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Comparison

goptuna vs Agent-Reach

Verdict

Pick goptuna when goptuna is primarily Go; Agent-Reach is Python; pick Agent-Reach when agent-Reach is primarily Python; goptuna is Go.

Markdown twin · goptuna alternatives · Agent-Reach alternatives

GraphCanon updated today

goptuna logo

goptuna

c-bata/goptuna

★ 279pushed Aug 12, 2025
vs
Agent-Reach logo

Agent-Reach

Panniantong/Agent-Reach

★ 55kpushed Jul 10, 2026

Trust & integrity

SignalgoptunaAgent-Reach
Maintenance
Slowing (333d since push)
As of today · github_public_v1
Very active (0d 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 reportAgent-Reach trust reportTrust methodology

Tagline

goptuna
A hyperparameter optimization framework, inspired by Optuna.
Agent-Reach
Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

Stars

goptuna
279
Agent-Reach
55k

Forks

goptuna
26
Agent-Reach
4.5k

Open issues

goptuna
19
Agent-Reach
144

Language

goptuna
Go
Agent-Reach
Python

Adopt for

goptuna
-
Agent-Reach
-

Persona

goptuna
-
Agent-Reach
-

Runtime

goptuna
-
Agent-Reach
-

License

goptuna
MIT
Agent-Reach
MIT

Last pushed

goptuna
Aug 12, 2025
Agent-Reach
Jul 10, 2026

Categories

goptuna
Developer Tools
Agent-Reach
AI Agents, Developer Tools, LLM Frameworks

Trust and health

Maintenance

goptuna
Slowing (36%)
Agent-Reach
Very active (96%)

Days since push

goptuna
333d
Agent-Reach
0d

Open issues (now)

goptuna
19
Agent-Reach
144

Security scan

goptuna
48 low (48 low)
Agent-Reach
No MCP manifest

Full report

goptuna
Trust report
Agent-Reach
Trust report

Choose goptuna if…

  • goptuna is primarily Go; Agent-Reach is Python.
  • Tags unique to goptuna: bandit-algorithms, bayesian-optimization, blackbox-optimization, evolution-strategies.
  • Leaner open-issue backlog (19).

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 Agent-Reach if…

  • Agent-Reach is primarily Python; goptuna is Go.
  • Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation.
  • Also covers AI Agents, LLM Frameworks.

When NOT to use Agent-Reach

  • AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
  • LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
GitHubDetails

Explore

goptuna trust report →Agent-Reach trust report →Developer Tools category →AI Agents category →LLM Frameworks 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 · Agent-Reach 55k (synced Jul 11, 2026).

Common questions

What is the difference between goptuna and Agent-Reach?
goptuna: A hyperparameter optimization framework, inspired by Optuna.. Agent-Reach: Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.. See the comparison table for live GitHub stats and shared categories.
When should I choose goptuna over Agent-Reach?
Choose goptuna over Agent-Reach when goptuna is primarily Go; Agent-Reach is Python; Tags unique to goptuna: bandit-algorithms, bayesian-optimization, blackbox-optimization, evolution-strategies; Leaner open-issue backlog (19).
When should I choose Agent-Reach over goptuna?
Choose Agent-Reach over goptuna when Agent-Reach is primarily Python; goptuna is Go; Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; Also covers AI Agents, LLM Frameworks.
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 Agent-Reach?
AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Is goptuna or Agent-Reach more popular on GitHub?
Agent-Reach has more GitHub stars (54,715 vs 279). Stars measure visibility, not whether either tool fits your constraints.
Are goptuna and Agent-Reach open source?
Yes - both are open-source projects on GitHub (goptuna: MIT, Agent-Reach: MIT).
Where can I find alternatives to goptuna or Agent-Reach?
GraphCanon lists graph-backed alternatives at goptuna alternatives and Agent-Reach alternatives (goptuna markdown twin, Agent-Reach 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 Agent-Reach?
goptuna: Slowing. Agent-Reach: 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 Agent-Reach?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: goptuna trust report; Agent-Reach trust report.