🧠
Model

Shell Use

by microsoft microsoft/shell-use
Free2AITools Nexus Index
60.2
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 55
P: Popularity 47
R: Recency 100
Q: Quality 70
Tech Context
Vital Performance

Task categories from upstream metadata

πŸ’¬Chat & Dialogue
Low FNI signal 60.2 FNI Score
Tiny - Params
- Context
0 Downloads
Commercial MIT License
Model Information Summary
Entity Passport
Registry ID microsoft/shell-use
License MIT
Provider github
πŸ“œ

Cite this model

Academic & Research Attribution

BibTeX
@misc{microsoft_shell_use,
  author = {microsoft},
  title = {Shell Use Model},
  year = {2026},
  howpublished = {\url{https://github.com/microsoft/shell-use}},
  note = {Accessed via Free2AITools.}
}
APA Style
microsoft. (2026). Shell Use [Model]. Free2AITools. https://github.com/microsoft/shell-use

πŸ”¬Technical Deep Dive

Full Specifications [+]

Quick Commands

πŸ™ Git Clone
git clone https://github.com/microsoft/shell-use

βš–οΈ Free2AITools Nexus Index V2.0

Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 55
Popularity (P) 47
Recency (R) 100
Quality (Q) 70

πŸ’¬ Index Insight

FNI V2.0 for Shell Use: Authority (A:55), Popularity (P:47), Recency (R:100), Quality (Q:70). Semantic (S) is a query-time baseline scored live at search.

Free2AITools Nexus Index

Data Sources / Provenance

Open data Updated: Live data
---

πŸš€ What's Next?

Technical Deep Dive

shell-use

[!WARNING] Work in progress. shell-use is still being built out, so commands and behavior may change between releases & installation instructions may not yet work.

shell-use is a rust powered cli for controlling, inspecting, testing, and recording shell sessions and terminal apps. It supports all standard terminal actions (send keys, mouse clicks) & user actions (screenshot, record sessions), & testing (matches screenshot, contains text). shell-use supports Windows, Linux, & macOS and it supports a wide range of shells (see Supported shells).

Install

homebrew (macOS/linux)

sh
brew tap microsoft/shell-use https://github.com/microsoft/shell-use
brew install shell-use

winget (windows)

sh
winget install Microsoft.ShellUse

download from releases

Download the latest release.

Quick start

Run a command and check the result:

sh
shell-use open                  # start a shell session (auto-starts the daemon)
shell-use submit "echo hello"   # type the command, press Enter
shell-use wait command          # block until it finishes
shell-use expect text "hello"   # assert it showed up
shell-use expect exit-code 0    # assert it exited 0
shell-use close

Drive a full-screen TUI the same way:

sh
shell-use run vim file.txt
shell-use wait idle             # let the screen settle
shell-use press i
shell-use type "some text"
shell-use press Escape : w q Enter
shell-use wait exit

Built for agents

shell-use is an AI native CLI. Point yours at the built-in docs and it can serve itself the rest:

  • shell-use agent-context prints versioned JSON for every command, flag, enum, default, and exit code. It is generated from the CLI, so it cannot drift from the real surface.
  • shell-use usage prints a one-screen cheatsheet.
  • shell-use skill prints the full workflow guide (SKILL.md).

Skill quick start

sh
# ~/.agents or ~/.claude instead to install it for 

⚠️ Incomplete Data

Some information about this model is not available. Use with Caution - Verify details from the original source before relying on this data.

View Original Source β†’

πŸ“ Limitations & Considerations

  • β€’ Benchmark scores may vary based on evaluation methodology and hardware configuration.
  • β€’ VRAM requirements are estimates; actual usage depends on quantization and batch size.
  • β€’ FNI scores are relative rankings and may change as new models are added.
  • ⚠ License Unknown: Verify licensing terms before commercial use.

Social Proof

GitHub Repository
187Stars
16Forks
πŸ”„ Updated daily

Source summary: Based on GitHub metadata. Not a recommendation.

πŸ“Š FNI Methodology πŸ“š Knowledge Baseℹ️ Verify with original source

πŸ›‘οΈ Model Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” Identity & Source

id
gh-model--microsoft--shell-use
slug
microsoft--shell-use
source
github
author
microsoft
license
MIT
tags
bash, cli, e2e-testing, fish, powershell, pwsh, terminal, testing, tui, automation, ai-tools, llm, shell-use, rust

βš™οΈ Technical Specs

architecture
null
params billions
null
context length
null
pipeline tag
text-generation

πŸ“Š Engagement & Metrics

downloads
0
stars
187
forks
16

Data indexed from public sources. Updated daily.