Comparison
Agent-Reach vs scikit-optimize
Verdict
Pick Agent-Reach when license: Agent-Reach is MIT, scikit-optimize is BSD-3-Clause; pick scikit-optimize when license: scikit-optimize is BSD-3-Clause, Agent-Reach is MIT.
Markdown twin · Agent-Reach alternatives · scikit-optimize alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | Agent-Reach | scikit-optimize |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Archived (869d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No MCP manifest As of today · mcp_manifest | 17 low (17 low) As of today · osv@v1 |
Tagline
- 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.
- scikit-optimize
- Sequential model-based optimization with a `scipy.optimize` interface
Stars
- Agent-Reach
- 55k
- scikit-optimize
- 2.8k
Forks
- Agent-Reach
- 4.5k
- scikit-optimize
- 559
Open issues
- Agent-Reach
- 144
- scikit-optimize
- 318
Language
- Agent-Reach
- Python
- scikit-optimize
- Python
Adopt for
- Agent-Reach
- -
- scikit-optimize
- -
Persona
- Agent-Reach
- -
- scikit-optimize
- -
Runtime
- Agent-Reach
- -
- scikit-optimize
- -
License
- Agent-Reach
- MIT
- scikit-optimize
- BSD-3-Clause
Last pushed
- Agent-Reach
- Jul 10, 2026
- scikit-optimize
- Feb 23, 2024
Categories
- Agent-Reach
- LLM Frameworks, AI Agents, Developer Tools
- scikit-optimize
- Developer Tools
Trust and health
Maintenance
- Agent-Reach
- Very active (96%)
- scikit-optimize
- Archived (8%)
Days since push
- Agent-Reach
- 0d
- scikit-optimize
- 869d
Archived on GitHub
- Agent-Reach
- No
- scikit-optimize
- Yes
Open issues (now)
- Agent-Reach
- 144
- scikit-optimize
- 318
Owner type
- Agent-Reach
- User
- scikit-optimize
- Organization
Security scan
- Agent-Reach
- No MCP manifest
- scikit-optimize
- 17 low (17 low)
Full report
- Agent-Reach
- Trust report
- scikit-optimize
- Trust report
Choose Agent-Reach if…
- License: Agent-Reach is MIT, scikit-optimize is BSD-3-Clause.
- Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code.
- Also covers LLM Frameworks, AI Agents.
When NOT to use Agent-Reach
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- 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.
Choose scikit-optimize if…
- License: scikit-optimize is BSD-3-Clause, Agent-Reach is MIT.
- Tags unique to scikit-optimize: binder, hyperparameter-search, hacktoberfest, hyperparameter.
When NOT to use 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Panniantong/Agent-Reach) · observed Jul 11, 2026
- GitHub forks (Panniantong/Agent-Reach) · observed Jul 11, 2026
- Last push (Panniantong/Agent-Reach) · observed Jul 10, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (scikit-optimize/scikit-optimize) · observed Jul 11, 2026
- GitHub forks (scikit-optimize/scikit-optimize) · observed Jul 11, 2026
- Last push (scikit-optimize/scikit-optimize) · observed Feb 23, 2024
- License file (BSD-3-Clause) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Agent-Reach 55k · scikit-optimize 2.8k (synced Jul 11, 2026).
Common questions
- What is the difference between Agent-Reach and scikit-optimize?
- 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.. scikit-optimize: Sequential model-based optimization with a
scipy.optimizeinterface. See the comparison table for live GitHub stats and shared categories. - When should I choose Agent-Reach over scikit-optimize?
- Choose Agent-Reach over scikit-optimize when License: Agent-Reach is MIT, scikit-optimize is BSD-3-Clause; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers LLM Frameworks, AI Agents.
- When should I choose scikit-optimize over Agent-Reach?
- Choose scikit-optimize over Agent-Reach when License: scikit-optimize is BSD-3-Clause, Agent-Reach is MIT; Tags unique to scikit-optimize: binder, hyperparameter-search, hacktoberfest, hyperparameter.
- When should I avoid Agent-Reach?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. 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.
- 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.
- Is Agent-Reach or scikit-optimize more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 2,826). Stars measure visibility, not whether either tool fits your constraints.
- Are Agent-Reach and scikit-optimize open source?
- Yes - both are open-source projects on GitHub (Agent-Reach: MIT, scikit-optimize: BSD-3-Clause).
- Where can I find alternatives to Agent-Reach or scikit-optimize?
- GraphCanon lists graph-backed alternatives at Agent-Reach alternatives and scikit-optimize alternatives (Agent-Reach markdown twin, scikit-optimize 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, Agent-Reach or scikit-optimize?
- Agent-Reach: Very active. scikit-optimize: Archived. 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 Agent-Reach and scikit-optimize?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Agent-Reach trust report; scikit-optimize trust report.