AgentIndex icon
AgentIndex
spicebridge logo
spicebridge
★ 41
vs
Auto-claude-code-research-in-sleep logo
Auto-claude-code-research-in-sleep
★ 17.9k

spicebridge vs Auto-claude-code-research-in-sleep

spicebridge: SPICEBridge is an MCP server that enables language models to perform SPICE circuit simulation via ngspice. It provides 28 tools for the full circuit design workflow, including netlist generation, simulation, measurement, and spec verification. The server supports templates, Monte Carlo analysis, KiCad export, and a cloud deployment wizard.; Auto-claude-code-research-in-sleep: Auto-claude-code-research-in-sleep (ARIS) is a set of custom Claude Code skills for autonomous ML research workflows. It orchestrates cross-model collaboration, with Claude Code executing research tasks and an external LLM (like GPT-5.4) critically reviewing. This system can autonomously discover ideas, run experiments, and write/refine research papers, allowing researchers to wake up to ready-to-submit results.

01

TL;DR

spicebridge logo
spicebridgeWorkflow Automation · ★ 41

Describe a circuit in plain English and let AI handle netlist generation, simulation, and verification

Read spicebridge full review →
Auto-claude-code-research-in-sleep logo
Auto-claude-code-research-in-sleepWorkflow Automation · ★ 17.9k
When to choose:
  • You use Claude Code and want an autonomous skill loop for machine learning research that ideates, executes experiments, and reviews results overnight.
  • You want a dual-model peer-review mechanism where a secondary LLM audits research ideas and code before running.
When to skip:
  • You need an autonomous web-search deep research agent for general factual reports; GPT Researcher is tailored for text reports.
  • You do not use Claude Code CLI or prefer a graphical node-based workflow builder.
Read Auto-claude-code-research-in-sleep full review →
02

Side-by-Side Comparison

Field
spicebridge logospicebridge
Auto-claude-code-research-in-sleep logoAuto-claude-code-research-in-sleep
Category
Workflow Automation
Workflow Automation
Stars
★ 41
★ 17.9k
License
GPL-3.0
MIT
Install Command
pip install spicebridge
git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git && cp -r Auto-claude-code-research-in-sleep/skills/* ~/.claude/skills/ && npm install -g @openai/codex && claude mcp add codex -s user -- codex mcp-server
Updated
6mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-circuit-design, analog-electronics, automation
ai-research, ai-tools, aris
03

Features

spicebridge logospicebridge
0128 tools covering the full circuit design workflow
0211 built-in templates with automatic component value calculation (E24 series)
03Simulation: AC sweep, transient, DC operating point
04Measurement: bandwidth, gain, DC levels, transient metrics, power
05Monte Carlo & worst-case analysis under component tolerances
Auto-claude-code-research-in-sleep logoAuto-claude-code-research-in-sleep
0118 composable skills for flexible workflow chaining.
02Automated idea discovery including literature survey, brainstorming, novelty check, and GPU pilot experiments.
03Autonomous multi-round review loop to iteratively improve research with experiments.
04Comprehensive paper writing pipeline from narrative to submission-ready LaTeX/PDF.
05Cross-model collaboration for adversarial review, breaking single-model blind spots.
04

Use Cases

spicebridge logospicebridge
↳Describe a circuit in plain English and let AI handle netlist generation, simulation, and verification
↳Automatically measure circuit specs (e.g., bandwidth) and compare against design targets
↳Compose multi-stage circuits with automatic port mapping for complex designs
Auto-claude-code-research-in-sleep logoAuto-claude-code-research-in-sleep
↳Explore new research areas and discover novel ideas through literature surveys and brainstorming.
↳Automate the iterative review and refinement of research projects, including running experiments, until submission-ready.
↳Transform research narratives into submission-ready academic papers with a full writing and formatting pipeline.
05

Best For

spicebridge logospicebridge
—
Auto-claude-code-research-in-sleep logoAuto-claude-code-research-in-sleep
Most PopularTrending
FAQ

FAQ

What is the difference between spicebridge and Auto-claude-code-research-in-sleep?
Both spicebridge and Auto-claude-code-research-in-sleep are in the Workflow Automation category. spicebridge has 41 stars, while Auto-claude-code-research-in-sleep has 17.9k stars.
Which is better, spicebridge or Auto-claude-code-research-in-sleep?
The best choice depends on your use case. Choose spicebridge if Describe a circuit in plain English and let AI handle netlist generation, simulation, and verification, and Auto-claude-code-research-in-sleep if Explore new research areas and discover novel ideas through literature surveys and brainstorming..
Is spicebridge free or open source?
Yes, spicebridge is open source on GitHub (GPL-3.0).
Is Auto-claude-code-research-in-sleep free or open source?
Yes, Auto-claude-code-research-in-sleep is open source on GitHub (MIT).
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