Academic Research Skills hits 11k stars

ARS is a masterclass in agentic workflow design, prioritizing verification and Socratic guidance over risky autonomous generation.

• –Features 35 specialized agents across four modules covering research, writing, reviewing, and pipeline orchestration.
• –Mandatory "integrity gates" verify citations via Semantic Scholar and Crossref, effectively blocking the process if hallucinations are detected.
• –"Style Calibration" allows the AI to learn a researcher's unique voice from previous work, mitigating the robotic feel of typical LLM outputs.
• –Specifically built for Claude Code's plugin architecture, signaling a shift toward specialized, developer-centric agent marketplaces.
• –Peer review simulator models the personas of editors and reviewers from top-tier journals like Nature or AER to stress-test papers before submission.