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Comparison

Agent-Reach vs SPPO

Verdict

Pick Agent-Reach when license: Agent-Reach is MIT, SPPO is Apache-2.0; pick SPPO when license: SPPO is Apache-2.0, Agent-Reach is MIT.

Markdown twin · Agent-Reach alternatives · SPPO alternatives

GraphCanon updated today

Agent-Reach logo

Agent-Reach

Panniantong/Agent-Reach

★ 55kpushed Jul 10, 2026
vs
SPPO logo

SPPO

uclaml/SPPO

★ 589pushed Jan 23, 2025

Trust & integrity

SignalAgent-ReachSPPO
Maintenance
Very active (0d since push)
As of today · github_public_v1
Dormant (534d 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)
No MCP manifest
As of today · mcp_manifest
No lockfile
As of today · none
Agent-Reach trust reportSPPO trust reportTrust methodology

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.
SPPO
The official implementation of Self-Play Preference Optimization (SPPO)

Stars

Agent-Reach
55k
SPPO
589

Forks

Agent-Reach
4.5k
SPPO
48

Open issues

Agent-Reach
144
SPPO
15

Language

Agent-Reach
Python
SPPO
Python

Adopt for

Agent-Reach
-
SPPO
-

Persona

Agent-Reach
-
SPPO
-

Runtime

Agent-Reach
-
SPPO
-

License

Agent-Reach
MIT
SPPO
Apache-2.0

Last pushed

Agent-Reach
Jul 10, 2026
SPPO
Jan 23, 2025

Categories

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

Trust and health

Maintenance

Agent-Reach
Very active (96%)
SPPO
Dormant (18%)

Days since push

Agent-Reach
0d
SPPO
534d

Open issues (now)

Agent-Reach
144
SPPO
15

Security scan

Agent-Reach
No MCP manifest
SPPO
No lockfile

Full report

Agent-Reach
Trust report
SPPO
Trust report

Choose Agent-Reach if…

  • License: Agent-Reach is MIT, SPPO is Apache-2.0.
  • 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

Choose SPPO if…

  • License: SPPO is Apache-2.0, Agent-Reach is MIT.
  • Tags unique to SPPO: deep-learning, fine-tuning, large-language-models, python.
  • Leaner open-issue backlog (15).

When NOT to use SPPO

  • Last GitHub push was 535 days ago (dormant maintenance, Jan 23, 2025). Validate activity before betting a new project on SPPO.
  • Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
GitHubDetails

Explore

Agent-Reach trust report →SPPO trust report →AI Agents category →Developer Tools 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: Agent-Reach 55k · SPPO 589 (synced Jul 11, 2026).

Common questions

What is the difference between Agent-Reach and SPPO?
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.. SPPO: The official implementation of Self-Play Preference Optimization (SPPO). See the comparison table for live GitHub stats and shared categories.
When should I choose Agent-Reach over SPPO?
Choose Agent-Reach over SPPO when License: Agent-Reach is MIT, SPPO is Apache-2.0; Tags unique to Agent-Reach: agent-infrastructure, ai-agent, ai-search, automation; Also covers AI Agents, LLM Frameworks.
When should I choose SPPO over Agent-Reach?
Choose SPPO over Agent-Reach when License: SPPO is Apache-2.0, Agent-Reach is MIT; Tags unique to SPPO: deep-learning, fine-tuning, large-language-models, python; Leaner open-issue backlog (15).
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 SPPO?
Last GitHub push was 535 days ago (dormant maintenance, Jan 23, 2025). Validate activity before betting a new project on SPPO. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Is Agent-Reach or SPPO more popular on GitHub?
Agent-Reach has more GitHub stars (54,715 vs 589). Stars measure visibility, not whether either tool fits your constraints.
Are Agent-Reach and SPPO open source?
Yes - both are open-source projects on GitHub (Agent-Reach: MIT, SPPO: Apache-2.0).
Where can I find alternatives to Agent-Reach or SPPO?
GraphCanon lists graph-backed alternatives at Agent-Reach alternatives and SPPO alternatives (Agent-Reach markdown twin, SPPO 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 SPPO?
Agent-Reach: Very active. SPPO: Dormant. 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 SPPO?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Agent-Reach trust report; SPPO trust report.