Comparison
Agent-Reach vs MOE
Verdict
Pick Agent-Reach when agent-Reach is primarily Python; MOE is C++; pick MOE when mOE is primarily C++; Agent-Reach is Python.
Markdown twin · Agent-Reach alternatives · MOE alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | Agent-Reach | MOE |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Archived (1205d 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 | 15 low (15 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.
- MOE
- A global, black box optimization engine for real world metric optimization.
Stars
- Agent-Reach
- 55k
- MOE
- 1.3k
Forks
- Agent-Reach
- 4.5k
- MOE
- 139
Open issues
- Agent-Reach
- 144
- MOE
- 175
Language
- Agent-Reach
- Python
- MOE
- C++
Adopt for
- Agent-Reach
- -
- MOE
- -
Persona
- Agent-Reach
- -
- MOE
- -
Runtime
- Agent-Reach
- -
- MOE
- -
License
- Agent-Reach
- MIT
- MOE
- Other
Last pushed
- Agent-Reach
- Jul 10, 2026
- MOE
- Mar 24, 2023
Categories
- Agent-Reach
- LLM Frameworks, AI Agents, Developer Tools
- MOE
- Developer Tools
Trust and health
Maintenance
- Agent-Reach
- Very active (96%)
- MOE
- Archived (8%)
Days since push
- Agent-Reach
- 0d
- MOE
- 1205d
Archived on GitHub
- Agent-Reach
- No
- MOE
- Yes
Open issues (now)
- Agent-Reach
- 144
- MOE
- 175
Owner type
- Agent-Reach
- User
- MOE
- Organization
Security scan
- Agent-Reach
- No MCP manifest
- MOE
- 15 low (15 low)
Full report
- Agent-Reach
- Trust report
- MOE
- Trust report
Choose Agent-Reach if…
- Agent-Reach is primarily Python; MOE is C++.
- License: Agent-Reach is MIT, MOE is Other.
- 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 MOE if…
- MOE is primarily C++; Agent-Reach is Python.
- License: MOE is Other, Agent-Reach is MIT.
- Tags unique to MOE: c++.
- MOE ships Docker support for self-hosted deployment.
When NOT to use MOE
- MOE 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 (YelpArchive/MOE) · observed Jul 11, 2026
- GitHub forks (YelpArchive/MOE) · observed Jul 11, 2026
- Last push (YelpArchive/MOE) · observed Mar 24, 2023
- License file (Other) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Agent-Reach 55k · MOE 1.3k (synced Jul 11, 2026).
Common questions
- What is the difference between Agent-Reach and MOE?
- 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.. MOE: A global, black box optimization engine for real world metric optimization.. See the comparison table for live GitHub stats and shared categories.
- When should I choose Agent-Reach over MOE?
- Choose Agent-Reach over MOE when Agent-Reach is primarily Python; MOE is C++; License: Agent-Reach is MIT, MOE is Other; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers LLM Frameworks, AI Agents.
- When should I choose MOE over Agent-Reach?
- Choose MOE over Agent-Reach when MOE is primarily C++; Agent-Reach is Python; License: MOE is Other, Agent-Reach is MIT; Tags unique to MOE: c++; MOE ships Docker support for self-hosted deployment.
- 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 MOE?
- MOE 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 MOE more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 1,318). Stars measure visibility, not whether either tool fits your constraints.
- Are Agent-Reach and MOE open source?
- Yes - both are open-source projects on GitHub (Agent-Reach: MIT, MOE: Other).
- Where can I find alternatives to Agent-Reach or MOE?
- GraphCanon lists graph-backed alternatives at Agent-Reach alternatives and MOE alternatives (Agent-Reach markdown twin, MOE 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 MOE?
- Agent-Reach: Very active. MOE: 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 MOE?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Agent-Reach trust report; MOE trust report.