scikit-optimize vs agents

Common questions

What is the difference between scikit-optimize and agents?

scikit-optimize: Sequential model-based optimization with a scipy.optimize interface. agents: Multi-harness agentic plugin marketplace for various AI agents. See the comparison table for live GitHub stats and shared categories.

When should I choose scikit-optimize over agents?

Choose scikit-optimize over agents when License: scikit-optimize is BSD-3-Clause, agents is MIT; Tags unique to scikit-optimize: binder, hyperparameter-search, hacktoberfest, hyperparameter.

When should I choose agents over scikit-optimize?

Choose agents over scikit-optimize when License: agents is MIT, scikit-optimize is BSD-3-Clause; Tags unique to agents: agent-skills, workflows, agentic-ai, prompt-engineering; Also covers AI Agents; You are working specifically within the ecosystems of Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, or Gemini CLI, as it provides tailored plugins for these environments.

When should I avoid scikit-optimize?

scikit-optimize is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

When should I avoid agents?

You are working solely within a niche environment that isn't one of the supported platforms (like Claude Code, Codex CLI, etc.) because it may not offer compatible plugins or extensive support Your project requirements do not include interoperability between multiple AI agents and you only need to leverage functionalities from a single AI agent with a robust in-built plugin ecosystem

Is scikit-optimize or agents more popular on GitHub?

agents has more GitHub stars (37,779 vs 2,826). Stars measure visibility, not whether either tool fits your constraints.

Are scikit-optimize and agents open source?

Yes - both are open-source projects on GitHub (scikit-optimize: BSD-3-Clause, agents: MIT).

Where can I find alternatives to scikit-optimize or agents?

GraphCanon lists graph-backed alternatives at scikit-optimize alternatives and agents alternatives (scikit-optimize markdown twin, agents markdown twin), ranked by typed relationship edges rather than popularity votes.

Is there a machine-readable version of this comparison?

Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

Which is better maintained, scikit-optimize or agents?

scikit-optimize: Archived. agents: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

Where are the full trust reports for scikit-optimize and agents?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: scikit-optimize trust report; agents trust report.