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Research

Scientific computing and academic tools.

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scientific-computing
185

healthsim

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.

majiayu000
majiayu000
research
open
scientific-computing
185

dqmc-advanced

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.

majiayu000
majiayu000
research
open
academic
184

spectre-fix-pr

Fetch PR review comments. Trigger when users reference a PR (e.g. "address comments on PR #1234", "work on PR #1234 reviews").

sxs-collaboration
sxs-collaboration
research
open
academic
184

azure-naming-research

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.

aztfmod
aztfmod
research
open
academic
184

expand-tasks

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".

anombyte93
anombyte93
research
open
academic
183

perplexity

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.

refly-ai
refly-ai
research
open
academic
183

jina

Extract content from URLs and search with Jina. Use when you need to: (1) read and extract content from any URL, (2) perform site-specific searches, or (3) scrape web page content.

refly-ai
refly-ai
research
open
academic
183

citation-assistant

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。

ZhangNy301
ZhangNy301
research
open
academic
183

exa

Perform semantic search using Exa AI. Use when you need to: (1) find content by meaning not keywords, (2) discover similar documents, or (3) perform neural web searches.

refly-ai
refly-ai
research
open
academic
182

webnovel-review

Reviews chapter quality using 5 specialized checkers and generates comprehensive reports. Activates when user requests chapter review or /webnovel-review.

981029l
981029l
research
open
academic
181

content-analysis

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.

liangdabiao
liangdabiao
research
open
computational-chemistry
181

read-paper

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.

georg-wolflein
georg-wolflein
research
open
computational-chemistry
181

add-model

Add a new pathology foundation model to the README (excluding magnification). Use when the user asks to add a model, paper, or feature extractor to the list, or mentions a new paper in the papers/ directory.

georg-wolflein
georg-wolflein
research
open
computational-chemistry
181

add-magnification

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.

georg-wolflein
georg-wolflein
research
open
computational-chemistry
178

image

Unified tool for analyzing and displaying images (vision analysis and image display).

PhyAgentOS
PhyAgentOS
research
open
bioinformatics
177

genai

GenAI observability and instrumentation patterns

kagenti
kagenti
research
open
computational-chemistry
176

mutation-testing

Use when running mutation testing, killing mutants, verifying test quality, checking mutation score, or analyzing survivors after the test baseline is green

SebastienDegodez
SebastienDegodez
research
open
astronomy-physics
174

spatial-analysis

Guide agent through geospatial data analysis tasks using built-in, learned, and fabricated geo tools

MEKXH
MEKXH
research
open
astronomy-physics
174

remote-sensing

Guide agent through raster and satellite imagery analysis with the built-in, learned, and fabricated geo tools

MEKXH
MEKXH
research
open
scientific-computing
172

research-methodology

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.

VAMFI
VAMFI
research
open
academic
172

research-lit

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.

CurryTang
CurryTang
research
open
bioinformatics
172

self-consistency

Sample multiple paths, select most consistent - +17.9% on GSM8K

Miosa-osa
Miosa-osa
research
open
lab-tools
172

validate-evaluator

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"

Miosa-osa
Miosa-osa
research
open
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