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scholar-loop
scholar-loop: An autonomous AI scientist: a multi-agent loop over literature, experiments, self-critique and write-up, with deterministic guards against reward-hacking and hallucination.
AgentScore
20.5+0.16
+0.16 vs 24h ago
Adoption14.4
Quality—
Momentum66.7
Community27.0
Quality unrated · weight redistributed
CapabilitiesResearchTool Use
LicenseMit
MaturityExperimental
Score breakdown
Headline plus the four pillars over time. Click any pillar below to see the signals feeding it.
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Pillar contributions
- GitHub stars+14.6%392→ 43.2MCP registry listing0→ 0.0
Pillar = mean of 2 scaled values = 14.4.
Awaiting first reading — these signals apply to this agent and will be ingested on the next tier tick: PyPI monthly installs, SO questions (7d), Product Hunt upvotes, Docker Hub pulls, Crates.io downloads (90d), Tech-news mentions (30d)
Not applicable — this agent doesn't have the prerequisite (no GitHub repo, no HF mirror, etc.) for these signals to ever apply: HF downloads (30d), npm weekly installs
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Score envelope last computed 14m ago. Quality is Unrated — agent has no benchmark results yet.