curate-genome-assembly
Process genome assembly datasets for VEuPathDB resources
Process genome assembly datasets for VEuPathDB resources
HealthSim generates realistic synthetic healthcare data for testing EMR systems, claims processing, pharmacy benefits, and analytics. Use for ANY request involving: (1) synthetic patients, clinical data, or medical records, (2) healthcare claims, billing, or adjudication, (3) pharmacy prescriptions, formularies, or drug utilization, (4) HL7v2, FHIR, X12, or NCPDP formatted output, (5) healthcare testing scenarios or sample data generation.
Advanced DQMC features including unequal-time measurements, analytic continuation, and queue system internals. Use when enabling dynamical correlations, performing MaxEnt continuation, or understanding HDF5 data structure.
Fetch PR review comments. Trigger when users reference a PR (e.g. "address comments on PR #1234", "work on PR #1234 reviews").
Research Azure naming constraints and CAF abbreviations for a given resource type. Use when you need to look up the official CAF slug, naming rules (length, scope, valid characters), and derive validation/cleaning regex patterns for an Azure resource. Triggers on: CAF abbreviation lookup, Azure naming rules research, resource naming constraints.
Expand all TaskMaster tasks with deep research via Perplexity before coding begins. Reads tasks.json, launches parallel research agents per task, writes findings back. Part of the prd-taskmaster toolkit. Use after PRD is parsed into tasks and before implementation begins. Invoke with /expand-tasks or when user says "expand tasks", "research all tasks", or "research before coding for all tasks".
AI-powered search and chat with Perplexity. Use when you need to: (1) get AI responses with real-time web search, or (2) answer questions with up-to-date information.
Use when the user needs academic citations, BibTeX, venue/author quality checks, or help filling [CITE] placeholders. Triggers include 文献引用、找引用、citation、bib、参考文献、替换不规范引用、查询作者 H-index、判断期刊/会议质量。
Reviews chapter quality using 5 specialized checkers and generates comprehensive reports. Activates when user requests chapter review or /webnovel-review.
Analyze text content using both traditional NLP and LLM-enhanced methods. Extract sentiment, topics, keywords, and insights from various content types including social media posts, articles, reviews, and video content. Use when working with text analysis, sentiment detection, topic modeling, or content optimization.
Find and thoroughly read a pathology foundation model paper from the papers/ directory. Use as a prerequisite before adding model information or magnification to the README.
Calculate and add the effective magnification for a pathology foundation model already listed in the README. Use when the user asks to add magnification for a model that is already in the table.
Use when running mutation testing, killing mutants, verifying test quality, checking mutation score, or analyzing survivors after the test baseline is green
Guide agent through geospatial data analysis tasks using built-in, learned, and fabricated geo tools
Guide agent through raster and satellite imagery analysis with the built-in, learned, and fabricated geo tools
Systematic approach for gathering authoritative, version-accurate documentation. Claude invokes this skill when research is needed before implementation. Ensures truth over speed while achieving both.
Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.
Sample multiple paths, select most consistent - +17.9% on GSM8K
Calibrate LLM-as-Judge evaluators against human labels. Computes TPR, TNR, precision, recall, F1, and Cohen's kappa. Detects systematic biases and recommends prompt corrections. Produces a calibration report with confidence intervals. Triggers on: "validate evaluator", "calibrate judge", "judge accuracy", "evaluator validation", "judge metrics"