Head to head
ha-mcp vs Ai Model Experiments
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
Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants.
Full listingAi Model Experiments
?io.github.pipeworx-io/ai-model-experimentsNo reviews yet
AI Model Experiments MCP ('Model Lab') — run the same prompts across many
Full listingThe short version
Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Ai Model Experiments is hosted and callable through the gateway; ha-mcp runs on your own machine. ha-mcp has noticeably more public adoption.
| ha-mcp | Ai Model Experiments | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | C55/100 | ? |
| Adoption | Widely used | — |
| GitHub stars | 4.8k | – |
| Downloads / week | 67k | – |
| Runs where | Your machine (local) | Hosted (remote) |
| Gateway-ready | No | Yes |
| Tools | — | — |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | MIT | — |
| Last release | 2026-09-19 | — |
| Category | AI and agents | AI and agents |