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Hacker News Show HN: SPICE simulation → oscilloscope → verification with Claude Code

Enables Claude Code to close the loop between SPICE simulation and real hardware verification, automating the design-test cycle.

119
Traction Score
30
Discussions
Apr 17, 2026
Launch Date
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Product Positioning & Context

AI Executive Synthesis
Enables Claude Code to close the loop between SPICE simulation and real hardware verification, automating the design-test cycle.
This project integrates AI (Claude Code) with physical hardware and simulation tools (SPICE, oscilloscope) to create a closed-loop verification system. This capability is significant for hardware development and embedded systems, where iterative design, simulation, and physical testing are critical. By allowing an AI to bridge the gap between theoretical models and real-world measurements, it promises to accelerate development cycles, improve accuracy, and automate complex verification tasks. This represents a tangible application of AI in engineering, moving beyond software-only domains into physical system design and validation, thereby enhancing efficiency and reducing human error.
I built MCP servers for my oscilloscope and SPICE simulator so Claude Code can close the loop between simulation and real hardware.
SPICE simulation oscilloscope verification Claude Code MCP servers real hardware

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Deep-Dive FAQs

What is SPICE simulation → oscilloscope → verification with Claude Code?
SPICE simulation → oscilloscope → verification with Claude Code is analyzed by our AI as: Enables Claude Code to close the loop between SPICE simulation and real hardware verification, automating the design-test cycle.. It focuses on This project integrates AI (Claude Code) with physical hardware and simulation tools (SPICE, oscilloscope) to create a closed-loop verification sys...
Where did SPICE simulation → oscilloscope → verification with Claude Code originate?
Data for SPICE simulation → oscilloscope → verification with Claude Code was aggregated directly from the Hacker News community ecosystem, representing raw developer and early-adopter sentiment.
When was SPICE simulation → oscilloscope → verification with Claude Code publicly launched?
The initial public indexing or launch date for SPICE simulation → oscilloscope → verification with Claude Code within our tracked developer communities was recorded on April 17, 2026.
How popular is SPICE simulation → oscilloscope → verification with Claude Code?
SPICE simulation → oscilloscope → verification with Claude Code has achieved measurable traction, logging over 119 traction score and facilitating 30 recorded discussions or engagements.
Which technical categories define SPICE simulation → oscilloscope → verification with Claude Code?
Based on metadata extraction, SPICE simulation → oscilloscope → verification with Claude Code is categorized under topics such as: SPICE simulation, oscilloscope, verification, Claude Code.
Is SPICE simulation → oscilloscope → verification with Claude Code recognized by media or academic researchers?
Yes. It has been covered by media outlets like Lucasgerads.com. This indicates the concept has reached a level of mainstream or scientific viability beyond just developer forums.
How does the creator describe SPICE simulation → oscilloscope → verification with Claude Code?
The original author or development team describes the product as follows: "I built MCP servers for my oscilloscope and SPICE simulator so Claude Code can close the loop between simulation and real hardware."

Community Voice & Feedback

Eextra953 • Apr 17, 2026
Nice scope!
I had a similar experience with using Claude to automate circuit design/simulation/optimization and found that they are not good at it.
They are surprisingly good at taking raw files and describing what is in them, but they fall apart when trying to do anything other than design the simplest circuit. I think it is because they have no concept of the physics behind a circuit, so they cannot make changes that a designer would make. For optimizing a circuit using, say, an EM simulator, they don't know what to tweak and how to tweak it. In the end, I had to write a script to talk to the simulator and create a config file that specified the bounds of the simulation: step size, optimization algorithm, min, max, etc. Only then could I use an agent to call the script to optimize the circuit.
skyberrys • Apr 17, 2026
This is an interesting use case with Claude. It sounds like you took away some tedious work with the checking of waveforms, and you are able to speed up your design loop because of it.
dharma1 • Apr 17, 2026
this kind of thing is super cool to close the loop.waiting for FPAA to get better so we can vibecode analog circuitshttps://www.eetimes.com/podcasts/making-analog-chip-designs-...
walski • Apr 17, 2026
> SPICE (Simulation Program with Integrated Circuit Emphasis) is a general-purpose, open-source analog electronic circuit simulator. [1]1: https://en.wikipedia.org/wiki/SPICE
kleene_op • Apr 17, 2026
Really nice. My mother is an applied Physics teacher, and she told me they had a hard time at work figuring out how they could connect their teaching material to LLM in a relevant way. This should be useful to her.
hulitu • Apr 17, 2026
Measure with a micrometer, mark with a pencil, cut with an axe.
andrewklofas • Apr 17, 2026
Hit this exact wall six months back building Claude Code stuff for KiCad review[1]. First pass let Claude read .kicad_sch directly via grep/read. It happily invented pin numbers that didn't exist. Rewrote it with Python analyzers that spit out JSON, now Claude just reads the JSON, problem mostly went away.Curious how spicelib-mcp handles models that aren't in the bundled library. Do you pass the .lib path as a tool arg, or does the server own a registry?[1] https://github.com/aklofas/kicad-happy
Scene_Cast2 • Apr 17, 2026
I've found that having LLMs work with mermaid diagrams makes describing and modifying circuits less annoying.
iterateoften • Apr 17, 2026
Beware. I had Claude code with opus building boards and using spice simulations. It completely hallucinated the capabilities of the board and made some pretty crazy claims like I had just stumbled onto the secret hardware billion dollar project that every home needed.None of the boards worked and I had to just do the project in codex. Opus seemed too busy congratulating itself to realize it produced gibberish.
Archit3ch • Apr 17, 2026
Nice! Doing something similar with a Jumperless so that the model can reconfigure the circuit on the fly.

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