emerging · 2.2

Simulation

Score 21.0 / 100 116 providers 35 APIs Search apis.io →
Variants seen in the corpus: Simulationsimulation

Providers using this tag (116)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Exemplar 1 Complete, well-documented, and agent-ready
Strong 4 Solid coverage with minor gaps
Developing 18 Usable, with meaningful gaps to close
Thin 17 Limited public surface area
Emerging 39 Early or largely undocumented
SimudyneCompanyAgent-Based ModelingSynthetic Data1 API25.9Maxim AIArtificial IntelligenceLLMAgentsObservability1 API25.8Parallel DomainCompanyArtificial IntelligenceSynthetic Data25.8NewtonArtificial IntelligenceLinux FoundationPhysics1 API24.5Pendle FinanceDeFiYield TradingYield StrippingPrincipal Tokens9 APIs24.3ThunesFintechCross-BorderPaymentsFX1 API23.9QuantinuumQuantum ComputingTrapped IonQuantum HardwareQuantum Software9 APIs22.1Habitat LabArtificial IntelligenceEmbodied AIResearchRobotics1 API21.6Klang GamesCompanyConsumerGamingGame Development1 API21.2ABB RoboticsRoboticsIndustrial RoboticsIndustrial AutomationManufacturing4 APIs20.2Interplay LearningCompanyEdtechSkilled TradesTraining19.7PasqalQuantum ComputingNeutral AtomQuantumQPU8 APIs19.5Breathe Battery TechnologiesCompanyBatteryBattery SimulationElectric Vehicles1 API18.7SIMULIA (Dassault Systemes)FEACFDElectromagnetics5 APIs18.0LecturioCompanyAi Enterprise SoftwareEducationEdTech17.9Genesis AICompanyEnterprise; AiRoboticsArtificial Intelligence17.7ColibriCompanyQuantum ComputingDeep TechSDK17.0General IntuitionCompanyArtificial IntelligenceMachine-LearningFoundation Models16.8HyperganicCompanyDeep TechAdditive Manufacturing3D Printing15.4NtopologyCompanyEngineeringComputational DesignGenerative Design14.7MoonLake AICompanyArtificial IntelligenceWorld Models1 API14.5CircuitLabCompanyElectronicsCircuit SimulationSchematic Capture14.4WaymoAutonomous VehiclesSelf-DrivingRobotaxiRide-Hailing14.3buynomicsCompanyRevenue Growth ManagementPricingPricing Optimization13.3Gamma TechnologiesCompanyEngineering SoftwareCAE13.3NearaCompanyUtilitiesEnergyDigital Twin13.3Applied IntuitionCompanyAutonomyPhysical AIAutonomous Vehicles13.1PolaronCompanyMaterials ScienceArtificial IntelligenceMachine-Learning13.0CenosCompanyEngineeringElectromagnetics12.6MachinationsCompanyGame DesignGame Economy12.5LatoCompanyArtificial IntelligenceAgentsMarket Research12.3Open 3D Foundation3D EngineGamingLinux Foundation1 API12.3General IntuitionCompanyArtificial IntelligenceWorld ModelsAI Agents12.2ImprobableCompanyVenture BuilderMetaverseGaming11.9Loft DynamicsCompanyInfrastructureAviationFlight Simulation11.9World Golf TourCompanyGolfGamingSports11.4IntrinsicIndustrial RoboticsRoboticsAutomationManufacturing11.3COMSOLMultiphysicsEngineeringCAE11.1Beyond MathCompanyArtificial IntelligencePhysics SimulationMachine-Learning11.0
Minimal 37 Almost no public developer surface
1QBitCompanyQuantum ComputingOptimizationMachine-Learning10.8Unitree RoboticsRoboticsQuadruped RobotsHumanoid RobotsRobot Dog10.3Thea EnergyCompanyEnergyFusion EnergyNuclear Fusion10.0Praxis LabsCompanyLearningLeadership DevelopmentCorporate Training9.5AaruCompanyArtificial IntelligencePrediction9.4GeopipeCompany3DDigital TwinsGeospatial9.3PhysicsxCompanyArtificial IntelligenceMachine-LearningEngineering8.7Generative EngineeringCompanyEngineering ServicesGenerative Design8.5SimrCompanySimOpsSimulation Operations8.5RiiicoCompanyManufacturingDigital Twin3D8.4SimileCompanyAi AppsHuman Behavior8.3Arc SimulationsCompanySportsSports TechnologyCricket8.1EntalpicCompanyArtificial IntelligenceMaterials ScienceChemistry8.1ZeromatterCompanyDeep TechAutonomy8.1Drone Racing LeagueCompanySportsEsportsDrones7.8FlexionCompanyArtificial IntelligenceRoboticsHumanoid Robots7.6Third Dimension AICompanyArtificial Intelligence3D7.6WaabiCompanyArtificial IntelligenceAutonomous VehiclesSelf Driving7.6Pax HistoriaCompanyGamesGamingAlternate History7.4TurbineCompanyHealthcareBiotechnologyDrug Discovery7.0VsimCompanyArtificial IntelligenceRoboticsPhysics Simulation6.7AuxosCompanyMarket ResearchCustomer ResearchArtificial Intelligence6.3One RobotCompanyRoboticsArtificial Intelligence6.0Aris MachinaCompanyArtificial IntelligenceManufacturingIndustrial5.7Odyssey AiCompanyArtificial IntelligenceWorld ModelsGenerative AI5.5Experiential LabsCompanyArtificial IntelligenceMachine-LearningWorld Models5.3AtrisaCompanyAnalog Circuit DesignEDASemiconductors5.0Concurrent Real-TimeCompanyReal-Time ComputingEmbedded SystemsLinux5.0CongruentCompanyRadarAutonomous VehiclesSelf-Driving Cars5.0Fern BotCompanyRoboticsPhysical AIReinforcement Learning5.0Vision Space Inc.CompanyRoboticsDigital Twin5.0VisualLogixCompanyCADComputer-Aided Design5.0VR MotionCompanyVirtual RealityTraining5.0Inviscid AICompanyArtificial IntelligenceDigital Twin3.8digitalsurgeryCompanySurgeryHealthcareArtificial Intelligence3.3NPcoCompanyIndustrial, Energy & IotArtificial IntelligencePhysics Simulation3.3TraderionCompanyFintechTradingTraining2.0

APIs with this tag (32)

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 →

Strong 3 Solid coverage with minor gaps
Developing 9 Usable, with meaningful gaps to close
Thin 10 Limited public surface area
Emerging 10 Early or largely undocumented

Score breakdown

Frequency
59.5
log-scaled weighted occurrences
Breadth
3.2
spread across providers
Quality lift
26.5
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Engineering 13 co-occurrences CAE 8 co-occurrences Digital Twin 9 co-occurrences Embodied AI 8 co-occurrences World Models 7 co-occurrences Robotics 24 co-occurrences Simulations 6 co-occurrences Reinforcement Learning 6 co-occurrences

Where this tag comes from

Provider tag90
Api tag35
Openapi tag10
Openapi op tag55

Cohort brief

Auto-generated

The 116 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.

Providers
116
all scored
Mean Kin Score
22.1
+1.4 vs catalog 20.7
Mean Agent Readiness
10.7
+1.0 vs catalog 9.7
Spread
1.2–68.2
median 14.6 · σ 16.8
How the 116 split by band
Exemplar 1Strong 6Developing 16Thin 13Emerging 42Minimal 38
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 24 17.9 +6.1 116
Discoverability 61.4 60.4 +1 116
Contract Quality 17.8 17.5 +0.3 116
Operational Transparency 11.3 11.3 0 116
Access Clarity 22.3 22.3 0 116
Contract Governance 5.5 6.4 -0.9 116

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.

What this cohort publishes
ArtifactThis cohortCatalogDifference
MCP server (any) 16% 16% 0
MCP server (first-party) 9% 7% +2
Agent Skills 0% 0% 0
OAuth scopes 6% 9% -3
Security 95% 88% +7
Arazzo workflows 1% 2% -1
Governance rules 10% 13% -3

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.

Top by Kin Score
  1. 1 Plaid 68.2
  2. 2 Amigo 63.8
  3. 3 Dwolla 62.6
  4. 4 Terabase Energy 61
  5. 5 Google Quantum AI 59.3
  6. 6 Coval 55.3
  7. 7 Deutsche Börse 54.4
  8. 8 Scorecard 51.2
  9. 9 Riot 50.7
  10. 10 Bluejay 49.8
Top by Agent Readiness
  1. 1 Terabase Energy 60.6
  2. 2 Dwolla 48.6
  3. 3 Lorum 44.8
  4. 4 Coval 43.6
  5. 5 Amigo 43.5
  6. 6 AgiBot 43.2
  7. 7 Wise 42.4
  8. 8 Scorecard 41.2
  9. 9 Fifth Third Bancorp 39.4
  10. 10 Lead Bank 38.8
All 116 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 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

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Tools for tags

7 MCP tools reach this
  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

Call it yourself

curl for this page
This tag
curl "https://apis.io/api/v1/tags/simulation"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/simulation"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/simulation/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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