Autopilot Predict
ruvnet/ruflo
Use learned patterns and current state to predict the optimal next action
Complete PTM (Predictive Technology Model) MOSFET model library from mec.umn.edu/ptm, covering all nodes: bulk conventional 180/130/90/65nm, bulk HP/LP 45/32/22nm (BSIM4), and PTM-MG multi-gate…
No licenceAuto-check passed
Install Transistor Models
$ npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Arcadia-1/gmoverid-skill transistor-models --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Arcadia-1/gmoverid-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/transistor-models .claude/skills/transistor-models && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "transistor-models" agent skill from https://github.com/Arcadia-1/gmoverid-skill/tree/main/transistor-models into .claude/skills/transistor-models/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "transistor-models", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Arcadia-1/gmoverid-skill/tree/main/transistor-modelsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Arcadia-1/gmoverid-skill transistor-models --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arcadia-1/gmoverid-skill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/transistor-models .agents/skills/transistor-models && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "transistor-models" agent skill from https://github.com/Arcadia-1/gmoverid-skill/tree/main/transistor-models into .agents/skills/transistor-models/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "transistor-models", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Arcadia-1/gmoverid-skill transistor-models --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arcadia-1/gmoverid-skill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/transistor-models .cursor/skills/transistor-models && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "transistor-models" agent skill from https://github.com/Arcadia-1/gmoverid-skill/tree/main/transistor-models into .cursor/skills/transistor-models/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "transistor-models", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Arcadia-1/gmoverid-skill.git --path transistor-models--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Arcadia-1/gmoverid-skill transistor-models --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arcadia-1/gmoverid-skill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/transistor-models .gemini/skills/transistor-models && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "transistor-models" agent skill from https://github.com/Arcadia-1/gmoverid-skill/tree/main/transistor-models into .gemini/skills/transistor-models/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "transistor-models", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Arcadia-1/gmoverid-skill transistor-modelsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Arcadia-1/gmoverid-skill.git skills-src && mkdir -p .github/skills && cp -r skills-src/transistor-models .github/skills/transistor-models && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "transistor-models" agent skill from https://github.com/Arcadia-1/gmoverid-skill/tree/main/transistor-models into .github/skills/transistor-models/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "transistor-models", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Arcadia-1/gmoverid-skill transistor-models --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Arcadia-1/gmoverid-skill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/transistor-models .opencode/skills/transistor-models && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "transistor-models" agent skill from https://github.com/Arcadia-1/gmoverid-skill/tree/main/transistor-models into .opencode/skills/transistor-models/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "transistor-models", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
transistor-models- GitHub stars
- 132
- Token cost
- ~1.4k tokens
- SKILL.md length
- 434 words
- Files
- 36 (incl. references, assets)
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- None found
At a glance
Complete PTM (Predictive Technology Model) MOSFET model library from mec.umn.edu/ptm, covering all nodes: bulk conventional 180/130/90/65nm, bulk HP/LP 45/32/22nm (BSIM4), and PTM-MG multi-gate…
- Works in 4 steps: Copy it into the project models/… → Find the .model name inside the file… → Instantiate using that name: M1 d g s b… → …
- SKILL.md covers Directory Structure, Model Reference, ngspice Usage and Model Type Quick Reference, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Transistor Models is an agent skill from Arcadia-1/gmoverid-skill. Complete PTM (Predictive Technology Model) MOSFET model library from mec.umn.edu/ptm, covering all nodes: bulk conventional 180/130/90/65nm, bulk HP/LP 45/32/22nm (BSIM4), and PTM-MG multi-gate FinFET 7/10/14/16/20nm (BSIM-CMG, HP + LSTP). No manual downloads required after installing this skill. Independent of the gmoverid skill — can be used directly in any ngspice/HSPICE project.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 40 other files, including reference files and assets.
The repository describes itself as: Agent skill for simulating gmoverid characteristics and gmoverid-based design.
Example prompts
- “/transistor-models”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Copy it into the project models/ directory.
- Find the .model name inside the file (e.g. .model mynmos NMOS level=54).
- Instantiate using that name: M1 d g s b mynmos W=... L=...
- Configure sweep ranges based on vth0, tox, etc.
What it can do on your machine
Read from SKILL.md and the folder at commit 8feb841. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are spice).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
ptm.asu.edu
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Transistor Models loads about 1.4k tokens when it runs, and up to ~3.1k if it reads all its reference files. Until then it costs about 101 tokens; SKILL.md has 434 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 434 words (~1,355 tokens).
“Source: All model files are from PTM — Arizona State University (ptm.asu.edu), free for academic research.”
- name
- transistor-models
Files
SKILL.md and 35 other files (references, assets) in transistor-models of Arcadia-1/gmoverid-skill.
- SKILL.md
- assets/models/bulk_cmos/ptm130.lib
- assets/models/bulk_cmos/ptm180.lib
- assets/models/bulk_cmos/ptm22hp.lib
- assets/models/bulk_cmos/ptm22lp.lib
- assets/models/bulk_cmos/ptm32hp.lib
- assets/models/bulk_cmos/ptm32lp.lib
- assets/models/bulk_cmos/ptm45hp.lib
- assets/models/bulk_cmos/ptm45lp.lib
- assets/models/bulk_cmos/ptm65.lib
- assets/models/bulk_cmos/ptm90.lib
- assets/models/finfet/hp/10nfet.pm
- assets/models/finfet/hp/10pfet.pm
- assets/models/finfet/hp/14nfet.pm
- assets/models/finfet/hp/14pfet.pm
- assets/models/finfet/hp/16nfet.pm
- … and 20 more
Open the folder on GitHubat commit 8feb841
Compare with similar skills
Transistor Models next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Transistor Models this skillArcadia-1/gmoverid-skill | 132 | — | ~1.4k | Automated safety check: Pass | None | |
| Autopilot Predictruvnet/ruflo | 74k | — | ~337 | Automated safety check: Pass | MIT | |
| Prediction Market Oracle Researchaffaan-m/ECC | 276k | 1 repos | ~577 | Automated safety check: Pass | MIT | |
| Prediction Market Risk Reviewaffaan-m/ECC | 276k | 1 repos | ~471 | Automated safety check: Pass | MIT | |
| Footballbin Predictionsdavila7/claude-code-templates | 33k | — | ~634 | Automated safety check: Pass | MIT | |
| TransistorAnil-matcha/awesome-muse-connectors | 1.3k | — | ~919 | Automated safety check: Pass | MIT |
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Questions about Transistor Models
What does Transistor Models do?
Complete PTM (Predictive Technology Model) MOSFET model library from mec.umn.edu/ptm, covering all nodes: bulk conventional 180/130/90/65nm, bulk HP/LP 45/32/22nm (BSIM4), and PTM-MG multi-gate…. Transistor Models is an agent skill from Arcadia-1/gmoverid-skill.edu/ptm, covering all nodes: bulk conventional 180/130/90/65nm, bulk HP/LP 45/32/22nm (BSIM4), and PTM-MG multi-gate FinFET 7/10/14/16/20nm (BSIM-CMG, HP + LSTP).
How do I install Transistor Models in Claude Code?
Run `npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a claude-code`. Or copy the skill folder (transistor-models in Arcadia-1/gmoverid-skill) into .claude/skills/transistor-models in your project. Claude Code loads it when a task matches its description.
How do I install Transistor Models in Codex?
Run `npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a codex`. Or copy the skill folder (transistor-models in Arcadia-1/gmoverid-skill) into .agents/skills/transistor-models in your project. Codex loads it when a task matches its description.
Can I use Transistor Models in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Arcadia-1/gmoverid-skill --skill transistor-models -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/transistor-models, .gemini/skills/transistor-models, .github/skills/transistor-models and .opencode/skills/transistor-models in your project.
What does Transistor Models need to run?
SKILL.md names no scripts, command-line tools or credentials: Transistor Models is instructions for the agent only.
Does Transistor Models access the network?
SKILL.md names 1 domain. As links in the text: ptm.asu.edu. This is read from the text; nothing was executed.
Is Transistor Models safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Transistor Models use?
No licence was found for Transistor Models or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Transistor Models use?
About 1.4k tokens (SKILL.md is roughly 5.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.7k tokens, read only when the agent opens those files.
What are the alternatives to Transistor Models?
Skills that share tags, products or a category with Transistor Models: Autopilot Predict (ruvnet/ruflo, 74k stars), Prediction Market Oracle Research (affaan-m/ECC, 276k stars), Prediction Market Risk Review (affaan-m/ECC, 276k stars) and Footballbin Predictions (davila7/claude-code-templates, 33k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Transistor Models?
Arcadia-1 (a GitHub user) maintains it in Arcadia-1/gmoverid-skill, which has 132 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on July 7, 2026.
Source: Arcadia-1/gmoverid-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.