Ranked by how discoverable and usable each company is for AI agents.
Run the full agent-readiness benchmark on your own product — the same one behind every score here.
15 tools, run head-to-head. We score whether an agent can discover and choose the tool — then we run a live coding agent and score whether it can actually build. Every point traces to a check or a measured signal.
| # | Vendor | Category | Discoverable | Usable | Score | Grade | Updated |
|---|---|---|---|---|---|---|---|
| 01 | Managed database | 38/50 | 50/50 | 38 | B | Jun 2026 | |
| 02 | Authentication | 38/50 | 50/50 | 38 | B | Jun 2026 | |
| 03 | Managed database | 37/50 | 50/50 | 37 | B | Jun 2026 | |
| 04 | Authentication | 37/50 | 50/50 | 37 | B | Jun 2026 | |
| 05 | Managed database | 36/50 | 50/50 | 36 | B | Jul 2026 | |
| 06 | Managed database | 35/50 | 50/50 | 35 | B | Jun 2026 | |
| 07 | Authentication | 34/50 | 50/50 | 34 | C | Jun 2026 | |
| 08 | Managed database | 34/50 | 50/50 | 34 | C | Jul 2026 | |
| 09 | Managed database | 31/50 | 50/50 | 31 | C | Jun 2026 | |
| 10 | Managed database | 29/50 | 50/50 | 29 | C | Jun 2026 | |
| 11 | Authentication | 28/50 | 50/50 | 28 | C | Jun 2026 | |
| 12 | Authentication | 27/50 | 50/50 | 27 | C | Jun 2026 | |
| 13 | Authentication | 25/50 | 50/50 | 25 | C | Jun 2026 | |
| 14 | Managed database | 24/50 | 50/50 | 24 | D | Jun 2026 | |
| 15 | Managed database | 18/50 | 50/50 | 18 | D | Jun 2026 |
