emerging · -0.4 market industrydomain

Simulation

Score 20.5 / 100 108 providers +32 via APIs 50 APIs Search apis.io →
Business capabilities this tag reaches
Cybersecurity Management 1
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
Developing 8 Usable, with meaningful gaps to close
Thin 14 Limited public surface area
Emerging 37 Early or largely undocumented
Parallel DomainCompanyArtificial IntelligenceSynthetic Data26.0SimudyneCompanyAgent-Based ModelingSynthetic Data1 API25.4Maxim AIArtificial IntelligenceLLMAgentsObservability1 API24.9WorldVizVirtual RealityAugmented RealityResearch24.7Adjuvo MotionHapticsVirtual RealityExtended RealityRobotics1 API24.4Klang GamesCompanyConsumerGamingGame Development1 API23.7FACTORY I/OIndustrial AutomationSoftware Simulation1 API23.5NewtonArtificial IntelligenceLinux FoundationPhysics1 API22.8MursionCompanyLearning and DevelopmentCorporate Training22.6zSpaceCompanyEducationAugmented RealityVirtual Reality2 APIs21.7TransfrCompanyEducationWorkforce DevelopmentVirtual Reality20.2Habitat LabArtificial IntelligenceEmbodied AIResearchRobotics1 API19.9Interplay LearningCompanyEdTechSkilled TradesTraining18.3General IntuitionCompanyArtificial IntelligenceMachine LearningFoundation Models16.9SIMULIA (Dassault Systemes)FEACFDElectromagnetics5 APIs16.8Genesis AICompanyEnterprise AIRoboticsArtificial Intelligence16.5LecturioCompanyAi Enterprise SoftwareEducationEdTech16.5ColibriCompanyQuantum ComputingDeep TechSDK15.4HyperganicCompanyDeep TechAdditive Manufacturing3D Printing14.9EvolveAppCompanyArtificial IntelligenceLearning ManagementCorporate Training14.7MoonLake AICompanyArtificial IntelligenceWorld Models1 API14.6BranchtrackCompanyE-LearningLearning and DevelopmentInstructional Design14.4CircuitLabCompanyElectronicsCircuit SimulationSchematic Capture13.7Applied IntuitionCompanyAutonomyPhysical AIAutonomous Vehicles13.5Helm.aiCompanyArtificial IntelligenceAutonomous DrivingAutomotive12.9NearaCompanyUtilitiesEnergyDigital Twin12.9Gamma TechnologiesCompanyEngineering SoftwareCAE12.8LatoCompanyArtificial IntelligenceAgentsMarket Research12.8buynomicsCompanyRevenue Growth ManagementPricingPricing Optimization12.6PolaronCompanyMaterials ScienceArtificial IntelligenceMachine Learning12.4CenosCompanyEngineeringElectromagnetics12.1WaymoAutonomous VehiclesSelf-DrivingRobotaxiRide Hailing12.0Experiential LabsCompanyArtificial IntelligenceMachine LearningWorld Models11.9ImprobableCompanyVenture BuilderMetaverseGaming11.6Loft DynamicsCompanyInfrastructureAviationFlight Simulation11.5Open 3D Foundation3D EngineGamingLinux Foundation1 API11.5Health ScholarsCompanyTrainingVirtual Reality11.3
Minimal 45 Almost no public developer surface
MachinationsCompanyGame DesignGame Economy10.9World Golf TourCompanyGolfGamingSports10.9Unitree RoboticsRoboticsQuadruped RobotsHumanoid RobotsRobot Dog10.7IntrinsicIndustrial RoboticsRoboticsAutomationManufacturing10.51QBitCompanyQuantum ComputingOptimizationMachine Learning10.3AaruCompanyArtificial IntelligencePredictions10.3Beyond MathCompanyArtificial IntelligencePhysics SimulationMachine Learning9.9Thea EnergyCompanyEnergyFusion EnergyNuclear Fusion9.7COMSOLMultiphysicsEngineeringCAE9.5PhysicsxCompanyArtificial IntelligenceMachine LearningEngineering8.62Eyes VisionCompanyMedical DevicesOphthalmologyVision Care8.4Praxis LabsCompanyLearningLeadership DevelopmentCorporate Training8.1GeopipeCompany3DDigital TwinGeospatial7.6RiiicoCompanyManufacturingDigital Twin3D7.3SimileCompanyAi AppsHuman Behavior7.1Arc SimulationsCompanySportsSports TechnologyCricket7.0TurbineCompanyHealthcareBiotechnologyDrug Discovery7.0ZeromatterCompanyDeep TechAutonomy7.0EntalpicCompanyArtificial IntelligenceMaterials ScienceChemistry6.9Drone Racing LeagueCompanySportsEsportsDrones6.7Generative EngineeringCompanyEngineering ServicesGenerative Design6.6SimrCompanySimOpsSimulation Operations6.6Third Dimension AICompanyArtificial Intelligence3D6.4WaabiCompanyArtificial IntelligenceAutonomous VehiclesSelf-Driving6.4Pax HistoriaCompanyGamesGamingAlternate History5.7FlexionCompanyArtificial IntelligenceRoboticsHumanoid Robots5.6AuxosCompanyMarket ResearchCustomer ResearchArtificial Intelligence5.0VsimCompanyArtificial IntelligenceRoboticsPhysics Simulation5.0Aris MachinaCompanyArtificial IntelligenceManufacturingIndustrial4.8One RobotCompanyRoboticsArtificial Intelligence4.3Inviscid AICompanyArtificial IntelligenceDigital Twin4.0Fern BotCompanyRoboticsPhysical AIReinforcement Learning3.8Odyssey AiCompanyArtificial IntelligenceWorld ModelsGenerative AI3.8VisualLogixCompanyCADComputer-Aided Design3.8digitalsurgeryCompanySurgeryHealthcareArtificial Intelligence3.6NPcoCompanyIndustrial, Energy & IotArtificial IntelligencePhysics Simulation3.5AtrisaCompanyAnalog Circuit DesignEDASemiconductors3.4Concurrent Real-TimeCompanyReal-Time ComputingEmbedded SystemsLinux3.4CongruentCompanyRadarAutonomous VehiclesSelf-Driving Cars3.4Vision SpaceCompanyRoboticsDigital Twin3.4TraderionCompanyFintechTradingTraining3.2VR MotionCompanyVirtual RealityTraining2.5Amazon RoboMakerRoboticsDefunct1 API0.0Amazon SimSpace WeaverDefenseDigital TwinSpatial Simulation1 API0.0PathmindCompanyArtificial IntelligenceMachine LearningReinforcement Learning2 APIs0.0

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 →

Strong 6 Solid coverage with minor gaps
Developing 15 Usable, with meaningful gaps to close
Accrue Savings Simulations APISimulations are used to simulate payments authorizations and captures for Card Rails (Virtual Debit Cards).53.4Sweep Simulation APIThe Simulation API from Sweep — 2 operation(s) for simulation.52.7Riot Simulation APIProvides data about phishing campaigns, corresponding attacks and related events.52.3A7 Analytics Platform - Auction Simulation APISimulate Xetra auctions against historical order book data on the A7 Analytics Platform.49.4Picus Security Simulations APIThe Simulations API from Picus Security — 4 operation(s) for simulations.49.3SandboxAQ MCP ServerA fully managed, per-tenant Model Context Protocol server that exposes SandboxAQ's proprietary scientific A...49.2Upward Financial Simulations APIThe simulations API from Upward Financial — 3 operation(s) for simulations.48.4Bond Simulation (Sandbox) APISandbox-only endpoints for deterministically testing banking flows before going live — simulate a card tran...48.2Increase Simulations APIThe Simulations API from Increase — 48 operation(s) for simulations.48.1Wayflyer Simulation APIThe Simulation API from Wayflyer — 1 operation(s) for simulation.47.4Slope Simulation APIThe Simulation API from Slope — 7 operation(s) for simulation.45.43DEXPERIENCE Manufacturing Process Web ServicesREST API for managing manufacturing processes, process plans, and operations on the 3DEXPERIENCE platform, ...41.0Kelvin Simulations APIThe Simulations API from Kelvin — 2 operation(s) for simulations.40.9Cashfree Payments Simulation APICollection of APIs to handle simulation.39.7Wise Simulation APIUse these endpoints to simulate key actions in the sandbox environment, including transfer state changes, b...39.6
Thin 14 Limited public surface area
Lorum Simulation APIThe Simulation API from Lorum — 4 operation(s) for simulation.39.2SimScale Simulations APISimulation setup and configuration36.2Coval Simulations APIInspect individual simulation results.35.5SimSpace Platform APIThe SimSpace Portal Suite platform API. SimSpace describes the cyber range platform as built API-first, giv...35.0AI HabitatAI Habitat simulation framework for embodied AI research, including Habitat-Sim (high-performance 3D simula...34.4Deltakit Cloud APIBearer-token cloud service backing the Deltakit SDK. Exposes the compute-heavy and proprietary parts of the...33.4A2APark A2A AgentThe Park's agent-to-agent surface: an anonymous A2A 0.3.0 JSON-RPC endpoint whose single method, message/se...33.3AspenTech Aspen ONE APIAspenTech provides process optimization and simulation software for energy, chemicals, and manufacturing in...33.0Lead Bank Simulation APIThe Simulation API from Lead Bank — 11 operation(s) for simulation.32.8Tenderly REST APICore REST API for managing Tenderly projects including smart contract simulations, alerts, Web3 Actions, co...31.7Tenderly Simulation APIDry-run Ethereum and EVM transactions before execution to preview outcomes including asset and balance chan...31.7Alchemy Simulation APIREST/JSON-RPC API for simulating transactions and asset changes before broadcasting.30.1Resolver CloudResolver is Realtime Robotics' cloud optimisation application, reached at app.resolver.rtr.ai (global) and ...27.5Hoverfly Simulation APIManage simulation request-response pairs and metadata.26.9
Emerging 14 Early or largely undocumented
Rockwell Automation Emulate3D APIEmulate3D Core API provides programmatic access to 3D simulation and digital twin capabilities for factory ...25.7Thunes Simulation APIThe Simulation API from Thunes — 3 operation(s) for simulation.25.3Meow Simulations APITrigger simulated events — inbound transfers, card authorizations, application approval — to test integrati...23.9FACTORY I/O Web APIThe web server in Factory I/O exposes a REST API for reading and writing simulation values from external cl...23.5Maya Bifrost APIBifrost is Maya's visual programming environment for creating simulation and procedural effects. It provide...23.5Pendle Router Static (On-chain Helper)RouterStatic is an on-chain read-only helper contract that exposes simulation and quoting functions used by...22.9Newton Physics EngineNewton is a Python library and physics simulation engine. It is consumed programmatically via Python (not a...22.8SeleneSelene is Quantinuum's plugin-extensible emulator for hybrid quantum computation. It simulates the behavior...20.4ABB RobotStudio SDKThe RobotStudio SDK enables developers to build custom applications, Add-Ins, and SmartComponents that exte...19.9Habitat LabHabitat Lab provides an overview of Habitat 2.0 with documentation, quickstart code, and reproducing benchm...19.9Pasqal Emulators (EMU-MPS, EMU-SV)Pasqal's PyTorch-based GPU-accelerated emulator monorepo housing EMU-MPS (matrix-product-state emulator for...18.7Breathe Simulate APIAPI-delivered battery simulation service for predicting performance and degradation with validated physics-...18.3MoonLake AI Generation APIHosted generation API that turns a prompt and optional reference images or video into physically accurate, ...14.6Open 3D Foundation APIProgrammatic access to O3DE engine APIs, 3D rendering tools, and game development resources.11.5

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
61.8
log-scaled weighted occurrences
Breadth
2.8
spread across providers
Quality lift
21.7
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Where this tag sits

108 providers carry this tag directly, and 109 counting the 1 narrower tag below — 2 more to reach.

CAE 10 providers

Related tags

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

Where this tag comes from

Provider tag108
Api tag50
Openapi tag15
Openapi op tag65

Cohort brief

Auto-generated

The 104 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
104
of 108 in the catalog
Mean Kin Score
18.1
-4.8 vs catalog 22.9
Mean Agent Readiness
7.8
-4.1 vs catalog 11.9
Spread
0–60
median 12.9 · σ 14.6
How the 104 split by band
Exemplar 0Strong 1Developing 10Thin 14Emerging 37Minimal 42
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 21.3 23.2 -1.9 104
Discoverability 55.4 58.1 -2.7 104
Contract Governance 2.8 6.3 -3.5 104
Access Clarity 23 26.5 -3.5 104
Operational Transparency 9 13.7 -4.7 104
Contract Quality 8.6 17.6 -9 104

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) 13% 14% -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 5% 14% -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.

Top by Kin Score
  1. 1 Synthflow 60
  2. 2 Terabase Energy 53.1
  3. 3 Scorecard 53
  4. 4 QC Ware 52.9
  5. 5 Coval 51.6
  6. 6 Bluejay 50.5
  7. 7 SandboxAQ 49.2
  8. 8 Optilogic 48.9
  9. 9 AgiBot 47.1
  10. 10 PVcase 44.9
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 48.7
  6. 6 Bluejay 38.6
  7. 7 ADRO 36.3
  8. 8 AgiBot 35.8
  9. 9 Cosmo Tech 29
  10. 10 FACTORY I/O 28.1
All 108 members of this roster resolve to a provider in the catalog; 104 carry a score (96%). The figures above describe the scored members only.
Coverage caveat. 100 of 104 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 5 October 2026, across 29093 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.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

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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