emerging · 0.0 market industrydomain

Simulation

Score 20.9 / 100 107 providers +32 via APIs 49 APIs Search apis.io →
Variants seen in the corpus: SimulationsSimulation

Providers using this tag (107)

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

Strong 3 Solid coverage with minor gaps
SynthflowVoiceVoice AgentsNo-CodeTelephony1 API58.9Terabase EnergySolarRenewable EnergyEnergy ModelingUtility-Scale Solar2 APIs57.4QC WareCompanyQuantum ComputingComputational ChemistryQuantum Chemistry2 APIs55.6
Developing 10 Usable, with meaningful gaps to close
ScorecardCompanyArtificial IntelligenceAgentsEvaluation1 API52.8CovalCompanyAI AgentsVoice AITesting20 APIs52.1Amazon SimSpace WeaverDefenseDigital TwinSpatial Simulation1 API49.8SandboxAQCompanyArtificial IntelligenceSecurityCryptography1 API49.6OptilogicSupply ChainSupply Chain DesignNetwork Optimization1 API48.5PVcaseSolarEnergyRenewable EnergyPhotovoltaics1 API48.4BluejayCompanyArtificial IntelligenceAI AgentsVoice AI1 API48.3Amazon RoboMakerRobotics1 API44.7AgiBotCompanyRoboticsHumanoid RobotsEmbodied AI3 APIs44.6Cosmo TechCompanyDigital TwinArtificial Intelligence7 APIs41.6
Thin 12 Limited public surface area
SimSpaceCompanyCybersecurityCyber RangeSecurity Training1 API39.0Polymath RoboticsRoboticsAutonomyIndustrial VehiclesOff-Highway1 API37.2SimScaleCAECFDFEA1 API36.7Cove.ToolCompanyBuilding PerformanceEnergy ModelingDaylight Analysis4 APIs35.3AI HabitatArtificial IntelligenceEmbodied AIRobotics1 API34.8CovalArtificial IntelligenceAgentsVoice AI1 API34.5LabsterCompanyEducationEdTechVirtual Labs33.3TenderlyWeb3BlockchainSmart ContractsEthereum6 APIs32.9RescaleCompanyHigh Performance ComputingCloud2 APIs32.5RiverlaneQuantum ComputingQuantum Error CorrectionDecoderScientific Computing1 API31.9ADROAerodynamicsComputational Fluid DynamicsAutomotive2 APIs31.3AnsysEngineeringCAECFD2 APIs29.4
Emerging 43 Early or largely undocumented
SimudyneCompanyAgent-Based ModelingSynthetic Data1 API25.9Maxim AIArtificial IntelligenceLLMAgentsObservability1 API25.8Parallel DomainCompanyArtificial IntelligenceSynthetic Data25.8FACTORY I/OIndustrial AutomationSoftware Simulation1 API25.6Realtime RoboticsCompanyRoboticsMotion PlanningIndustrial Automation3 APIs25.5MursionCompanyLearning and DevelopmentCorporate Training24.9Adjuvo MotionHapticsVirtual RealityExtended RealityRobotics1 API24.7NewtonArtificial IntelligenceLinux FoundationPhysics1 API24.5zSpaceCompanyEducationAugmented RealityVirtual Reality2 APIs24.1WorldVizVirtual RealityAugmented RealityResearch23.7Habitat LabArtificial IntelligenceEmbodied AIResearchRobotics1 API21.6Klang GamesCompanyConsumerGamingGame Development1 API21.2TransfrCompanyEducationWorkforce DevelopmentVirtual Reality20.8Interplay LearningCompanyEdTechSkilled TradesTraining19.7SIMULIA (Dassault Systemes)FEACFDElectromagnetics5 APIs18.0LecturioCompanyAi Enterprise SoftwareEducationEdTech17.9Genesis AICompanyEnterprise AIRoboticsArtificial Intelligence17.7General IntuitionCompanyArtificial IntelligenceMachine-LearningFoundation Models17.5ColibriCompanyQuantum ComputingDeep TechSDK17.0EvolveApp INC.CompanyArtificial IntelligenceLearning ManagementCorporate Training16.2HyperganicCompanyDeep TechAdditive Manufacturing3D Printing15.4BranchtrackCompanyE-LearningLearning and DevelopmentInstructional Design14.9NtopologyCompanyEngineeringComputational 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-Learning13.0CenosCompanyEngineeringElectromagnetics12.6Helm.aiCompanyArtificial IntelligenceAutonomous DrivingAutomotive12.6MachinationsCompanyGame DesignGame Economy12.5LatoCompanyArtificial IntelligenceAgentsMarket Research12.3Open 3D Foundation3D EngineGamingLinux Foundation1 API12.3ImprobableCompanyVenture BuilderMetaverseGaming11.9Loft DynamicsCompanyInfrastructureAviationFlight Simulation11.9Health ScholarsCompanyTrainingVirtual Reality11.6World Golf TourCompanyGolfGamingSports11.4IntrinsicIndustrial RoboticsRoboticsAutomationManufacturing11.3COMSOLMultiphysicsEngineeringCAE11.1Beyond MathCompanyArtificial IntelligencePhysics SimulationMachine-Learning11.0
Minimal 38 Almost no public developer surface
1QBitCompanyQuantum ComputingOptimizationMachine-Learning10.8Unitree RoboticsRoboticsQuadruped RobotsHumanoid RobotsRobot Dog10.3Thea EnergyCompanyEnergyFusion EnergyNuclear Fusion10.0Praxis LabsCompanyLearningLeadership DevelopmentCorporate Training9.5AaruCompanyArtificial IntelligencePredictions9.4GeopipeCompany3DDigital TwinGeospatial9.3PhysicsxCompanyArtificial IntelligenceMachine-LearningEngineering8.7Generative EngineeringCompanyEngineering ServicesGenerative Design8.5SimrCompanySimOpsSimulation Operations8.5RiiicoCompanyManufacturingDigital Twin3D8.42Eyes VisionCompanyMedical DevicesOphthalmologyVision Care8.3SimileCompanyAi 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
Unrated 1 Not yet scored
PathmindCompanyArtificial IntelligenceMachine-LearningReinforcement Learning1 API

APIs with this tag (49)

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 2 Complete, well-documented, and agent-ready
Amigo Simulation APIThe Simulation API from Amigo — 17 operation(s) for simulation.69.0Amigo Simulations APIThe Simulations API from Amigo — 33 operation(s) for simulations.69.0
Strong 3 Solid coverage with minor gaps
Grubhub Testing APIGrubhub ships its partner test surface as part of the published contract: create a transmission test, simul...59.4qsimqsim is a high-performance C++ state-vector simulator with a Python (qsimcirq) binding that plugs directly ...57.3Accrue Savings Simulations APISimulations are used to simulate payments authorizations and captures for Card Rails (Virtual Debit Cards).56.3
Developing 18 Usable, with meaningful gaps to close
Coval Simulations APILaunch and manage individual simulation executions52.1A7 Analytics Platform - Auction Simulation APISimulate Xetra auctions against historical order book data on the A7 Analytics Platform.52.0Revolut Simulations APIThe Simulations API is only available in the Sandbox environment. It lets you simulate certain events that ...52.0Sweep Simulation APIThe Simulation API from Sweep — 2 operation(s) for simulation.51.6Bond Simulation (Sandbox) APISandbox-only endpoints for deterministically testing banking flows before going live — simulate a card tran...51.0Upward Financial simulations APIThe simulations API from Upward Financial — 3 operation(s) for simulations.50.8Riot Simulation APIProvides data about phishing campaigns, corresponding attacks and related events.50.5SandboxAQ MCP ServerA fully managed, per-tenant Model Context Protocol server that exposes SandboxAQ's proprietary scientific A...49.6Bluejay Simulations APIThe Simulations API from Bluejay — 3 operation(s) for simulations.48.3Picus Security Simulations APIThe Simulations API from Picus Security — 4 operation(s) for simulations.47.9Slope Simulation APIThe Simulation API from Slope — 7 operation(s) for simulation.47.7Wayflyer Simulation APIThe Simulation API from Wayflyer — 1 operation(s) for simulation.47.0Kelvin Simulations APIThe Simulations API from Kelvin — 2 operation(s) for simulations.45.33DEXPERIENCE Manufacturing Process Web ServicesREST API for managing manufacturing processes, process plans, and operations on the 3DEXPERIENCE platform, ...42.5Cashfree Payments Simulation APICollection of APIs to handle simulation.42.0Lorum Simulation APIThe Simulation API from Lorum — 4 operation(s) for simulation.40.8Increase Simulations APIThe Simulations API from Increase — 48 operation(s) for simulations.40.3Wise simulation APIUse these endpoints to simulate key actions in the sandbox environment, including transfer state changes, b...39.4
Thin 12 Limited public surface area
SimSpace Platform APIThe SimSpace Portal Suite platform API. SimSpace describes the cyber range platform as built API-first, giv...39.0SimScale Simulations APISimulation setup and configuration36.7Rockwell Automation Emulate3D APIEmulate3D Core API provides programmatic access to 3D simulation and digital twin capabilities for factory ...34.9AI HabitatAI Habitat simulation framework for embodied AI research, including Habitat-Sim (high-performance 3D simula...34.8AspenTech aspenONE APIAspenTech provides process optimization and simulation software for energy, chemicals, and manufacturing in...34.6Coval Simulations APIInspect individual simulation results.34.5Lead Bank Simulation APIThe Simulation API from Lead Bank — 11 operation(s) for simulation.33.8Tenderly REST APICore REST API for managing Tenderly projects including smart contract simulations, alerts, Web3 Actions, co...32.9Tenderly Simulation APIDry-run Ethereum and EVM transactions before execution to preview outcomes including asset and balance chan...32.9Deltakit Cloud APIBearer-token cloud service backing the Deltakit SDK. Exposes the compute-heavy and proprietary parts of the...31.9Alchemy Simulation APIREST/JSON-RPC API for simulating transactions and asset changes before broadcasting.30.1Hoverfly Simulation APIManage simulation request-response pairs and metadata.29.0
Emerging 14 Early or largely undocumented
Thunes Simulation APIThe Simulation API from Thunes — 3 operation(s) for simulation.26.0Meow Simulations APITrigger simulated events — inbound transfers, card authorizations, application approval — to test integrati...25.8FACTORY I/O Web APIThe web server in Factory I/O exposes a REST API for reading and writing simulation values from external cl...25.6Resolver CloudResolver is Realtime Robotics' cloud optimisation application, reached at app.resolver.rtr.ai (global) and ...25.5Maya Bifrost APIBifrost is Maya's visual programming environment for creating simulation and procedural effects. It provide...24.6Newton Physics EngineNewton is a Python library and physics simulation engine. It is consumed programmatically via Python (not a...24.5Pendle Router Static (On-chain Helper)RouterStatic is an on-chain read-only helper contract that exposes simulation and quoting functions used by...24.3SeleneSelene is Quantinuum's plugin-extensible emulator for hybrid quantum computation. It simulates the behavior...22.1Habitat LabHabitat Lab provides an overview of Habitat 2.0 with documentation, quickstart code, and reproducing benchm...21.6ABB RobotStudio SDKThe RobotStudio SDK enables developers to build custom applications, Add-Ins, and SmartComponents that exte...20.2Pasqal Emulators (EMU-MPS, EMU-SV)Pasqal's PyTorch-based GPU-accelerated emulator monorepo housing EMU-MPS (matrix-product-state emulator for...19.5Breathe Simulate APIAPI-delivered battery simulation service for predicting performance and degradation with validated physics-...18.7MoonLake AI Generation APIHosted generation API that turns a prompt and optional reference images or video into physically accurate, ...14.5Open 3D Foundation APIProgrammatic access to O3DE engine APIs, 3D rendering tools, and game development resources.12.3

Companies reaching this through an API (32)

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.

ABB Robotics Accrue Savings Alchemy Amigo AspenTech Autodesk Maya Bond Breathe Battery Technologies Cashfree Payments Dassault Systèmes Deutsche Börse Google Quantum AI Grubhub Hoverfly Increase Kelvin Lead Bank Lorum Meow Pasqal Pendle Finance Picus Security Quantinuum Revolut Riot Rockwell Automation Slope Sweep Thunes Upward Financial Wayflyer Wise

Score breakdown

Frequency
63.0
log-scaled weighted occurrences
Breadth
3.0
spread across providers
Quality lift
22.0
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Engineering 14 co-occurrences Digital Twin 12 co-occurrences CAE 8 co-occurrences Embodied AI 8 co-occurrences Robotics 26 co-occurrences Virtual Reality 9 co-occurrences World Models 6 co-occurrences Optimization 7 co-occurrences

Where this tag comes from

Provider tag107
Api tag49
Openapi tag21
Openapi op tag148

Cohort brief

Auto-generated

The 102 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
102
all scored
Mean Kin Score
19.9
-4.1 vs catalog 24
Mean Agent Readiness
8.7
-3.7 vs catalog 12.4
Spread
2–58.9
median 13.8 · σ 14.7
How the 102 split by band
Exemplar 0Strong 3Developing 10Thin 12Emerging 43Minimal 34
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 22 23.4 -1.4 102
Access Clarity 24.2 26.5 -2.3 102
Discoverability 58.3 61 -2.7 102
Contract Governance 3.2 6.5 -3.3 102
Operational Transparency 9.6 14 -4.4 102
Contract Quality 11 20.1 -9.1 102

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) 11% 10% +1
MCP server (first-party) 14% 13% +1
Agent Skills 0% 0% 0
OAuth scopes 9% 11% -2
Security 99% 96% +3
Arazzo workflows 0% 2% -2
Governance rules 5% 13% -8

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 Synthflow 58.9
  2. 2 Terabase Energy 57.4
  3. 3 QC Ware 55.6
  4. 4 Scorecard 52.8
  5. 5 Coval 52.1
  6. 6 Amazon SimSpace Weaver 49.8
  7. 7 SandboxAQ 49.6
  8. 8 Optilogic 48.5
  9. 9 PVcase 48.4
  10. 10 Bluejay 48.3
Top by Agent Readiness
  1. 1 Coval 59.8
  2. 2 Terabase Energy 58.9
  3. 3 Optilogic 54.9
  4. 4 Synthflow 54
  5. 5 Scorecard 50.9
  6. 6 ADRO 39.7
  7. 7 Bluejay 38.6
  8. 8 AgiBot 37.9
  9. 9 Amazon SimSpace Weaver 37.1
  10. 10 Amazon RoboMaker 36.3
All 107 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 20 September 2026, across 27620 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.

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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

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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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