Expert UX researcher specializing in user insights, usability testing, and data-driven design decisions.
Designs REST and GraphQL APIs including endpoints, error handling, versioning, and documentation. Use when creating new APIs, designing endpoints, reviewing API contracts — from…
Code review patterns, feedback principles. Use when reviewing PRs, implementations, or making approval/rejection decisions.
(ePost) Use when user asks to research, compare options, find best practices, or investigate a technology
An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair.
Apply findings by making the suggested code changes. Applies accepted verdicts, escalates ambiguous findings to the user, and offers to note skipped genuine improvements — from…
Meta-agent for creating new custom agents, skills, and MCP integrations. Expert in agent design, MCP development, skill architecture, and rapid prototyping.
Expert knowledge for APM (Observability) Layer modeling in Documentation Robotics
Industry supply-chain analysis via Longbridge Securities — maps upstream / midstream / downstream structure for a sector, identifies key bottleneck nodes, assesses bargaining…
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological — from…
WordPress custom Gutenberg block development with server-side PHP rendering. Includes block registration patterns, media upload integration, multiple item blocks, proper…
Help users who struggle with prompt design by turning their vague questions or tasks into high-quality, structured Japanese YAML prompts.
API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination. — from majiayu000/claude-skill-registry
Work with markdown-based task lists in .llm/todo.md files. Use when managing tasks, working with todo lists, extracting incomplete tasks, marking tasks complete, or implementing…
Manage persistent memory for autonomous coding. Use when storing/retrieving knowledge, managing Graphiti integration, persisting learnings, or accessing episodic memory.
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastruc — from…
Step-by-step validation workflow for checker agents - initialize report, discover content, validate progressively, finalize with summary.
Guide Sprint Planning in AI-Agentic Scrum. Use when selecting PBI, defining Sprint Goal, or breaking into subtasks.
Advanced tool use patterns including tool search, programmatic calling, and production orchestration.
Run GGUF models directly, load LoRA adapters, benchmark inference speed, and serve models via llama-server using llama.cpp.
Adopt multiple expert personas sequentially for complex problem analysis from diverse perspectives. Single-agent only — do NOT spawn sub-agents.
Comprehensive GitHub repository analysis for engineering managers with contribution stats, code quality review, team health metrics, and actionable management outputs
Thin orchestrator for decision-grade approach selection. Converts evidence-first fact-finds into a chosen approach, rejected alternatives, and a planning handoff artifact ready…
Generate Coverage and insurance resources with payer diversity including Medicare, Medicaid, commercial, Tricare, VA, and self-pay.
Generate a comprehensive account brief by combining company enrichment, decision-maker mapping, and engagement history from Amplemarket.
K-line candlestick pattern recognition for stocks listed in HK / US / A-share / Singapore via Longbridge Securities.
Create and present web-based slidedecks for developers using Slidev with Markdown, Vue components, code highlighting, animations, and interactive features.
Automated report generator for daily, weekly, and monthly performance summaries. Creates markdown reports with trading performance, defensive wins, agent accuracy, and…
Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomi — from…
Comprehensive guide for implementing Fullstory's Page Properties API (setProperties with type 'page') for web applications.
Automate Make (Integromat) tasks via Rube MCP (Composio): operations, enums, language and timezone lookups. Always search tools first for current schemas.
Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis.
Extract and summarize review comments from GitHub PRs. Use when analyzing PR reviews, checking unresolved issues, or responding to CodeRabbit feedback.
Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.5 review.
Access ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, allele functions, for precision medicine and genotype-guided — from…
Use when starting work on an unfamiliar project or needing to understand a codebase - performs comprehensive analysis discovering architecture, patterns, dependencies, te — from…
List all Technical Specifications with status and metadata
Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery including SMILES parsing, standardization, descriptor — from…
Forces the agent to always use the AskQuestion tool for user prompts instead of conversational questions.
Maps file structure and module organization of a codebase. Use before architecture reviews, refactoring planning, or migration scope estimation.
Frontend architecture approaches — from Multi-Page Apps through Single Page Apps, Server-Side Rendering, Islands Architecture, and Micro-Frontends.
Prompt engineering standards and context engineering principles for AI agents based on Anthropic best practices.
Help Claude query STRING for protein interactions, build PPI graphs with pyPPI, and render styled network figures for bulk gene lists. — from majiayu000/claude-skill-registry
LLM function calling and tool use patterns. Use when enabling LLMs to call external tools, defining tool schemas, implementing tool execution loops, or getting structured output…
Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualizati — from…
Explainability (XAI) audit for products containing AI components. Five-stage tier-scaled check: risk classification, stakeholder×question matrix, fidelity audit, system c — from…
理解 Deep Agents 框架 - 它们是什么、如何使用 createDeepAgent 创建，以及 agent harness 架构，包括内置的规划、文件系统和子代理中间件。
Read-only Tailwind v4 auditor for Treido (tokens + forbidden patterns). Returns structured payload for ORCH merge. Trigger: TW4-AUDIT
Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3).
Lisa - intelligent assistant for memory and tasks. Triggers on 'lisa', 'hey lisa', or addressing lisa directly. — from majiayu000/claude-skill-registry
Convert Markdown to WeChat Official Account HTML. Use this whenever the user wants WeChat article conversion, draft upload, image generation for articles, cover or infographic…
Document frontend data needs for backend developers. Use when frontend needs to communicate API requirements to backend, or user says 'backend requirements', 'what data d — from…
NATS JetStream messaging for Vigil Guard 2.0+ migration. Use when implementing message queues, detection workers, request-reply API, async processing, Dead Letter Queues, or…
Valuation analysis for a single stock via Longbridge — current PE / PB / PS / EV-EBITDA snapshot, historical percentile (1–3 years), industry median + relative premium, industry…
TESSA (TCR and Expression Joint Clustering) is a Bayesian model that integrates T-cell receptor (TCR) sequence profiling with transcriptomes of T cells.
A/B test CLAUDE.md instruction changes against eval benchmarks. Capture baselines, test variants, compare results. — from majiayu000/claude-skill-registry
Calculate readability scores (Flesch-Kincaid, Gunning Fog, SMOG) and grade levels for text. Analyze writing complexity and get improvement suggestions.
Interactive cell type annotation for IMC data. Covers napari-based annotation, marker-guided labeling, training data generation, and annotation validation.
Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph — from…
Generate Ralph-compatible prompts for multiple related tasks. Creates phased prompts with sequential milestones, cumulative progress tracking, and phase-based completion promises.