.5.2 |
| License | MIT | Apache-2.0 |
| FastAPI | 0.141.1 (latest 0.146.0) | — |
| Pydantic | 2.13.5 ✓ | 2.11.0 ✓ |
| SQLAlchemy | 2.1.1 ✓ | — |
| pandas | — | 2.2.0 (latest 3.0.6) |
| Framework | FastAPI | — |
| Database / ORM | SQLAlchemy, Alembic | — |
| AI | MCP SDK | MCP SDK |
| API layer | Pydantic, Uvicorn | Pydantic |
Evidence checked . ✓ = on the latest major version. "Claimed" = a version the vendor's public pages mention, not verified code. Evidence as of Oct 19, 2026. Rankings never depend on affiliate or paid status. Method.