Single-machine academic paper search and PDF handling for any research field. Searches arXiv and Semantic Scholar without an API key, with DuckDuckGo as a web fallback, and extracts/downloads PDFs locally. MCP servers (arxiv-mcp-server, Ai2 Asta) are used when available. Use for quick, focused lookups in any…
Massive multi-source academic literature search via subagent orchestration. Fans out parallel searchers across every available scholarly source — arXiv, Semantic Scholar, Crossref, OpenAlex, PubMed/PMC, bioRxiv/medRxiv, DOAJ, CORE, BASE, DBLP, IACR, SSRN, Zenodo, Unpaywall, plus web/GitHub — then deduplicates by…
Profile a research lab (a professor, or a school/department) over the last N years by collecting every paper from OpenAlex, structuring it into a temporal knowledge graph (ontology) — Papers, Researchers, Topics, Themes, Methods, Venues, Citations — and synthesizing a grounded report of the lab's year-by-year output…
Validates DOI, metadata, duplicates, OA status, and retraction. Receives a candidate list from search-scout, validates each paper, and updates the evidencematrix (§14.7).
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).
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.
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.
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).
Delegate when validating the physical plausibility of physics quantities, simulations, and fitting results via the sanity oracle. Checks dimensions, ranges, and conservation laws.
Delegate when a batch of measurement/simulation results needs to be digested in an isolated context and only compressed analysis conclusions should be returned.
Professional academic email workflow (≤200 words). Invokes AcademicEmailAgent to draft a concise email with subject line and follow-up action for one of five standard email types: collaboration, question, interview, recommendation, or application. Output carries HUMAN REVIEW REQUIRED; no auto-send (§16.3).
Skill "arxiv-search" from TaewoooPark/MagLab, covering category scoping, query families (3–6 per topic), version and doi resolution, tier classification and output contract.
Journal submission cover letter workflow (≤250 words). Invokes CoverLetterAgent to draft a concise novelty-focused cover letter from the author's key results. Output carries HUMAN REVIEW REQUIRED; no auto-send. All personal/institutional fields are marked [FILL] for the author to complete (§16.3).
Systematic literature review workflow — search → screening → quality assessment → topic-centred synthesis. Includes local-gap analysis. A DOI citation is required for every factual claim (§14.7). Activated by the maglab lit search command and the synthesis-editor agent.
Broad literature search for magnetism & spintronics — OpenAlex REST query strategy, query family generation, tier classification, and evidencematrix construction (§14.3·§14.7). Activated by the maglab lit search command and the research orchestration search-scout agent.
Use when validating the dimensional, range, and conservation-law plausibility of magnetic physics quantities, or when performing deterministic physics formula calculations and unit conversions. Gilbert damping 0≤α≤1 check, M≤Ms, exchange length and domain wall width calculations, Oe↔A/m↔T·emu/cm³↔A/m·Jij meV↔K…
Point-by-point peer-review response letter workflow for journal resubmission. Invokes RevisionLetterAgent to quote each reviewer comment verbatim, draft a response, and add a change-location marker. Outputs carry HUMAN REVIEW REQUIRED; no auto-send. A DOI or manuscript location is required for every factual response…
Clone any website's design into clean, editable React + Tailwind, with your content. Renders a reference, extracts its full design (every color, gradient, shadow, font, box) into a Tailwind v4 theme, replays a faithful reconstruction, loops a visual diff against the original until it matches, then exports an editable…
Clone a website — a working behavior ARCHIVE (real code + data replayed offline; tabs, filters, transitions work), a pixel-identical editable RESTORE (real source recovered from source maps when shipped, else the real DOM componentized into React with classes kept byte-exact — verified by pixel-diff), or a…