SkillNet

A CLI and Python SDK to search, install, create and evaluate reusable agent skills from a shared library

CLI

Medium risk

We rate an entry medium when the tool runs code, makes network calls or reads project files. Check what exactly it does before installing.

Why this level

  • Downloads third-party skill folders from GitHub into a local directory, which should be reviewed before use
  • Makes network requests and calls external LLM endpoints for create, evaluate and orchestration
All reasons and checks

zjunlp/skillnet

Install

In your terminal, with SkillFoxx CLI

npx skillfoxx add cli/skillnet

Detects the agents on your machine, checks the risk and pins the version.

Other ways to install

Install the tool

pipx install skillnet-ai

Without pipx, pip install skillnet-ai works too.

You will need: pipx

Checked against the repository on Sep 25, 2026, commit c490239.

Text for your agent

Install pip install skillnet-ai. Search: skillnet search "pdf understanding" --limit 5, then skillnet download <skill_url> -d ./my_skills. For create and evaluate set the API_KEY, BASE_URL and SKILLNET_MODEL variables.

Other ways from the author
pip install skillnet-ai

Base install of the CLI and SDK. Search and public downloads work without keys.

This is third-party code. Review the repository files before installing.

What it does

SkillNet installs as the skillnet-ai package and provides a skillnet command and a SkillNetClient client. It searches a shared public library by keyword or meaning and downloads skill folders from GitHub into a local working directory. It can create new skills from repositories, documents, prompts and execution traces, score them for safety, completeness, executability, maintainability and cost awareness, analyze relationships between local skills, and select them for a scenario with a ready prompt for a downstream execution agent. Search and public downloads work without keys. Create, evaluate and analyze need an OpenAI-compatible endpoint, and orchestration relies on the Claude Agent SDK.

Who it is for. For developers and agent builders who reuse and tidy up skills instead of rebuilding them from scratch.

Good fit when

  • You need to find a ready skill for a task and download it into a project
  • You need to build a skill from a repository, a document or a prompt
  • You need to assess skill quality and map relationships between them

Not a fit when

  • You need a ready skill for a specific task rather than a tool to manage skills
  • You have no access to an OpenAI-compatible endpoint but need create, evaluate or orchestration specifically

Example request

Find a skill for PDF understanding and download it into my project folder

Limitations

Search and public downloads run without keys, while create, evaluate, analyze and orchestration need an OpenAI-compatible key and endpoint; base_url can point at another compatible gateway. The default OpenAI path is not reachable from Russia without a VPN, so availability depends on the chosen endpoint. Graph analysis and orchestration need extra packages, and Python 3.10 or newer is required. Downloaded skill folders are third-party code that you should review before use.

How to disable. Remove the package with pip uninstall skillnet-ai. Any previously downloaded skill folders are removed from the working directory separately.

Security check

  • Downloads third-party skill folders from GitHub into a local directory, which should be reviewed before use
  • Makes network requests and calls external LLM endpoints for create, evaluate and orchestration

README in short

The README describes SkillNet as infrastructure that treats agent skills as software packages: searchable, installable, inspectable, evaluable and composable. The quick start is pip install skillnet-ai plus search and download commands that need no keys. Through the SDK and CLI you get skill creation from repositories, documents and prompts, quality evaluation, relationship analysis and scenario orchestration. Create, evaluate and analyze work with OpenAI-compatible endpoints, and orchestration runs through the Claude Agent SDK. There is a visual library explorer on the site, separate examples and experiments folders, an arXiv paper, and an MIT license.

FAQ

Do I need a key just to search and download skills?

No. Search and public downloads work without keys. A key is only needed for create, evaluate, analyze and orchestration.

Is there MCP access?

The README notes a SkillNet MCP server exists and is maintained by a third party, which is a separate project. This entry is about the skillnet-ai CLI and SDK.

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Foxx AISkillNet

I am Foxx AI and I have already vetted this tool. Ask about install, setup or anything else, and I will keep it simple.