Comparison
Agent-Reach vs metric-learn
Verdict
Pick Agent-Reach when tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; pick metric-learn when tags unique to metric-learn: machine-learning, metric-learning, python, scikit-learn.
Markdown twin · Agent-Reach alternatives · metric-learn alternatives
GraphCanon updated today
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Trust & integrity
| Signal | Agent-Reach | metric-learn |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Slowing (114d 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 | No lockfile As of today · none |
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.
- metric-learn
- Metric learning algorithms in Python
Stars
- Agent-Reach
- 55k
- metric-learn
- 1.4k
Forks
- Agent-Reach
- 4.5k
- metric-learn
- 232
Open issues
- Agent-Reach
- 144
- metric-learn
- 51
Language
- Agent-Reach
- Python
- metric-learn
- Python
Adopt for
- Agent-Reach
- -
- metric-learn
- -
Persona
- Agent-Reach
- -
- metric-learn
- -
Runtime
- Agent-Reach
- -
- metric-learn
- -
License
- Agent-Reach
- MIT
- metric-learn
- MIT
Last pushed
- Agent-Reach
- Jul 10, 2026
- metric-learn
- Mar 19, 2026
Categories
- Agent-Reach
- AI Agents, Developer Tools, LLM Frameworks
- metric-learn
- Computer Vision, LLM Frameworks
Trust and health
Maintenance
- Agent-Reach
- Very active (96%)
- metric-learn
- Slowing (36%)
Days since push
- Agent-Reach
- 0d
- metric-learn
- 114d
Open issues (now)
- Agent-Reach
- 144
- metric-learn
- 51
Owner type
- Agent-Reach
- User
- metric-learn
- Organization
Security scan
- Agent-Reach
- No MCP manifest
- metric-learn
- No lockfile
Full report
- Agent-Reach
- Trust report
- metric-learn
- Trust report
Choose Agent-Reach if…
- Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation.
- Also covers AI Agents, Developer Tools.
- More GitHub stars (55k vs 1.4k) - visibility, not fit.
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.
Choose metric-learn if…
- Tags unique to metric-learn: machine-learning, metric-learning, python, scikit-learn.
- Also covers Computer Vision.
- Leaner open-issue backlog (51).
When NOT to use metric-learn
- Last GitHub push was 114 days ago (slowing maintenance, Mar 19, 2026). Validate activity before betting a new project on metric-learn.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
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-learn-contrib/metric-learn) · observed Jul 11, 2026
- GitHub forks (scikit-learn-contrib/metric-learn) · observed Jul 11, 2026
- Last push (scikit-learn-contrib/metric-learn) · observed Mar 19, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Agent-Reach 55k · metric-learn 1.4k (synced Jul 11, 2026).
Common questions
- What is the difference between Agent-Reach and metric-learn?
- 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.. metric-learn: Metric learning algorithms in Python. See the comparison table for live GitHub stats and shared categories.
- When should I choose Agent-Reach over metric-learn?
- Choose Agent-Reach over metric-learn when Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; Also covers AI Agents, Developer Tools; More GitHub stars (55k vs 1.4k) - visibility, not fit.
- When should I choose metric-learn over Agent-Reach?
- Choose metric-learn over Agent-Reach when Tags unique to metric-learn: machine-learning, metric-learning, python, scikit-learn; Also covers Computer Vision; Leaner open-issue backlog (51).
- 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.
- When should I avoid metric-learn?
- Last GitHub push was 114 days ago (slowing maintenance, Mar 19, 2026). Validate activity before betting a new project on metric-learn. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is Agent-Reach or metric-learn more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 1,437). Stars measure visibility, not whether either tool fits your constraints.
- Are Agent-Reach and metric-learn open source?
- Yes - both are open-source projects on GitHub (Agent-Reach: MIT, metric-learn: MIT).
- Where can I find alternatives to Agent-Reach or metric-learn?
- GraphCanon lists graph-backed alternatives at Agent-Reach alternatives and metric-learn alternatives (Agent-Reach markdown twin, metric-learn 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 metric-learn?
- Agent-Reach: Very active. metric-learn: Slowing. 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 metric-learn?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Agent-Reach trust report; metric-learn trust report.