Create a plan directory in plans// with interface definitions per layer. Use when planning a new feature or asked to write a plan.
AI specification planning frameworks. Use when a spec touches model calls, prompts, retrieval, tool calling, agentic loops, or evals.
Backend specification planning frameworks. Use when a spec touches API endpoints, database schema, middleware, or auth.
Frontend specification planning frameworks. Use when a spec touches UI components, forms, client state, or user-facing flows.
主动心跳——由 cron 定期触发 heartbeat-agent 巡检，发现有价值信息写入 heartbeat-state.json；用户下次开口时 CTRL 读取并在回复开头呈现待处理事项。
Author a new procedure file in procedures/. Use when asked to create or rewrite a procedure, or when designing an agent's behavior.
Meta-prompting framework for critiquing responses, analyzing solution trajectories, and evaluating AI-generated content quality
Generates structured prompts to send to each agent in an agent dispatch plan. Triggered by "write the instructions", "what do I say to the agent?", "write the prompt for me",…
Use when prompts produce inconsistent or unreliable outputs, need explicit structure and constraints, require safety guardrails or quality checks, involve multi-step reasoning…
Use when ~/.claude has grown large or the disk is filling, when the Claude Code plugin cache holds a directory per published version, when temp_subdir_*.clone or temp_git_*…
Generate radial plots (Radial Plot/Galbraith Plot) for heterogeneity analysis. Visually assess heterogeneity across studies by displaying the relationship between standardized…
AI integration review patterns. Use when reviewing model API calls, prompt construction, LLM output handling, RAG pipelines, and tool-calling code.
Backend code review patterns. Use when reviewing API routes, database operations, auth middleware, and server utilities.
Code review patterns, feedback principles. Use when reviewing PRs, implementations, or making approval/rejection decisions.
Draw ROB2 risk-of-bias plots, including a Traffic Light Plot and a Summary Bar Plot. Input is a CSV file with ROB2 assessments for each study; output are two PNG plot files.
Screen full-text papers against inclusion/exclusion criteria, with optional PubMed metadata check using PMID. Use when the user needs to evaluate a paper for a meta-analysis.
Use at the end of a turn that produced a learning, such as a correction from the user, a rule or preference stated ("remember this", "from now on", "always/never"), a process or…
Generate leave-one-out sensitivity analysis plots for meta-analysis. Input is a CSV file containing meta-analysis data; outputs are a sensitivity forest plot (PNG) and a…
Trigger and execute session compression plus post-compression handoff for next-session continuity. Use when user asks to compress long conversations, enforce compression…
Creates new Agent Skills for Claude Code following best practices and documentation. Use when the user wants to create a new skill, extend Claude's capabilities, or packa — from…
Use when auditing or reviewing a whole catalogue of already-shipped skills for defects - stale claims, references that no longer resolve, instructions a reader cannot follow -…
Create or review a SKILL.md file. Use when writing a new skill, auditing an existing one, or unsure how to structure skill content.
审计外部 SKILL.md / agent 仓库 / 自动化脚本的接入风险。用于判断某个 skill 是否应原样引入、拆解学习或禁止接入 longClaw。冲突优先级最高：当请求同时包含“接入审计”与“实现/排障”意图时，先触发本技能。
스킬 품질 자동 검증 도구. 생성된 스킬의 테스트 케이스를 실행하고 baseline 대비 개선을 측정합니다. A/B 테스트, 회귀 테스트, 체인 테스트 + 4차원 스코어링 루브릭을 단일 스킬에 내장하여 self-contained로 동작합니다.
Integrate with Facebook and Instagram APIs via MCP to create, schedule, and manage social posts with human-in-the-loop approval workflows.
Ritual de inicio de sesión para iAmasters OS. Carga el contexto necesario (operator-state, user.md, daily summary, learnings, proyectos abiertos), recapitula al operador qué dejó…
Auditar y corregir meta tags para SEO y redes sociales. Activar ante: SEO basico, meta description, Open Graph, Twitter Cards, titulo de pagina, etiquetas meta
A comprehensive metacognition and meta-thinking skill for monitoring, evaluating, and improving one's own thinking processes in real-time.
Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions — from…
Meta 환경 기본 워크플로우. semo-system/ 수정 → 버저닝 → 배포 → 로컬 동기화 체인 자동 실행. Use when (1) [Meta] 프리픽스 요청, (2) semo-system/ 수정 완료 후, (3) Meta 패키지 설치 환경. — from general/general-misc
Meta 환경 기본 워크플로우. semo-system/ 수정 → 버저닝 → 배포 → 로컬 동기화 체인 자동 실행. Use when (1) [Meta] 프리픽스 요청, (2) semo-system/ 수정 완료 후, (3) Meta 패키지 설치 환경. — from majiayu000/claude-skill-registry
Metabase integration. Manage data, records, and automate workflows. Use when the user wants to interact with Metabase data.
Convert Metabase questions, models, and metrics into ktx Semantic Layer source definitions. Covers result-metadata to KSL column type mapping, FK/PK detection, near-dupli — from…
Convert Metabase questions, models, and metrics into KTX Semantic Layer source definitions. Covers result-metadata to KSL column type mapping, FK/PK detection, near-dupli — from…
Metabase is an open source business intelligence platform for querying data, building dashboards, and embedding analytics.
Use when you have two peak-picked, conventionally aligned untargeted LC-MS metabolomics datasets (metabData objects) acquired under different conditions and need to ident — from…
Use when you have a raw peak-picked untargeted LC-MS dataframe with columns containing mass-to-charge (m/z), retention time (rt), feature identifiers, adduct annotations, and…
Use when you have Nightingale Health 1H-NMR metabolomics data (feature matrix with named metabolite columns) and need to compute predicted metabolic age for each sample, typically…
Use when you have consensus metabolic reconstructions for all members of a microbial or plant community (e.
Use when you have draft metabolic reconstructions in SBML or standard format for multiple organisms in a microbial community (e.
Use when you have a generic constraint-based metabolic model (SBML format) and cross-sectional omics data (RNA-seq, intracellular metabolomics, YSI or bioanalyzer extracellular…
Use when you have generated consensus metabolic reconstructions for multiple members of a microbial community (e.
Use when when building a comprehensive chemical knowledge base for mass spectrometry formula assignment, particularly when you need to link chemical formulae across heterogeneous…
Use when when you have an untargeted metabolomics feature table (m/z values, retention times, intensities) and aim to predict functional pathway activity without explicit — from…
Use when when you have paired NMR metabolite measurements and corresponding processing metadata (pre-centrifugation delay, post-centrifugation delay, sample type, cohort) for a…
Imputes missing/dropout values in scRNA-seq expression data to improve metabolic pathway analysis. This process handles sparsity common in single-cell RNA sequencing data by…
Performs enrichment analysis (GSEA-based) for metabolic pathways across different cell groups to identify significantly enriched pathways.
Calculates pathway activity scores for metabolic pathways across different cell groups and subsets. This process quantifies the metabolic activity of each pathway per group,…
Analyzes metabolic pathway heterogeneity within cell populations by calculating normalized enrichment scores (NES) for each pathway across different groups.
Use when you have a MetaboLights dataset identifier (e.g., MTBLS1124) and need to download a specific mzML file (e.g., QC07.mzML) from the public repository for visualization,…
Submit compact MetaboLights requests for study discovery and study-level metabolomics metadata. Use when a user wants concise MetaboLights summaries — from…
Use when you have intracellular metabolomics abundance data (measured metabolite concentrations) from multiple biological replicates collected from two or more cell lines or…
Use when you have normalized peak intensities using MetaboDirect's data preprocessing step and are preparing to perform PERMANOVA or NMDS ordination on a bacterium-phage or…
Use when you have a peak-abundance matrix from FT-ICR MS (peaks as rows, samples as columns with raw peak intensities) and need to compute abundance-based diversity indices or…
Metabolite identification from m/z and retention time. Covers database matching, MS/MS spectral matching, and confidence level assignment.
Use when when you have an untargeted metabolomics dataset from HPLC–MS (e.g., mzML, NetCDF) with detected peaks of unknown identity, and you need to disambiguate or validate…
Use when you have a feature table with candidate metabolite annotations (m/z, retention time, chemical identifiers) from MS/MS spectra or external tools (SIRIUS, GNPS), sample…
Use when you have paired metabolomics data (MS/MS spectra and feature quantification) linked to organismal or tissue taxonomy, and you want to reduce false positive annotations…
Use when after preprocessing GCxGC-MS chromatograms (smoothing, baseline correction, peak alignment) when you need to uncover latent metabolite patterns that distinguish…
Use when after running annotateRC() on LC-MS AIF features, when you need to validate whether a feature's rank-1 annotation is reliable or when you suspect that structurally…