OpenAgentSkill Registry Manifest
Skill: Scholar Loop
Slug: renee-jia-scholar-loop
Category: agent-frameworks
Description: An autonomous AI scientist: a multi-agent loop over literature, experiments, self-critique and write-up, with deterministic guards against reward-hacking and hallucination.

Agent fit:
- Decision: 82/100 Strong shortlist
- Primary fit: RAG and knowledge
- Role: Companion skill

Supply profile:
- Track: Coding and developer agents
- Scenario: GitHub automation
- Applicable agents: Claude Code, CLI, Codex, Cursor, Python
- Maintenance: 10d since push
- Risk: Safe to try

Trust:
- Trust score: 82/100 Strong shortlist
- Audit: 87/100 Safe to try

Attribution:
- Status: Community indexed
- Source: GitHub star discovery
- Creator: renee-jia
- Claim URL: https://www.openagentskill.com/skills/renee-jia-scholar-loop#claim-this-skill

Install:
npx skills add renee-jia/scholar-loop

URLs:
- Web: https://www.openagentskill.com/skills/renee-jia-scholar-loop
- API: https://www.openagentskill.com/api/agent/skills/renee-jia-scholar-loop
- Install API: https://www.openagentskill.com/api/skills/renee-jia-scholar-loop/install
- Repository: https://github.com/renee-jia/scholar-loop