AI Tools for
Hardware Engineering

Free, open source parametric 3D modeler for designing real life objects, with sketching, drawings, FEA, CAM, and many other workbenches.

College-level multimodal MCQ, the only hardware-adjacent eval in OpenAI's 463-eval registry; a sanity check, not a design benchmark.

Agent skills framework that gives AI coding agents parametric CAD superpowers through the build123d Python library.

Official development framework from Espressif for building firmware for ESP32 and other Espressif chips, with drivers, Wi-Fi and Bluetooth stacks, and build tools.

Free software for creating solid 3D CAD objects from script files, aimed at programmers rather than interactive modeling.

Cross platform embedded development platform with an IDE for VS Code and a core CLI, supporting many boards and frameworks with debugging, unit testing, and static analysis.

Python library for building parametric 3D CAD models with scripts, exporting STEP, STL, AMF, and 3MF on top of the OpenCascade kernel.

Open source text-to-CAD web application that generates 3D models from natural language, powered by OpenSCAD running in the browser.

Command line tool that provides board and library managers, a sketch builder, board detection, and uploading for any Arduino compatible board or platform.

Framework for Verilog RTL synthesis that turns hardware designs into gate level netlists for ASIC cell libraries and FPGAs, and serves as a formal verification front end.

Open source Verilog and SystemVerilog simulator and linter that compiles designs into fast multithreaded C++ or SystemC models.

Code-first electronics toolchain that compiles declarative hardware modules into KiCad layouts, making circuits writable by both engineers and AI agents.

Python based parametric BREP modeling framework for 2D and 3D CAD, built on the Open Cascade kernel for CAD as code workflows.

Open source integrated development environment for writing, compiling, and uploading sketches to Arduino and compatible boards, with autocompletion and a live debugger.

A FreeCAD MCP bridge that lets AI assistants like Claude Desktop create and edit objects, run FEM analysis, and take screenshots inside FreeCAD.

Model Context Protocol server that lets LLMs like Claude interact directly with KiCad for PCB design automation, with schematic editing, custom symbol and footprint generation, JLCPCB parts and Freerouting integration

Free, open source computational fluid dynamics software for simulating fluid flow, heat transfer, and related physics in product design and research.

A documented agent-driven experiment loop inside the freerouting repo where coding agents propose routing optimizer changes and score them against frozen baselines with gate checks.

Suite of zero-dependency AI agent skills for KiCad that analyze schematics, PCBs and Gerbers, covering design review, EMC pre-compliance, BOM and fab prep.

Layout viewer and editor for chip mask layouts (GDS and OASIS), with fast viewing of huge files, editing, scripting, and layout verification.

An agent skill for SolidWorks that packages part modeling, assembly operations, drawings, FEA, and a self-review loop into a natural-language driven automation toolkit.

Embedded development skill set for AI coding assistants covering the full MCU firmware workflow: builds across Keil, IAR, CMake, and PlatformIO, flashing, GDB debugging, serial monitoring, Modbus, CAN, and VISA protocol debugging, and peripheral driver adaptation on Linux, macOS, and Windows.

Native KiCad 10 plugin exposing schematic, layout, routing, and manufacturing tools to AI agents over MCP through KiCad's official IPC API.

UK AI Safety Institute Inspect-framework registration of a ChipBench Verilog-debugging eval, bringing hardware tasks into the safety-benchmark mainstream.

Automation harness for EasyEDA Pro that gives an AI typed schematic and PCB actions in three forms, a CLI, an agent skill and a stdio MCP adapter with 12 tools, with mutations passing through workflow gates and an audit log

1,500 aligned image pairs over 6 PCB defect categories, the de-facto AOI defect-detection benchmark for vision-based inspection AI.

FreeCAD workbench with a chat interface that builds and edits 3D models from natural language through 50 structured tools and 21 LLM providers.

Rust accelerated A star autorouter for KiCad 9 and 10 as a KiCad plugin and CLI, with differential pairs, length matching, placement optimization and an AI tab plus Claude Code routing skills

A Python-based part library and package manager for parametric CAD that versions reusable parts and assemblies through git and cloud storage.

156 HDLBits-derived description-to-Verilog tasks in Machine and Human splits, verified by Icarus Verilog simulation with pass@k.

Human-written skill set that guides AI agents through KiCad schematic, layout, BOM, export and Gerber review workflows with an explicit verification ladder.

An MCP server for SolidWorks, public name SolidPilot, that raises agent input to feature-level intent and compiles it into concrete operations via a CAD-neutral intermediate representation.

Open source flow and infrastructure library that takes digital chip designs from RTL to GDSII using open source EDA tools such as OpenROAD and Yosys.

McNeel's first-party Rhino plugin and MCP server that connects Rhino and Grasshopper to AI assistants so agents can create and edit geometry, run Rhino commands, write scripts and build Grasshopper definitions in a live session.

Open source AI agent that designs, documents, and verifies PCBs from a natural-language brief directly on existing KiCad repositories.

AI agent that designs, documents and validates real PCBs from a prompt, working directly on existing KiCad repositories and checking its work with ERC and DRC.

LLM based multi-agent framework that automates OpenFOAM CFD workflows from natural language prompts, handling meshing, case setup, execution and error correction, and exposes the workflow as an MCP server.

500 simulated plus 200 forum samples testing LLM generation of Blender CAD scripts against multi-dimensional criteria.

Open source SPICE circuit simulator for analog, digital, and mixed signal circuits, driven by netlists and the command line.

A FreeCAD MCP suite combining a bridge workbench with a standalone server, offering CAD tools, headless mode, STEP/STL export, and connection resilience.

Open source MCP server that lets an AI drive a live Altium Designer session, with KiCad and EasyEDA Pro as additional backends, exposing around 450 tools for schematic, PCB, library and project operations over a DelphiScript bridge

783 engineer-authored tasks in 13 categories covering RTL design and verification (stimulus, checker, SVA generation) with hidden cocotb harnesses.

50 realistic NL-described designs scored on syntax, functionality, and synthesis plus PPA (Yosys/OpenROAD) against a reference.

A TypeScript MCP server for SolidWorks that routes simple operations through direct COM calls and complex ones through auto-generated VBA macros.

A minimal socket-based MCP workbench for FreeCAD with two core commands: fetching scene information and running arbitrary Python scripts.

Python toolkit for reading, writing, analyzing, and rendering Altium files (SchDoc, PcbDoc, libraries) directly from automation, built for command-line tools, CI checks, and design-review helpers.

AI native parametric CAD platform built as a FreeCAD fork, for designing real 3D parts through conversation with focused modeling tools and editable geometry history.

Open source LLM-powered CAD generation tool that produces 3D models from natural language using CadQuery.

MCP server and Altium scripting bridge that let an AI client query and manipulate Altium Designer projects, schematics, layouts and output jobs through Python.

Claude Code plugin for driving real Onshape CAD with vision-based decomposition and parametric iteration.

MCP based assistant for EasyEDA Pro and JLCEDA that generates and reorganizes schematics from natural language, resolves LCSC components, does constraint driven PCB placement and checkpoint backed routing, and runs native EasyEDA DRC

A Python MCP server that automates SolidWorks from AI assistants, covering parts, sketches, features, and custom code execution.

MCP server with 45 tools for programmatic CAD modeling in Onshape, covering documents, sketches, features, assemblies and mates, variable tables, FeatureScript evaluation, and STEP and STL export via the Onshape REST API.

Agent skill that takes a hardware idea to a manufacturable PCB, covering concept, schematic, sourcing, layout, routing and verification while driving EasyEDA Pro over MCP from Claude Code or Codex.

MCP server from Seeed Studio that lets AI assistants analyze KiCad schematics and PCBs, trace pin-level connections, run ERC and DRC, and generate embedded code from a design.

An MCP bridge for FreeCAD covering sketch creation, 3D operations like extrude and loft, parametric design, and file management.

Python AI agent that turns a natural-language board description into BOM, schematic netlist, IPC footprints, and a routing-ready KiCad board file.

AutoCAD MCP server for AI agents with live COM and headless ezdxf engines, covering drawing automation plus GD and T and tolerance validation.

MCP server that lets AI assistants drive AutoCAD, ZWCAD, and BricsCAD from one interface.

Claude Code-powered agent environment that generates 3D-printable designs by writing OpenSCAD code from natural language.

Agent-driven PCB prototyper that turns natural-language requirements into SKiDL scripts, KiCad schematics, and layout files with an iterative correction loop.

MCP server exposing KiCad schematic, PCB, ERC/DRC, DFM, BOM and manufacturing export workflows to AI agents.

Vendor-agnostic framework for code-based CAD automation across multiple modeling backends, writable by AI agents.

MCP server that connects AI coding agents to Autodesk Fusion 360 for CAD automation through an in-Fusion add-in bridge.

MCP server that lets an AI assistant build build123d CAD models in a persistent session, render previews, measure geometry, validate solids, and export STEP, STL, DXF and SVG instead of writing CAD scripts blind.

LLM-powered plugin for KiCad 10 with a maintained release pipeline and a packaged installer zip.

A macro-centric FreeCAD MCP plugin with a GUI control panel, a client for running macros, and view management inside FreeCAD.

Agent framework that wires OpenSCAD, a slicer, and a print and machine fleet through one MCP server so LLM agents can run a CAD to CAM to machine pipeline.

Local-first, connectivity-aware web schematic editor that imports structural SPICE, exports deterministic SPICE and Spectre netlists, and connects agents through the same typed edit model.

Fast open source PCB autorouter for KiCad and Specctra DSN files, a Rust port of Freerouting with bug fixes, length matching, controlled impedance and differential pair routing.

A Python MCP server that drives SolidWorks on Windows through COM automation for modeling, sketching, drawings, analysis, and export, with agent orchestration utilities.

17,900 execution-verified CadQuery programs over 106 industrial part families, scored by deterministic voxel-IoU with a live leaderboard.

Multi-agent KiCad workspace where nine Claude Code skills carry a board from topology discussion through part selection, schematic, layout, and Gerber shipout with verification gates at each stage.

48 agentic tasks for coding agents as robot-learning engineers, including mechanical design from stock parts graded in physics simulation (mass, torque, geometry, stability).

Python tools built for AI agents to parse and manipulate KiCad schematic and PCB files, with an autorouter, an LLM driven PCB layout reasoning module, circuit blocks and an MCP server

417 real fail-to-pass bug-fix cases from six open-source hardware projects (ibex, cva6, caliptra, rocket-chip, XiangShan, OpenTitan) with a live leaderboard.

60 module-level and 4 system-level tasks from real IP (AES, E203 RISC-V, SD controller), evaluated with Verilator plus JasperGold formal in Docker.

An MCP server that exposes FreeCAD modeling, CAM, and diagnostic operations to AI agents, packaged with an agent-debugging manual for troubleshooting CAD workflows.

Production grade MCP server for EasyEDA Pro connecting AI agents to schematic and PCB workflows with up to 119 profile gated tools for design operations, DRC, BOM sourcing with JLCPCB, LCSC, Mouser and DigiKey, board analysis and manufacturing export

3,700 PCB placement and routing knowledge questions plus design understanding on 174 real OSHWHub boards, covering SI, EMI/EMC, power, DFM, and stack-up.

Unified harness and live leaderboard running VerilogEval v2, RTLLM v2, VGen, RTL-Repo, and Tiny Tapeout under Icarus, Verilator, Yosys, and OpenLane.

MCP server that lets AI agents read and query electrical schematics and netlists from Cadence, Altium, and KiCad designs.

AI-driven CAD modeling agent with a visual feedback loop built on build123d and MCP for 3D-printable parts.

NL to editable PCB schematic generation over an open dataset of real OSHW schematics and prompts, scored on wire connectivity and functional correctness.

1.17K single-line completion tasks testing RTL code completion across full repository context.

Embedded AI agent that runs on Zephyr RTOS on the microcontroller itself, with a ReAct loop and built-in GPIO skills.

MCP server for parametric 3D modeling in Autodesk Inventor, driving Inventor with AI in natural language and shipping agent skills plus documented Inventor 2026 COM API knowledge.

MCP server that gives Autodesk Fusion a typed, named tool surface over its API, with dozens of validated tools for sketches, features, assemblies, joints, measurement and export.

OpenCode plugin for embedded systems engineering covering ESP32, STM32, FreeRTOS, PCB design, and component sourcing, with specialized firmware and hardware agents, skills, and MCP integrations.

Windows tray-app MCP server that bridges AI assistants to SolidWorks automation over a shared COM session.

VS Code AI coding agent that scaffolds, builds, flashes, and debugs ESP32 and Nordic nRF firmware against real hardware.

94 HLS C++ code-generation and code-edit designs with NL descriptions, testbenches, references, parallel eval, and a leaderboard.

Claude Code plugin and MCP server that sources LCSC parts, places and wires KiCad footprints by pin name, and prepares boards that EasyEDA can route and JLCPCB can build.

Community MCP server letting AI agents drive KiCad PCB workflows such as autorouting and LCSC part lookup, with documented safety guardrails for agent use.

Solid Edge MCP server for AI assisted CAD design, covering creation, analysis, modification and export of parts, sheet metal, assemblies and drafts over COM.

AI driven embedded engineering lab where an AI agent generates firmware, runs it on real hardware or simulation, analyzes results, and iterates, with validated golden suites across ESP32, STM32, RP2040, nRF, and RISC-V targets.

A collection of professionally routed KiCad boards with per-board ground truth, converted to DSN fixtures so autorouter quality can be measured against real human routing.

MCP server that exposes CadQuery-based CAD generation and automated model validation tools to AI assistants.

MCP server built on the kicad-sch-api Python library for programmatic creation, search and manipulation of KiCad schematic files by AI agents.

MCP server that drives a running SOLIDWORKS session over the COM API with 92 tools for sketching, solid features, reference geometry, assemblies, and drawings, with screenshots returned as model feedback.

Local MCP bridge for EasyEDA Pro that lets Claude, Codex, VS Code and other MCP clients inspect the live project already open, with schematic and PCB context, tracing, inspection and confirmation gated write actions

Self-hosted MCP server that gives AI assistants read and write access to Onshape documents through user-owned API credentials.

MCP server that gives AI agents full access to VTK rendering for simulation data, rendering CFD and FEA results headlessly with slicing, contouring, streamlines, animations and statistics, with no ParaView GUI needed.

MCP server that generates CAD parts and assemblies from text descriptions for any MCP-compatible AI client.

Policy-gated MCP tools that let an AI coding agent build firmware, flash it onto a real board, stimulate inputs, and observe outputs, so the hardware run itself is the acceptance test.

MCP server that lets AI agents generate and modify KiCad schematics, place PCBs, route locally, and automate projects through saved project files.

Local MCP extension that lets AI assistants query and review live Altium Designer projects through nets, components, variants, and guided design reviews.

263 embedded-firmware cases (boot, ADC, PWM, DMA, ISR concurrency, device tree) where prompts state the goal and checks verify implicit hardware knowledge.

KiCad MCP server with 109 tools across five split servers for schematic capture, PCB layout, libraries, ERC and DRC and manufacturing exports, plus six bundled Claude Code design skills

3,614 expert-reviewed multimodal QA pairs across digital and analog circuits, tagged by EDA stage, ability, and difficulty.

227 schematic-synthesis tasks scored by a deterministic 5-layer structural verifier checking SKiDL output against real-IC pin and topology constraints.

Browser based AI-native parametric CAD research preview where an LLM agent authors designs as an editable node graph executed on the OpenCascade kernel in WebAssembly, with geometry percepts feeding an auto-repair loop and STEP export.

Agent for embedded engineers with a closed loop debugging workflow grounded in hardware facts, integrating firmware flashing, serial and RTT log capture, GDB debugging, logic analyzer and oscilloscope capture, schematic parsing, and datasheet search.

Official Zoo MCP server that gives AI agents Zoo modeling utilities including KCL execution in persistent modeling sessions, CAD file import, snapshots and text to CAD tools, separate from the Zoo Design Studio Zookeeper entry already listed.

CLI and MCP server that turns FreeCAD into a mechanical design workbench for LLM agents with 280 plus tools for parametric CAD, drawings, FEM and CFD simulation, manufacturing checks and a design control layer with ECOs and revision tracking.

Open source industrial agent platform with 25 agents spanning DFM checks, yield analysis, ECO impact, and AOI false-call filtering.

MCP server that lets AI agents build, measure, and verify parametric parts and assemblies in a live SolidWorks session over COM.

Prompt-first PCB CAD that Claude Code drives over MCP to pick real LCSC parts, autoroute, and export JLCPCB-ready fabrication files.

Local-first control plane that turns engineering intent and constraints into reviewable hardware deliverables by orchestrating specialist agents that drive KiCad, FreeCAD, CalculiX and SPICE over MCP.

Open source AI native CAD engineering agent that turns natural language instructions and technical documents into structured 2D drawings and validated, editable DXF files.

AI harness for EasyEDA Pro that reviews schematics and PCBs offline or through a live editor bridge, then applies approved local edits with verified persistence.

Official EasyEDA Pro desktop client CLI and local bridge from EasyEDA, letting scripts or AI coding assistants drive the running editor, execute JavaScript via the extension API, run as an MCP server and export manufacturing files

AI debugging tool for MCUs and embedded firmware that connects to real hardware through MCP, with support for ST-Link, J-Link, pyOCD, Keil, RTOS, GDB Server, and Flash debugging.

Terminal first embedded agent workbench for connecting LLMs to real world devices, sensors, serial ports, and board level tools, with PlatformIO build and upload workflows.

Native KiCad 10 plugin that gives MCP clients 202 tools for schematic work, layout, routing and manufacturing output, with pass and fail verdicts taken from kicad-cli rather than the model.

MCP server giving AI clients direct tools to edit KiCad schematics and PCBs, run Freerouting-based autorouting and ERC/DRC, and export fab packages.

Go CLI toolkit for AI-assisted KiCad design that generates, inspects and validates projects, with an ERC/DRC feedback loop and an agent skill contract.

MCP server for SolidWorks on Windows that opens and edits parts and assemblies, creates geometry and mates, measures, rebuilds and exports through a TypeScript front end and a .NET COM worker.

AI skill for PCB design, manufacturing handoff and board bring up that bundles the EasyEDA Pro API skill: a complete EasyEDA API reference, a WebSocket bridge to execute code in the running EasyEDA Pro client, and patterns for PCB, schematic, library and project management

Electronics enclosure generator that turns a board preset and layout options into parametric KCL source built by the Zoo Design API into 3D printable enclosures with port cutouts, standoffs and lids, with an AI edit bar that prompt-edits the enclosure KCL.

AI platform for engineering drawings that detects dimensions, reviews GD&T per ASME Y14.5, checks standards, scores manufacturability, extracts BOMs and estimates cost, with a SolidWorks add-in for live sketch analysis.

Hardware as code toolchain under Copperhead: a Python embedded language and design graph kernel with units, interfaces and constraints that lowers designs to netlists, views, simulation decks and CAD.

A JSON intermediate representation plus MCP server so AI agents can design hardware, mechanical parts, and 3D models once and export to real tool files such as KiCad, FreeCAD, and glTF.

Agent skill for automating KiCad schematic and PCB review, repair, and manufacturing export through the kct command line.

STM32 first embedded AI agent toolkit for firmware generation, review, build, flash, monitor, and debug workflows, with a Python CLI and local Web UI.

AI driven PCB compiler for automated high speed hardware design: natural language to production PCB via a LangGraph agentic loop, a hardware DSL with SKiDL schematic generation, LCSC part resolution, KiCad 10 IPC integration and physics aware routing with signal and power integrity checks

CLI and TUI tool that reviews KiCad schematics with AI, catching missing decoupling caps, wrong values, unterminated pins and power rail issues against automatically fetched datasheet specs, with confidence scored findings and an interactive Ask Mode

Rust MCP server and desktop app that connect AI assistants to the Arena PLM REST API for items, BOMs, changes, quality and supplier work.

FreeCAD workbench where an AI agent reads the model and applies confirmed edits as single undo transactions.

Engine that reads schematics and PCBs from several EDA formats into one neutral intermediate representation, then runs structural checks, revision diffs, rendering and queries.

Self-correcting text-to-CAD agent on CadQuery that runs each generated model, measures its geometry against validity checks, and feeds the exact failure back to the model until the part verifies.

Grasshopper plugin for Rhino 8 that runs an MCP server inside Grasshopper so agentic LLMs and AI coding assistants can read, create and modify Grasshopper definitions directly.

Local first engineering control plane that lets AI agents take a design from brief toward checked evidence, using registered deterministic engineering operations and a read only workbench.

Demo AI assistant for Onshape that detects fastener holes from real assembly geometry and batch-inserts standard parts.

Headless C++20 PCB autorouter built for AI agents, with a CLI-only JSON interface, stable exit codes, and KiCad import/export.

Founder-led research that evaluates frontier AI models on CAD operations like sweeps, lofts, and shells; the public repo now also hosts an agent-native CAD kernel effort called BendCAD.

2,860 hand-curated multimodal problems across 10 EE subdomains; frontier models score 19.5 to 47.8%, a sobering calibration of practical EE skill.

Portable agent skill for Autodesk Fusion 360 over MCP with reusable workflows for parametric modeling, geometry validation, and 3D-print prep.

FreeCAD workbench where a provider-agnostic LLM inspects the active document and proposes FreeCAD Python for review.

MCP server for programmatic KiCad 8 schematic and PCB design, with schematic and PCB tools, library and JLCPCB parts search, Freerouting autorouting and Gerber, SVG and 3D export, working directly on S expression files

Compact Rust MCP server that drives a running KiCad 10 PCB editor over the official IPC API, with LCSC/EasyEDA footprint support aimed at JLCPCB orders.

Onshape MCP server with 87 tools for sketching, solid features, assemblies, drawings, and export, driven from any MCP client.

Local MCP server that gives AI agents rate-limited tools to create and inspect Onshape parts through semantic CAD operations, with authentication, caching and FeatureScript handling built in.

MCP server that enables AI agents to interact with OpenFOAM for foundry casting and metallurgical simulations, with automated case setup, defect prediction and gating system optimization tools.

Companion MCP server that gives Claude full Q and A access to a PCB schematic snapshot exported from Altium, built for cross functional firmware, mechanical and test teams with no Altium license required

100 curated OpenCores Verilog designs with formally verified assertions, scoring correctness of LLM-generated SVA.

Design-as-code EDA MCP server that compiles text circuit descriptions written in the atopile language into routed, DRC-clean KiCad boards, fully headless.

Agentic drawing to CAD tool that turns a technical drawing plus optional text into CadQuery geometry exported as STEP and STL, using a self-refine loop with a vision model critic and geometric reprojection checks.

Official research implementation of a multimodal conversational assistant that creates and refines parametric FreeCAD models from text, speech, and image input.

178K sketch-and-extrude sequences parsed from Onshape, the foundational corpus nearly every text-to-CAD benchmark builds on.

MCP server letting AI agents read and modify a live Altium Designer session through a persistent DelphiScript bridge, with an optional KiCad backend.

626 visual questions on digital-electronics circuit diagrams testing whether multimodal LLMs actually read schematics.

Open source AI hardware design workspace: describe a design and iterate toward CAD models, wiring diagrams, bills of materials and assembly instructions, usable through a web app, CLI or MCP.

LoRA fine-tuning dataset and plugin concept that converts plain English into KiCad Python scripts for PCB design review.

Dependency-free Node harness with 96 CI tests, deterministic fixtures, mutation testing, and cross-compilation for reproducible firmware evals.

Declarative CAM compiler designed for natural language driven CNC workflows, turning panel layouts described in PML into validated G-code and SVG blueprints for CNC routers.

Code-driven PCB workflow repo for a custom drone flight controller where schematics, exports, and the BOM are reviewed in pull requests.

Benchmark that tests whether multimodal LLMs can generate precise parametric 3D programs and coherent assemblies from text or images.

44-metric benchmarking platform that scores AI-generated CAD models against human-calibrated quality thresholds.

Agent skill pack that teaches AI coding agents Zephyr RTOS and nRF Connect SDK firmware workflows, from devicetree to signed releases.

AI CAD copilot for hardware teams that reads connected CAD and PLM as one graph and returns branched model edits, reconciled BOMs, updated drawings, and RFQs from chat in Slack or email.

Cadence generative AI technology inside the Allegro X Design Platform that automates PCB placement, metal pouring and critical net routing in the cloud, integrated with signal and power integrity analysis, cutting placement and routing from days to minutes

AI capabilities layered into Altium Designer, the incumbent professional PCB design suite.

Link verification in progress

Professional PCB design software covering schematic capture, PCB layout, and component and data management for electronics products.

Physics agnostic AI platform for simulation that trains models on existing simulation data to predict new design performance in minutes, offered as SimAI Pro for desktop component studies and SimAI Premium for cloud scale modeling.

Agentic Mode in Arduino App Lab 0.10 lets an AI agent work directly on an Arduino project through MCP and App CLI: it understands the workspace, creates and edits files, runs the app, and interprets errors as they happen, with deep knowledge of Apps, Bricks, and Sketches.

Autodesk's built-in AI assistant in Fusion that interprets natural language to answer questions, run commands, generate add-ins, and now execute scripts against the Fusion API.

PCB design tool for schematic capture and board layout; its official Autodesk page now routes electronics designers to the electronics workspace in Autodesk Fusion.

Autodesk's built-in local MCP server for Fusion that lets MCP clients send tool requests to a live Fusion desktop session for real-time modeling and command-based actions.

Mechanical design software from Autodesk for 3D modeling, simulation, visualization, and documentation of products before they are built.

CAD copilot powered by a 3D-geometry foundation model that converts scans, meshes, photos, and 2D drawings into editable parametric CAD with native feature trees.

Design Agent for mechanical engineers that reads CAD files and drawings with computer vision, flags DFM issues, checks tolerance stacks and standards, and generates tolerance reports.

AI agents that generate and execute engineering design workflows end to end across a team's existing CAD, CAE, and PLM tools, from geometry prep to optimization.

Meru Delta is an AI CAD diff that compares revisions, detects meaningful geometry changes, and writes plain-language change descriptions that roll up into ECO approval packets.

Full-flow agentic chip design from spec to GDS on Nangate45/OpenROAD, graded on functional verification plus PPA, DRC, and signoff.

18,000-sample benchmark that turns mesh, image, or render inputs into STEP or mesh and scores volumetric IoU.

AI data platform for manufacturing that digitizes drawings and connects data from PLM, ERP and procurement systems, making manufacturing data searchable by shape, text, dimensions and part names with similarity search.

PCB design platform from Cadence covering schematic capture, PCB layout, constraint management, and PSpice simulation, from the OrCAD X line for smaller teams to Allegro X for complex boards.

AI plugin for existing CAM packages that generates machining strategies and toolpaths for 3 axis and 3+2 axis CNC parts, with physics based feeds and speeds and instant machinability feedback.

3D CAD and systems engineering platform from Dassault Systèmes for designing, simulating, and engineering products and connected systems.

44 hierarchical Verilog modules, 89 injected-bug debug cases, and 132 reference-model tasks; the best model scores around 30% on generation.

NVIDIA's domain eval (88-question RAG benchmark, EDA-script generation, bug summarization); data never released, citable as a reference only.

64 OpenCores-derived targets (cores, FPU, I2C, CORDIC) testing hierarchical, cross-module RTL interaction via equivalence checking and simulation.

AI-powered electronics design platform that generates schematics and bills of materials from architecture-level requirements.

Long-horizon visual-to-symbolic circuit reasoning (grounding, topology, equations, answer) in full analysis chains rather than single VQA.

AutoReview is an AI peer checker that reads native CAD geometry and 2D drawings against team standards, annotates findings in context, and feeds an AI knowledge graph of lessons learned.

Hosted electronics design agent with an open-source terminal CLI that reviews boards and edits KiCad schematics and PCBs through chat or MCP.

Nexus is an AI agent for CAD, simulation, and PLM tasks that automates drawing creation, simulation setup, troubleshooting, and design validation inside the tools engineers already use.

Agentic AI platform from CraftifAI that automates embedded software development for edge, IoT, and AI devices, consolidating fragmented toolchains into one workflow for hardware optimized code generation, firmware and driver generation, and AI and ML deployment.

Parametric 3D CAD platform from PTC that combines modeling, real time simulation, model based definition, and manufacturing workflows in one environment.

3DEXPERIENCE ENOVIA ships AI-driven workflows with Virtual Companions for knowledge, engineering reasoning, and materials science in collaborative product development.

Cloud AI autorouter for PCB routing, usable through a KiCad plugin or web upload, built around a reinforcement-learning routing engine aimed at DRC-clean output.

46-part benchmark where the agent reviews a CAD part for manufacturability and redesigns via verified edit sequences, scored by chamfer distance to reference.

Dimension AI reverse-engineers 2D drawings and STEP files into editable parametric CAD with the feature tree intact, then applies plain-language edits as changesets the engineer reviews before applying.

AI agents that read code-based PCB schematics, cross-reference datasheets, and generate optimized designs compatible with Altium, KiCad, and Cadence Allegro.

BuildOS uses AI that reasons over structured manufacturing data to sequence assemblies from CAD, generate 3D animated work instructions, and propagate engineering changes to the floor.

AI plugin for SolidWorks and Autodesk Inventor that converts 3D CAD models into fabrication-ready 2D drawings with auto-dimensioning.

Smart feature detection auto-generates ASME Y14.5-2018 compliant 2D drawings with GD&T from CAD models, with bi-directional SolidWorks sync.

Duro Design is an AI-native, API-first PLM with built-in AI for validations, impact analysis, metadata, and sourcing, plus CAD plugins for Altium, SolidWorks, Onshape, and NX.

Web based EDA platform with schematic capture, PCB design, circuit simulation, large free component libraries, and one click PCB ordering.

LLM embedded system development on Arduino, ESP32, ESP-IDF, Pico, and MicroPython with pass@1 plus cross-platform porting tasks.

Head-to-head of 27 models on 8 ESP32 scenarios (sensor to cloud/DB) for functional correctness and instruction-following; a study, not a reusable artifact.

Described as a plain-English to schematic and PCB layout tool that exports KiCad netlists, runs local LLMs, and supports multiple MCUs.

Link verification in progress

Commercial AI firmware platform whose agents read datasheets and schematics, write and port part specific drivers, and compile, flash, debug, and validate code on real hardware or in SIL and HIL tests across STM32, Espressif, Nordic, NXP, and Infineon ecosystems.

Electronics-design agent harness that initializes a circuit workspace and runs an autonomous design loop producing KiCad schematic and PCB output.

Link verification in progress

Flow Agents run impact analysis, check requirements coverage, and verify requirements against CAD, simulation, code, and test across a connected model of the hardware program.

Browser-based ECAD platform that designs schematics and PCBs in the cloud, with an AI design agent that builds layouts from text prompts and live component data.

Platform that detects features from 3D CAD and auto-generates GD&T drawings, process plans, and technical documentation.

A CAD benchmark from Normal Research's CAD Arena that scores how well AI agents recreate real parts across CAD tools; it is a benchmark, not a generative product.

Link verification in progress

Siemens purpose built autonomous AI agent that plans and orchestrates multi tool workflows across semiconductor, 3D IC and PCB system design, including Xpedition PCB layout and HyperLynx analysis, with self verifying workflows against physics based EDA engines

Cloud based product development platform from Autodesk that combines CAD, CAM, CAE, PCB design, and data management in one workspace.

924 tasks over Verilog RTL and firmware C covering 76 hardware-relevant CWEs with executable tests, scoring secure code generation.

AI autocomplete that lives inside Fusion and SolidWorks, predicting design intent and proposing sketch constraints and dimensions as one-keystroke suggestions.

Browser-based AI PCB designer that turns plain-language descriptions into schematic, layout, and fabrication files as real KiCad files you keep.

Jama Connect Advisor scores requirements against INCOSE and EARS rules at authoring time, and the Jama Connect MCP Server exposes the traceability model to external AI agents.

Software defined electronics platform where an approved AI writes and revises Python design code locally while JITX generates schematics, board structures and routing, dispatches HFSS simulations and runs checks for high frequency boards

Open source electronics design suite with a schematic editor, PCB layout editor, integrated SPICE simulation, and a 3D viewer for boards.

Docker-based packaging for a KiCad plugin related to the Konnect AI-assisted PCB design tool.

Link verification in progress

Leo AI is a Large Mechanical Model that natively reads B-rep CAD geometry for part search by shape, engineering calculations with citations, and standards Q&A across PDM and PLM vaults.

Agents repair broken parametric FreeCAD scripts, graded by deterministic geometry-oracle scoring on a public leaderboard.

Free SPICE simulator from Analog Devices with schematic capture and a waveform viewer for simulating analog circuits.

Commercial AI copilot that runs as a desktop app beside your CAD and turns natural language into SolidWorks, Inventor, and Creo macros and automations.

No-code machine learning platform for engineering that learns from test and simulation data to predict design performance, recommend the next tests to run and detect anomalies, reducing physical prototype testing.

Grades NL-to-CadQuery generation in a 3-stage funnel (execute, geometry, VLM judge) on functionality, manufacturability, and assemblability.

AI-first engineering platform whose physics and geometry aware AI Design Copilot generates CAD ready geometry from design intent and explores many more variants across thermal, fluid, crash and electromagnetic simulations.

AI drawing checker that reviews engineering drawings in seconds, catching missing dimensions, tolerance issues and manufacturability risks before production, with GD&T and standards compliance checks.

LLM-driven NURBS text-to-CAD scored on preference, invalidity, CD/HD/JSD/MMD versus Text2CAD, DeepCAD, and GPT-4o.

1,681 industrial schematic-coupled layouts testing constraint-aware component placement (legality, routability, electrical-function preservation) with an agentic tool-use track.

Multimodal structured visual reasoning over PCB schematic diagrams; dataset open, code not yet found.

Cloud native CAD and PDM platform for product design, with built in version control, branching and merging, and real time collaboration.

Onshape AI Advisor is an in-app AI expert that answers workflow questions, suggests best practices, and can update models from plain-language instructions.

PTC's official MCP server in Onshape, launched August 13, 2026 via Onshape Labs, that connects coding LLMs to FeatureScript so engineers can build, test, debug and refine reusable custom CAD features from natural language descriptions.

Cloud native BOM and product data platform where engineering, procurement and authorized AI agents work on the same structured product record, with BOM review checks, live collaboration, change history and controlled revisions.

Oracle Fusion Cloud PLM embeds AI agents including Product 360 Advisor and Product Comparison Advisor, plus built-in AI for compliance questions, component replacement, and workflow summaries.

An MCP server from the OSH Cut laser-cutting fab that lets an AI agent get instant DFM feedback and pricing or quoting on sheet metal parts without leaving the design session.

Agents author editable FreeCAD Part-Design models from NL specs, scored by a geometry-by-spec-consistency harmonic mean on a live leaderboard.

A standing CAD-agent evaluation of 26 hard CAD tasks rerun against each model release, published as model comparisons on the PartForge blog.

AI tool for hardware that understands electronics parts and assists with placement-related questions.

Link verification in progress

480 Q&A pairs over 8 open-source hardware projects testing LLM comprehension of native PCB formats: PDF schematics, KiCad files, JSON.

Free browser-based PCB designer where a plain-English description becomes parts, netlist, placement, routing, DRC, and fabrication files.

Gym environment wrapping the KiCad engine via Python API, treating PCB routing as an MDP with a synthetic board generator and zero-shot eval boards.

Four-dimension LLM benchmark spanning logical circuit generation, breadboard circuit generation, and code-hardware compatibility.

511 verified Verilator instances across 114 hardware repos with Docker-pinned EDA toolchains and SWE-bench-style fail-to-pass testbenches.

AI native engineering platform that uses physics AI models and Large Physics Models to evaluate simulations in seconds instead of hours or days, across design, manufacturing and operations.

Orchestration layer for mission-critical hardware engineering: AI agents plus a graph index over schematics, firmware, CAD and BOMs.

Agentic AI natively built into Propel PLM, QMS and PIM that summarizes item records, specifications and revisions, analyzes change impact, bulk creates parts for high count BOMs and interrogates product documents.

Design suite from Labcenter that combines schematic capture and PCB layout with circuit and microcontroller simulation for testing boards before they are built.

Free desktop PCB design app where AI drafts schematics from plain English with real distributor parts, then lays out, routes, and exports to KiCad or Altium.

Windchill AI Parts Rationalization detects duplicate parts and drives consolidation through change workflows, alongside embedded AI assistants and an agentic digital thread.

168 spec-to-RTL problems for Python-embedded HDL DSLs (PyMTL3, PyRTL, MyHDL, Migen, Amaranth) plus Verilog.

111 questions over 18 CAD models testing CAD understanding: the LLM writes Python against a CAD interface to answer measurement and feature queries.

Cloud platform that generates complete PCB layout candidates, placement plus routing, from a schematic and board outline, returned in native Altium, Cadence, Xpedition or KiCad formats.

Rapidflare's internal eval practice for AI agents in electronics: assertion-level checks with a veto lane that catches hallucinations such as stale datasheet values on a real part number.

A benchmark for intent-to-program CAD modeling from real industrial design intents, where agents must generate FreeCAD Python that reproduces parts and assemblies from text, drawings, and product photos.

Link verification in progress

AI-native PCB design tool from a Y Combinator company built by Anmol Singh Jawandha.

Link verification in progress

Versatile 3D modeling software from McNeel for freeform and NURBS modeling, drafting, and rendering, with the Grasshopper visual programming environment built in.

Integrated CAD and CAM software from Siemens for product design and manufacturing, built around the digital twin (design side now also offered as Designcenter).

Teamcenter Copilot brings generative AI to PLM for change impact analysis, requirements quality improvement, lifecycle knowledge access, test generation, and workflow automation.

UK startup building a text-to-electronics platform where an AI agent picks parts, draws the schematic, and routes the board from a plain-English description.

SimScale agent delivered as an Onshape App Store app, launched September 15, 2026, that from a single prompt proposes a simulation setup, prepares raw CAD geometry, meshes, runs CFD, FEA, thermal or electromagnetic physics, and interprets results inside Onshape.

AI design copilot from SnapMagic (formerly SnapEDA) that auto completes circuit board designs with recommendations and lets engineers interact with their design in natural language, built on its CAD models library for millions of components

Parametric 2D and 3D CAD software for product design and engineering, with integrated simulation, data management, and manufacturing tools.

SOLIDWORKS AI pairs embedded capabilities like Command Predictor and Generative Drawings with Virtual Companions AURA, LEO, and MARIE for knowledge, engineering, and materials reasoning.

CAD/CAM software for CNC programming whose Ency AI assistant explains G-code, generates G-code from text descriptions of operations, and answers CNC machine and robot questions.

Agentic AI platform for engineering whose specialist agents natively execute on a team's CAD, PLM, FEA and ERP data across 80 plus connected engineering tools, running logged workflows such as RFQ response, part costing and mold design on premises.

AI-assisted systems engineering on SysML v2 that generates requirements from engineering artifacts, with a SysML v2 MCP server and REST API so agents can work on models directly.

Tandem is an AI-native hardware development platform that links requirements, CAD changes, and validation evidence, generating ECO drafts, design reviews, DFM feedback, and traceability reports.

A Codex plugin that turns text prompts into CAD geometry with baked-in DFM rules; no public repo or product page could be located.

Link verification in progress

150K CAD models with multi-level prompts (abstract to expert) generating sketch-and-extrude sequences, judged by GPT-4V and user study.

600 human-curated NL-to-parametric-CAD examples in four complexity levels with layperson and expert dual-style prompts.

Browser native text to CAD engine by GadiDokan that turns a plain English part description into an editable parametric CAD model with dimension sliders and a feature tree, refinable with an AI assistant and exportable as STEP or STL.

AI platform that analyzes uploaded CAD for machinability, recommends tooling, estimates cycle times and costs, and generates CAM programs inside Autodesk Fusion.

AI-native requirements platform that builds traceability matrices from Jira and Git, scans for broken traces and missing coverage, and flags cross-domain change impact.

AI PCB autorouter by Nigel Hungerford-Symes, reportedly demonstrated routing KiCad boards under Codex-driven agent control; no public repo or product page could be located.

Link verification in progress

Open-source toolchain that lets you design circuit boards with TypeScript and React and export gerbers, pick-and-place, and BOM for manufacturing.

Violet Agent and Violet MCP let AI agents query live engineering data across CAD, PLM, MES, and ERP on Violet's ontology-backed data backbone for hardware teams.

AI platform that turns sketches and text prompts into photorealistic product renders for physical product ideation, with natural-language image generation and editing.

API for reading engineering drawings that extracts dimensions, tolerances, GD&T, threads and materials into structured JSON for ERP, PLM, MES and quoting tools.

Conversational CAD agent in Zoo Design Studio that writes KCL, executes it, reviews geometry via snapshots, and exposes the same tools through the Zoo-MCP server.