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Comparison

goptuna vs agents

Verdict

Pick goptuna when goptuna is primarily Go; agents is Python; pick agents when agents is primarily Python; goptuna is Go.

Markdown twin · goptuna alternatives · agents alternatives

GraphCanon updated today

goptuna logo

goptuna

c-bata/goptuna

★ 279pushed Aug 12, 2025
vs
agents logo

agents

wshobson/agents

★ 38kpushed Jul 8, 2026

Trust & integrity

Signalgoptunaagents
Maintenance
Slowing (333d since push)
As of today · github_public_v1
Very active (2d since push)
As of today · github_public_v1
Provenance
Not a fork · Personal account
As of today · github_public_v1
Not a fork · Personal account
As of today · github_public_v1
Security (OSV)
48 low (48 low)
As of today · osv@v1
No MCP manifest
As of today · mcp_manifest
goptuna trust reportagents trust reportTrust methodology

Tagline

goptuna
A hyperparameter optimization framework, inspired by Optuna.
agents
Multi-harness agentic plugin marketplace for various AI agents

Stars

goptuna
279
agents
38k

Forks

goptuna
26
agents
4.0k

Open issues

goptuna
19
agents
1

Language

goptuna
Go
agents
Python

Adopt for

goptuna
-
agents
The agents tool is a marketplace for plugins that enhances multiple AI agents, offering integration and management capabilities across several platforms, including Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot

Persona

goptuna
-
agents
-

Runtime

goptuna
-
agents
-

License

goptuna
MIT
agents
MIT

Last pushed

goptuna
Aug 12, 2025
agents
Jul 8, 2026

Categories

goptuna
Developer Tools
agents
AI Agents, Developer Tools

Trust and health

Maintenance

goptuna
Slowing (36%)
agents
Very active (96%)

Days since push

goptuna
333d
agents
2d

Open issues (now)

goptuna
19
agents
1

Security scan

goptuna
48 low (48 low)
agents
No MCP manifest

Full report

goptuna
Trust report
agents
Trust report

Choose goptuna if…

  • goptuna is primarily Go; agents is Python.
  • Tags unique to goptuna: bandit-algorithms, bayesian-optimization, blackbox-optimization, evolution-strategies.

When NOT to use goptuna

  • Last GitHub push was 333 days ago (slowing maintenance, Aug 12, 2025). Validate activity before betting a new project on goptuna.
  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
GitHubDetails

Choose agents if…

  • agents is primarily Python; goptuna is Go.
  • Tags unique to agents: agent-skills, agentic-ai, automation, 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 NOT to use 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
GitHubDetails

Explore

goptuna trust report →agents trust report →Developer Tools category →AI Agents category →All comparisonsStack workflowsTrending tools

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: goptuna 279 · agents 38k (synced Jul 11, 2026).

Common questions

What is the difference between goptuna and agents?
goptuna: A hyperparameter optimization framework, inspired by Optuna.. 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 goptuna over agents?
Choose goptuna over agents when goptuna is primarily Go; agents is Python; Tags unique to goptuna: bandit-algorithms, bayesian-optimization, blackbox-optimization, evolution-strategies.
When should I choose agents over goptuna?
Choose agents over goptuna when agents is primarily Python; goptuna is Go; Tags unique to agents: agent-skills, agentic-ai, automation, 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 goptuna?
Last GitHub push was 333 days ago (slowing maintenance, Aug 12, 2025). Validate activity before betting a new project on goptuna. 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 goptuna or agents more popular on GitHub?
agents has more GitHub stars (37,779 vs 279). Stars measure visibility, not whether either tool fits your constraints.
Are goptuna and agents open source?
Yes - both are open-source projects on GitHub (goptuna: MIT, agents: MIT).
Where can I find alternatives to goptuna or agents?
GraphCanon lists graph-backed alternatives at goptuna alternatives and agents alternatives (goptuna 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, goptuna or agents?
goptuna: Slowing. 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 goptuna and agents?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: goptuna trust report; agents trust report.