Simulation
SimulationsSimulation
Providers using this tag (109)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Exemplar 1 Complete, well-documented, and agent-ready
Strong 5 Solid coverage with minor gaps
Developing 7 Usable, with meaningful gaps to close
Thin 13 Limited public surface area
Emerging 45 Early or largely undocumented
Minimal 38 Almost no public developer surface
APIs with this tag (54)
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 →
Exemplar 5 Complete, well-documented, and agent-ready
Strong 6 Solid coverage with minor gaps
Developing 14 Usable, with meaningful gaps to close
Thin 17 Limited public surface area
Emerging 12 Early or largely undocumented
Companies reaching this through an API (35)
These companies publish an API, specification or operation carrying “Simulation” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.
Score breakdown
Where this tag sits
109 providers carry this tag directly, and 111 counting the 1 narrower tag below — 2 more to reach.
Related tags
Where this tag comes from
Markets provisional
Kin Score markets whose measured providers carry this tag. Share is the fraction of the market's measured providers that carry it — it describes the market, not this tag.
| Market | Share of the market's providers |
|---|---|
| Engineering CAD, CAE and PLM | 21% |
Cohort brief
Auto-generatedThe 105 providers in the APIs.io catalog tagged Simulation, 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 | 23.5 | 23.9 | -0.4 | 105 |
| Developer Ergonomics | 21 | 23.2 | -2.2 | 105 |
| Discoverability | 55.3 | 57.9 | -2.6 | 105 |
| Contract Governance | 3 | 6.5 | -3.5 | 105 |
| Operational Transparency | 8.9 | 13 | -4.1 | 105 |
| Contract Quality | 8.3 | 17.2 | -8.9 | 105 |
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) | 14% | 13% | +1 |
| MCP server (first-party) | 11% | 12% | -1 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 9% | 11% | -2 |
| Security | 99% | 98% | +1 |
| Arazzo workflows | 0% | 2% | -2 |
| Governance rules | 7% | 16% | -9 |
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 Scorecard
- 2 Synthflow
- 3 Coval
- 4 Terabase Energy
- 5 AgiBot
- 6 QC Ware
- 7 SandboxAQ
- 8 Optilogic
- 9 PVcase
- 10 Cosmo Tech
- 1 Coval {"score" => 60.7, "band" => "agent-ready"}
- 2 Terabase Energy {"score" => 57.8, "band" => "agent-ready"}
- 3 Optilogic {"score" => 55.6, "band" => "agent-ready"}
- 4 Synthflow {"score" => 54.9, "band" => "agent-ready"}
- 5 Scorecard {"score" => 49.8, "band" => "agent-ready"}
- 6 ADRO {"score" => 49.6, "band" => "agent-native"}
- 7 AgiBot {"score" => 35.8, "band" => "agent-ready"}
- 8 Tenderly {"score" => 30.2, "band" => "agent-ready"}
- 9 QC Ware {"score" => 29.9, "band" => "agent-ready"}
- 10 SandboxAQ {"score" => 29.6, "band" => "agent-ready"}
Coverage caveat. 101 of 105 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 31 October 2026, across 31983 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.