Veecle
Also known as: Veecle GmbH, Veecle OS, Veecle Studio
Agent infrastructure that gives AI agents access to virtual chips, hardware knowledge, and physics simulation via a single API and MCP, so they can build, run, and test firmware without hardware.
Veecle brings the physical world to AI agents. As trillions of machines (sensors, robots, drones, vehicles) come online, each runs firmware, and firmware is the one place agents still cannot close their write, run, observe, and fix loop, because an agent can write firmware but cannot run it on a real chip, see what the chip did, or fix what it cannot observe. Through Veecle's MCP and single API, agents build, run, and test firmware on a virtual instance of the real target chip, with no hardware, flashing, or waiting, so the chip becomes a programmable resource that agents can call, evaluate, and learn from. Around this sits an open browser-based platform: Veecle OS is open source and fully portable with no proprietary dependencies and abstracts away hardware, operating systems, and communication protocols so developers write application logic once. An AI provisions a workspace from a natural-language project description, recommends tools from a catalog of simulators and toolchains, and a Copilot that understands the full architecture (controllers, networks, telemetry, and data flows) generates verifiable components, defines optimization goals, and validates code against real physics using high-fidelity simulators like BeamNG, CARLA, and Isaac Sim, streaming live telemetry from every sensor, ECU, and actuator and flagging anomalies before any hardware exists. Safety constraints and structural rules are enforced to prevent hallucinations and keep every generated component within specification, and the whole flow, from code generation to simulation to deployment, runs across one integrated CI/CD pipeline.
Vendor details
Canonical URL
https://veecle.ai
Category
Agent infrastructure
Funding status
Berlin, Germany deep-tech startup (Veecle GmbH) building an operating system and cloud development platform for software-defined vehicles and connected machines. Founded by an international team from Germany, Italy, and South Korea with backgrounds across automotive OEMs, suppliers, open-source, software security, and academia; associated with Plug and Play. Specific funding figures were not retrieved this session.
Company status
independent
Use cases & customers
Primary use cases
Target customers
Deployment options
Integrations
Exposes hardware knowledge, simulations, and virtual devices to agents through a single API and an MCP server, with a catalog of simulators, frameworks, and toolchains (including BeamNG, CARLA, and Isaac Sim) addable in one click, live telemetry from every sensor, ECU, and actuator, and integration across the full CI/CD pipeline.
Sources & related URLs
Capability coverage
9.5 / 14 capabilities · 68%
| Integrations & Tool CallingExposes hardware, simulations, and virtual devices to agents through a single API and MCP, offers a one-click catalog of simulators and toolchains including BeamNG, CARLA, and Isaac Sim, streams live telemetry from every sensor, ECU, and actuator, and integrates across the CI/CD pipeline. | Full |
|---|---|
| Workflow OrchestrationThe platform runs the full write, run, observe, and fix loop for firmware across an integrated CI/CD pipeline, from AI code generation through simulation testing to deployment, with no manual stitching between steps. | Full |
| Knowledge Grounding & RAGVeecle gives agents access to hardware knowledge, and its Copilot understands the full system architecture (controllers, networks, telemetry, and data flows) and grounds generated components in that architecture and simulation results rather than producing isolated snippets. | Full |
| Human Oversight & GuardrailsThe platform enforces safety constraints and structural rules to prevent hallucinations and keep every AI-generated component within specification, and developers define goals and review output, but no formal human approval or sign-off workflow is documented. | Partial |
| Security, Identity & GovernanceVeecle OS is open source and fully portable with no proprietary dependencies, the platform enforces safety constraints, and firmware runs on isolated virtual instances, but specific security or safety certifications were not retrieved this session. | Partial |
| Observability & AuditabilityVeecle's core value is that agents can see what the chip did: running firmware on a virtual chip with live telemetry streaming from every sensor, ECU, and actuator (speed, steering, GPS, IMU, vision) in real time, flagging anomalies before any prototype exists. | Full |
| Memory & State PersistenceThe Copilot maintains persistent context of the full system architecture and agents can call, evaluate, and learn from the virtual chip, but no explicit per agent memory construct is documented. | Partial |
| Deployment & Data ResidencyVeecle OS is open source and fully portable with no proprietary dependencies, so a customer's code, architecture, and deployment remain theirs, and manufacturers can develop, test, and bring functions directly onto their own products independent of suppliers. | Full |
| Prebuilt Agents / Templates / PacksOffers a growing catalog of simulators, frameworks, and toolchains addable in one click plus reusable Veecle OS components, but this is a tool and component catalog rather than a catalog of prebuilt agents or packs. | Partial |
| Triggers & Channel CoverageThe integrated CI/CD pipeline triggers simulation and deployment steps and telemetry driven anomaly detection flags issues, but broad event trigger and channel coverage is not documented. | Partial |
| Model Flexibility & RoutingVeecle provides an AI Copilot but no customer selectable model or multi provider routing is documented on the retrieved pages. | Unable to verify |
| APIs / SDKs / MCP ExtensibilityVeecle exposes a single API and an MCP server through which agents build, run, and test firmware on virtual chips as a programmable resource, and Veecle OS is open source, giving strong programmatic extensibility. | Full |
| Testing, Debugging & OptimizationAgents build, run, and test firmware on a virtual instance of the real target chip and can call, evaluate, and learn from it, while the Copilot leverages high-fidelity simulation to validate and improve code and generate verifiable, specification-compliant components, catching issues before hardware exists. | Full |
| Browser / Computer-useAgents interact with virtual chips and simulators through the API and MCP rather than by driving a browser or GUI. The browser based interface is the human developer surface, not agent computer use, and no such capability is documented. | Unable to verify |
Pricing
Open a browser and start; Veecle OS is open source and many tools are free. Simulators and toolchains carry transparent per-hour usage pricing (exact rates not retrieved this session).
per-hour usage for simulators/toolchains; open-source OS free
Cost watchouts
High-fidelity simulators (BeamNG, CARLA, Isaac Sim) and premium toolchains bill per hour, so heavy simulation usage can add up. Open-source tools and the OS itself are free.
Variable cost rationale
Cost scales with per-hour usage of high-fidelity simulators and premium toolchains, so heavy simulation workloads drive spend, though the open-source OS and free tools cap entry cost.
Sales call required
No — self-serve available
Free / trial
Open-source OS and many open-source tools free; browser start
Lowest paid plan
Per-hour usage for premium simulators/toolchains; open-source free
Key ambiguities
Pricing is described as transparent per-hour for catalog tools with many free open-source options, but exact per-hour rates were not retrieved this session.
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