Comparison
marqo vs Agent-Reach
Verdict
Pick marqo when license: marqo is Apache-2.0, Agent-Reach is MIT; pick Agent-Reach when license: Agent-Reach is MIT, marqo is Apache-2.0.
Markdown twin · marqo alternatives · Agent-Reach alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | marqo | Agent-Reach |
|---|---|---|
| Maintenance | Very active (1d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No MCP manifest As of today · mcp_manifest |
Tagline
- marqo
- Ecommerce Search and Discovery - marqo.ai
- 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
- marqo
- 5.0k
- Agent-Reach
- 55k
Forks
- marqo
- 231
- Agent-Reach
- 4.5k
Open issues
- marqo
- 177
- Agent-Reach
- 144
Language
- marqo
- Python
- Agent-Reach
- Python
Adopt for
- marqo
- -
- Agent-Reach
- -
Persona
- marqo
- -
- Agent-Reach
- -
Runtime
- marqo
- -
- Agent-Reach
- -
License
- marqo
- Apache-2.0
- Agent-Reach
- MIT
Last pushed
- marqo
- Jul 10, 2026
- Agent-Reach
- Jul 10, 2026
Categories
- marqo
- LLM Frameworks, Developer Tools
- Agent-Reach
- LLM Frameworks, AI Agents, Developer Tools
Trust and health
Days since push
- marqo
- 1d
- Agent-Reach
- 0d
Open issues (now)
- marqo
- 177
- Agent-Reach
- 144
Owner type
- marqo
- Organization
- Agent-Reach
- User
Security scan
- marqo
- No lockfile
- Agent-Reach
- No MCP manifest
Full report
- marqo
- Trust report
- Agent-Reach
- Trust report
Choose marqo if…
- License: marqo is Apache-2.0, Agent-Reach is MIT.
- Tags unique to marqo: multi-modal, machine-learning, python, search-engine.
- More recently updated (last pushed Jul 10, 2026).
When NOT to use marqo
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Choose Agent-Reach if…
- License: Agent-Reach is MIT, marqo is Apache-2.0.
- Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude code.
- Also covers 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (marqo-ai/marqo) · observed Jul 11, 2026
- GitHub forks (marqo-ai/marqo) · observed Jul 11, 2026
- Last push (marqo-ai/marqo) · observed Jul 10, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- 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 on cards: marqo 5.0k · Agent-Reach 55k (synced Jul 11, 2026).
Common questions
- What is the difference between marqo and Agent-Reach?
- marqo: Ecommerce Search and Discovery - marqo.ai. 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 marqo over Agent-Reach?
- Choose marqo over Agent-Reach when License: marqo is Apache-2.0, Agent-Reach is MIT; Tags unique to marqo: multi-modal, machine-learning, python, search-engine; More recently updated (last pushed Jul 10, 2026).
- When should I choose Agent-Reach over marqo?
- Choose Agent-Reach over marqo when License: Agent-Reach is MIT, marqo is Apache-2.0; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude code; Also covers AI Agents.
- When should I avoid marqo?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- 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.
- Is marqo or Agent-Reach more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 5,016). Stars measure visibility, not whether either tool fits your constraints.
- Are marqo and Agent-Reach open source?
- Yes - both are open-source projects on GitHub (marqo: Apache-2.0, Agent-Reach: MIT).
- Where can I find alternatives to marqo or Agent-Reach?
- GraphCanon lists graph-backed alternatives at marqo alternatives and Agent-Reach alternatives (marqo 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, marqo or Agent-Reach?
- marqo: Very active. 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 marqo and Agent-Reach?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: marqo trust report; Agent-Reach trust report.