Edge AI
Edge AIedge-ai
Providers using this tag (50)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Thin 5 Limited public surface area
Emerging 25 Early or largely undocumented
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 50 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 | 20.8 | 17.9 | +2.9 | 50 |
| Discoverability | 58.1 | 60.4 | -2.3 | 50 |
| Operational Transparency | 8.3 | 11.3 | -3 | 50 |
| Contract Governance | 2.3 | 6.4 | -4.1 | 50 |
| Access Clarity | 18.1 | 22.3 | -4.2 | 50 |
| Contract Quality | 5.5 | 17.5 | -12 | 50 |
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) | 4% | 16% | -12 |
| MCP server (first-party) | 4% | 7% | -3 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 4% | 9% | -5 |
| Security | 92% | 88% | +4 |
| Arazzo workflows | 2% | 2% | 0 |
| Governance rules | 2% | 13% | -11 |
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 Viam 61.6
- 2 Roboflow 57.8
- 3 Gcore 37.2
- 4 Argmax 34.3
- 5 Edge Impulse 31.3
- 6 AnyVision 30.2
- 7 BrightAI 25.6
- 8 Cogniac 25.4
- 9 Anduril Industries 24.1
- 10 Kneron 23.5
- 1 Roboflow 54
- 2 Edge Impulse 25.5
- 3 BrightAI 22.1
- 4 Anduril Industries 21.5
- 5 Viam 21
- 6 AnyVision 19.8
- 7 Gcore 19.8
- 8 Cogniac 9
- 9 Ambarella 5.8
- 10 VISO 5.4
Work with this as data
Every tag here is available over the APIs.io API and to AI agents over MCP.