AI for Science harness for magnetism and spintronics research: literature, physics, simulation, fitting, figures, instruments, authoring, and provenance in one CLI.
Agent Claude Code
Validates DOI, metadata, duplicates, OA status, and retraction. Receives a candidate list from search-scout, validates each paper, and updates the evidencematrix (§14.7).
Agent Claude Code
Delegate when drafting research communications, summaries, or reports for a non-specialist audience. Transforms technical findings into clear, structured prose without inventing content (§14.7).
Agent Claude Code
Delegate to own and advance the research tree — choose the best pending node to expand, prune branches by failure type, and record outcomes. Keeps tree-search state separate from the orchestrator.
Agent Claude Code
Delegate when generating candidate research hypotheses for a topic — produces ranked, physics-grounded, falsifiable hypotheses with explicit AI-generated labels. Backs the maglab hypotheses command.
Agent Claude Code
Pre-checks local notes and existing references for evidence and duplicates. Step 1 of research orchestration — queries the local corpus before a broad search to identify what is already held and what gaps remain (§14.7).
Agent Claude Code
Reads 3–7 key papers in depth and extracts claims, evidence, and methodology. Targets T1·T2 papers verified by citation-auditor (§14.7).
Agent Claude Code
Delegate when validating the physical plausibility of physics quantities, simulations, and fitting results via the sanity oracle. Checks dimensions, ranges, and conservation laws.
Agent Claude Code
Delegate when a batch of measurement/simulation results needs to be digested in an isolated context and only compressed analysis conclusions should be returned.
Agent Claude Code
Broadly collects candidate papers using MCP connectors and skills. Generates 3–6 query families and assigns tier classifications (§14.7).
Agent Claude Code
Writes a topic-centred (not paper-by-paper) synthesis report. Receives paper-reviewer results and produces synthesis text with DOI evidence (§14.7).
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: