Ai Ml
Providers using this tag (99)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Strong 4 Solid coverage with minor gaps
Developing 19 Usable, with meaningful gaps to close
Thin 10 Limited public surface area
Emerging 32 Early or largely undocumented
Minimal 34 Almost no public developer surface
APIs with this tag (0)
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Score breakdown
Related tags
Where this tag comes from
Cohort brief
Auto-generatedThe 97 providers in the APIs.io catalog tagged Ai Ml, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Access Clarity | 32.3 | 26.5 | +5.8 | 97 |
| Developer Ergonomics | 27.1 | 23.2 | +3.9 | 97 |
| Discoverability | 58.5 | 58.1 | +0.4 | 97 |
| Contract Governance | 5.2 | 6.3 | -1.1 | 97 |
| Operational Transparency | 12.6 | 13.7 | -1.1 | 97 |
| Contract Quality | 11.8 | 17.6 | -5.8 | 97 |
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) | 19% | 14% | +5 |
| MCP server (first-party) | 18% | 12% | +6 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 9% | 11% | -2 |
| Security | 100% | 98% | +2 |
| Arazzo workflows | 4% | 2% | +2 |
| 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 Parallel Web Systems 62.8
- 2 Jasper 59.3
- 3 ArthurAI 58.7
- 4 tessl.io 56.5
- 5 ZenZap 54.1
- 6 Adobe Creative Cloud 53.4
- 7 Sarvam 53
- 8 Prolific 52.8
- 9 Adobe Photoshop 52.6
- 10 Scribe 51.5
- 1 Parallel Web Systems 60.2
- 2 Jasper 56.7
- 3 ArthurAI 41.5
- 4 Adobe Photoshop 39.2
- 5 ZenZap 39
- 6 tessl.io 38.2
- 7 Recurrency 37.6
- 8 Dashbot 35.2
- 9 Alpic 31.8
- 10 Inception 31.5
Work with this as data
Every tag here is available over the APIs.io API and to AI agents over MCP.