Edge AI
Providers using this tag (53)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Exemplar 1 Complete, well-documented, and agent-ready
Strong 1 Solid coverage with minor gaps
Thin 5 Limited public surface area
Emerging 26 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 | 24.9 | 23.4 | +1.5 | 50 |
| Discoverability | 58.5 | 61 | -2.5 | 50 |
| Contract Governance | 3.5 | 6.5 | -3 | 50 |
| Access Clarity | 22.4 | 26.5 | -4.1 | 50 |
| Operational Transparency | 9.5 | 14 | -4.5 | 50 |
| Contract Quality | 7.3 | 20.1 | -12.8 | 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) | 8% | 10% | -2 |
| MCP server (first-party) | 12% | 13% | -1 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 6% | 11% | -5 |
| Security | 100% | 96% | +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 Edge Impulse 67.4
- 2 Viam 60.2
- 3 Roboflow 53.9
- 4 Ubicquia 42.3
- 5 Gcore 37.6
- 6 Anduril Industries 36.5
- 7 Argmax 34.3
- 8 AnyVision 29.9
- 9 Horizon Robotics 27.5
- 10 Cogniac 26.1
- 1 Roboflow 54
- 2 Edge Impulse 37.7
- 3 Ubicquia 24.3
- 4 Horizon Robotics 23.4
- 5 Viam 22.8
- 6 BrightAI 22.1
- 7 Anduril Industries 21.5
- 8 Gcore 19.8
- 9 AnyVision 19.8
- 10 Cogniac 9
Work with this as data
Every tag here is available over the APIs.io API and to AI agents over MCP.