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jumpserver vs SkillOpt

jumpserver and SkillOpt share 3 technologies: OpenAI, azure-identity, and openpyxl. Both are written in Python.

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What they share and what sets them apart

jumpserver

jumpserver

JumpServer is an Open-source Privileged Access Management (PAM) platform with AI-powered capabilities, providing DevOps and IT teams a unified workspace to securely access SSH, RDP, Kubernetes, databases, websites, RemoteApp, VirtualApp, and more.

Python31.9kRead on November 7, 2026, at commit 27be5d7What is jumpserver built with?

Only in jumpserver

In common

microsoft

SkillOpt

SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.

Python18.9kRead on November 6, 2026, at commit eb959c3What is SkillOpt built with?

Only in SkillOpt

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
jumpserver198,944 lines written1,434 code files
SkillOpt89,655 lines written147 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
jumpserver0.1% of its commits signed by AIWith GitHub Copilot and Cursor
SkillOpt38.6% of its commits signed by AIWith Claude Code, GitHub Copilot, Codex, Devin, and Cursor
ActivityFrom GitHub and its history, on the day SeeRepo read it.
jumpserverLast push November 6, 202611,547 commits31,919 stars
SkillOptLast push November 5, 2026474 commits18,915 stars
TestsThe files that test the code, and the share of code files a test imports.
jumpserver170 test files19.6% of its code files have a test that imports them
SkillOpt104 test files55.8% of its code files have a test that imports them

Frequently asked questions

Which is bigger, jumpserver or SkillOpt?
jumpserver, with 198,944 lines written; SkillOpt has 89,655.

The proof: jumpserver/jumpserver's code at commit 27be5d7

Which has more GitHub stars, jumpserver or SkillOpt?
jumpserver, with 31,919 stars; SkillOpt has 18,915.

The proof: jumpserver/jumpserver on GitHub

Which has more tests, jumpserver or SkillOpt?
jumpserver, with 170 test files; SkillOpt has 104.

The proof: jumpserver/jumpserver's code at commit 27be5d7

Which was updated more recently, jumpserver or SkillOpt?
jumpserver: its last push was on November 6, 2026, and SkillOpt's on November 5, 2026.

The proof: jumpserver/jumpserver's commits on GitHub

Which has more commits signed by AI, jumpserver or SkillOpt?
SkillOpt: an AI signed 38.6% of its commits, with Claude Code, GitHub Copilot, Codex, Devin, and Cursor; in jumpserver, 0.1%.

The proof: the commits each tool signed in microsoft/SkillOpt

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