Papers

Ensure the library has collected all publications by faculty in a department - a collection completeness requirement

Critiques your paper draft as a skeptical reviewer would. Use when asked to review a paper draft, find weaknesses in a paper, prepare for peer review, anticipate reviewer criticism, or stress-test research before submission. Identifies weak claims, missing baselines, unclear explanations, and overclaims.

Multi-model consultation with parallel execution and configurable synthesis strategies

Integrate with Obsidian vaults through the Local REST API plugin.Use this skill when the user wants to:- Search notes in their Obsidian vault- Read specific notes- Create new notes- Modify existing notes- Manage daily/periodic notes- Execute Dataview queriesIMPORTANT: This skill performs destructive operations (create, modify, delete).Always follow safety rules and confirmation requirements.Activates when user mentions:- "Obsidian", "my vault", "my notes"- "daily note", "journal entry"- "search my notes", "find in Obsidian"- Creating, updating, or deleting notes

Testing best practices for modern Python development. Activated when working with tests, pytest, Hypothesis property-based testing, Atheris fuzz testing, test coverage, test organization, or mutation testing.

Create Cell Press-style publication tables for HTML documents. Use when formatting statistical comparisons, timelines, reagent lists, or any tabular scientific data.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions

Framework for holding opposing positions in productive tension without premature synthesis. Use when facing paradoxes, contradictions, or when early synthesis would flatten necessary distinctions. Prevents convergence-based thinking that eliminates the contrast needed for genuine insight.

Analyze PDF documents with table extraction, section identification, and content summarization. Use when reading technical documents, reports, or papers.This skill provides PDF analysis capabilities:- Text extraction and OCR- Table detection and CSV conversion- Section and heading identification- Key points summarization- Metadata extractionTriggers: "analyze PDF", "extract tables", "summarize document", "read PDF", "PDF解析", "テーブル抽出", "ドキュメント要約"

Systematic methodology for debugging bugs, test failures, and unexpected behavior.Use when encountering any technical issue before proposing fixes. Covers root causeinvestigation, pattern analysis, hypothesis testing, and fix implementation.Use ESPECIALLY when under time pressure, "just one quick fix" seems obvious, oryou've already tried multiple fixes. NOT for exploratory code reading.

Fetch and summarize authoritative external sources into actionable guidance. EXCLUSIVE to researcher agent.

Run an iterative, hypothesis-driven “debug mode” loop to diagnose and fix a bug using targeted instrumentation and log capture. Use when the user wants an interactive debug loop, when you need to quickly narrow a failure via added debug statements, or when you need a lightweight way to centralize logs from a repro run (via `agent-skills debug` server + SSE UI).

Deep methodology knowledge for pairwise meta-analysis including fixed vs random effects, heterogeneity assessment, publication bias, and sensitivity analysis. Use when conducting or reviewing pairwise MA.

Comprehensive IEEE PES paper review for Physics-Guided SSL GNN power grid research. Use when reviewing paper sections, checking claims against evidence, validating physics consistency (PF/Line Flow/Cascade), auditing figures/tables, checking IEEE compliance, or positioning against competing work (PPGT). Triggers on "review my paper", "check claims", "validate physics", "PES submission ready", "compare to baselines", "audit figures", or any publication preparation task.

Use when you want a second-opinion review from a different model/tool. Provide narrow, reviewable diffs.

Activate when the user needs help conducting proactive threat hunting, investigating suspicious activity, or building hypothesis-driven hunts in LimaCharlie.

RAN documentation generation with cognitive consciousness, automated technical writing, and intelligent knowledge synthesis for comprehensive RAN system documentation. Use when generating RAN technical documentation, creating API documentation, automating knowledge base creation, or enabling intelligent documentation systems.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions

Use this skill to migrate existing (brownfield) projects with established documentation to the SynthesisFlow structure. Intelligently discovers, categorizes, and migrates documentation while preserving content, adding frontmatter, and maintaining git history.

Academic publication metadata retrieval and citation generation using the Crossref REST API. Now includes unified citation_lookup.py tool supporting the convenient bib.doi format. Use this skill when users ask to look up DOIs, search for academic papers, retrieve journal article metadata, find publication information, generate citations for research papers, get author information for academic works, search by ISSN, or retrieve bibliographic data. Triggers include queries like look up DOI, search for papers by author, find article metadata, cite this paper, generate citation for DOI, search Crossref, get publication details, or bib.doi with a DOI number.