Edge AI
Providers using this tag (54)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Exemplar 1 Complete, well-documented, and agent-ready
Developing 2 Usable, with meaningful gaps to close
Thin 5 Limited public surface area
Emerging 24 Early or largely undocumented
Minimal 19 Almost no public developer surface
Unrated 1 Not yet scored
APIs with this tag (2)
Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →
Emerging 2 Early or largely undocumented
Score breakdown
Related tags
Where this tag comes from
Cohort brief
Auto-generatedThe 52 providers in the APIs.io catalog tagged Edge AI, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Developer Ergonomics | 25.3 | 23.2 | +2.1 | 52 |
| Discoverability | 57.3 | 58.1 | -0.8 | 52 |
| Contract Governance | 3.8 | 6.3 | -2.5 | 52 |
| Access Clarity | 22.9 | 26.5 | -3.6 | 52 |
| Operational Transparency | 9 | 13.7 | -4.7 | 52 |
| Contract Quality | 7.3 | 17.6 | -10.3 | 52 |
A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.
| Artifact | This cohort | Catalog | Difference |
|---|---|---|---|
| MCP server (any) | 9% | 14% | -5 |
| MCP server (first-party) | 11% | 12% | -1 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 6% | 11% | -5 |
| Security | 98% | 98% | 0 |
| Arazzo workflows | 2% | 2% | 0 |
| Governance rules | 2% | 14% | -12 |
mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.
- 1 Edge Impulse 69.4
- 2 Viam 60.2
- 3 Roboflow 55.9
- 4 CharitySense 46.1
- 5 Ubicquia 38.4
- 6 Anduril Industries 36.2
- 7 Argmax 34.5
- 8 Gcore 33.5
- 9 AnyVision 30.9
- 10 Horizon Robotics 28.8
- 1 Roboflow 54
- 2 Edge Impulse 37.7
- 3 CharitySense 30
- 4 Horizon Robotics 23.4
- 5 Viam 22.8
- 6 Ubicquia 22.1
- 7 BrightAI 22.1
- 8 Anduril Industries 21.5
- 9 Gcore 19.8
- 10 AnyVision 19.8
Coverage caveat. 50 of 52 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 5 October 2026, across 29093 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.
Work with this as data
Every tag here is available over the APIs.io API and to AI agents over MCP.