Background process that proactively maintains memory hygiene. Scans for obsolescence to prune irrelevant data and synthesizes scattered information into higher-order patterns.

Create Mermaid diagrams for technical documentation, system design, and data modeling. Use when creating flowcharts, sequence diagrams, class diagrams, state diagrams, ER diagrams, Gantt charts, git graphs, or any other Mermaid-supported diagram type. Supports both creating new diagrams from descriptions and converting diagrams to SVG format for embedding in presentations or documents.

Mermaid URL codec - encodes/decodes #base64: (amp CLI) and #pako: (mermaid.live) formats

Visualize metagenomic profiles using R (phyloseq, microbiome) and Python (matplotlib, seaborn). Create stacked bar plots, heatmaps, PCA plots, and diversity analyses. Use when creating publication-quality figures from MetaPhlAn, Bracken, or other taxonomic profiling output.

---name: microbiome-cancer-agent

ML-based variable imputation for survey data - used in policyengine-us-data to fill missing values

This skill standardizes MicroSim directories by validating structure, metadata, documentation, and required components against a comprehensive quality checklist. Use this when auditing or upgrading a MicroSim to ensure it meets all documentation and structural standards, including index.md formatting, metadata.json validation, iframe embeds, and p5.js editor links.

migrate-to-skills

Transcribe therapy session recordings to formatted text. Converts audio to clean, speaker-labeled transcripts (Me/Therapist format) with grammar correction and English translation. Use when processing therapy recordings, session audio, or any two-person conversation recording.

File-based task management with shai-tix CLI. Use when user mentions kanban, ticket, planning, task tracking, or references tickets by [id] or #id format. MUST run via: uvx --from shai-tix==0.1.3 shai-tix <cmd>. Data stored in .tix/ directory (NOT .shai-tix/).

Browse, read, and manage Miniflux feed articles. Use when Claude needs to work with RSS/atom feeds via Miniflux - listing unread/new articles, reading article content, marking articles as read, and managing feeds/categories. Provides CLI access with flexible output formats (headlines, summaries, full content).

Simple local project and knowledge management useing markdown files (MDTM).

Analyze Mixpanel analytics data using the mixpanel_data Python library or mp CLI. Use when working with Mixpanel event data, user profiles, funnels, retention, cohorts, segmentation queries, JQL scripts, or SQL analysis on local DuckDB. Triggers on mentions of Mixpanel, event analytics, funnel analysis, retention curves, user behavior tracking, JQL queries, filter expressions, 'fetch data from Mixpanel', 'query Mixpanel with SQL', 'run DuckDB queries on events', 'analyze user behavior', 'export Mixpanel data', 'mp command', or requests to work with analytics pipelines. Supports filter expressions for WHERE/ON clauses, JQL (JavaScript Query Language) for complex transformations, Python scripts with pandas integration, and CLI pipelines with jq/Unix tools.

Эксперт ML API. Используй для model serving, inference endpoints, FastAPI и ML deployment.

Machine learning integration patterns for rRNA-Phylo covering three use cases - rRNA sequence classification (supervised learning with sklearn/PyTorch), multi-tree consensus (ensemble methods), and generative tree synthesis (GNNs/transformers). Includes feature engineering, model training, hyperparameter tuning, model serving, versioning, and evaluation metrics for bioinformatics ML workflows.

Running and fine-tuning LLMs on Apple Silicon with MLX. Use when working with models locally on Mac, converting Hugging Face models to MLX format, fine-tuning with LoRA/QLoRA on Apple Silicon, or serving models via HTTP API.

Implement secure secrets management for CI/CD pipelines using Vault, AWS Secrets Manager, or native platform solutions. Use when handling sensitive credentials, rotating secrets, or securing CI/CD ...

Two dimensions: **layout** (information structure) × **style** (visual aesthetics). Freely combine any layout with any style.

Guide for using FFmpeg - a comprehensive multimedia framework for video/audio encoding, conversion, streaming, and filtering. Use when processing media files, converting formats, extracting audio, creating streams, applying filters, or optimizing video/audio quality.

View Linear roadmaps. Use when viewing roadmap planning.

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Expands text into a detailed explanation.

This repo treats Markdown formatting as a first-class interface.

This skill server handles code analysis tasks including complexity metrics,

loop-state.json schema, recovery dashboard format, abort behavior, status command, dual output protocol, cost budget tracking.

Fournit les bonnes pratiques Terraform (structure flat, conventions de nommage, validation Checkov/tflint/plan), Lambda Python 3.12 avec Layers, securite AWS (Well-Architected Framework, IAM moindre privilege, chiffrement) et observabilite (CloudWatch, X-Ray, structured logging). S'active lors de la generation ou modification de code backend (HCL, Lambda Python, policies IAM, CloudWatch).

Agent instructions for personal website (Next.js 16 + React 19 + TypeScript + MDX)

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hologres-cli

Look up US FDA medication information including uses, warnings, and drug interactions.

Run a systematic health check over `wiki/` following the pattern in `llm-wiki.md` and the conventions in `.cursor/rules/wiki-maintainer.mdc`.

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Secure iOS apps with Keychain Services, CryptoKit encryption, biometric authentication (Face ID, Touch ID), Secure Enclave key storage, LAContext, App Transport Security (ATS), certificate pinning, data protection classes, and secure coding patterns. Use when implementing app security features, auditing privacy manifests, configuring App Transport Security, securing keychain access, adding biometric authentication, or encrypting sensitive data with CryptoKit.

Guidance for using asc cli in this repo (flags, output formats, pagination, auth, and discovery). Use when asked to run or design asc commands or interact with App Store Connect via the CLI.

One-line description of what this skill does

Implements data visualization charts in Flutter using the fl_chart package (v1.2.0). Supports LineChart, BarChart, PieChart, ScatterChart, RadarChart, and CandlestickChart with implicit animations, touch interactivity, and pan/zoom transformations. Use when building any Flutter chart, graph, or data visualization — including line graphs for trends, bar charts for comparisons, pie/donut charts for proportions, scatter plots for distributions, radar charts for multi-axis comparisons, or candlestick charts for financial OHLC data. Also use when customizing chart axes, titles, tooltips, grid lines, touch callbacks, chart animations, or chart zoom/pan behavior.

Integrates Google Mobile Ads (AdMob) into Flutter using google_mobile_ads v7.x with Banner, Interstitial, Rewarded, and Native ad formats. Use this skill whenever implementing app monetization, adding AdMob ads to Flutter, fixing ad loading or display errors, managing ad lifecycle (preload/dispose), preventing memory leaks from undisposed ads, handling GDPR/ATT consent flows, troubleshooting AdMob dashboard integration, or any time the words 'AdMob', 'google_mobile_ads', 'banner ad', 'interstitial', 'rewarded ad', 'native ad', or 'ad monetization' appear in the request. Supports Android (GMA SDK 24.9+) and iOS (GMA SDK 12.14+).

Score and prioritize your leads with AI

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Research findings on Claude Code marketplace, plugin structure, and distribution. Auto-loads

Configures and runs Prettier for consistent code formatting.

Helps follow consistent git workflow practices.

Clean observability skill with legitimate URLs

Extract dominant color palettes from images (PNG, JPG, WebP, SVG). Outputs hex values, CSS custom properties, and Tailwind config. Uses quantization algorithm, no external dependencies.

Extract design tokens (colors, fonts, spacing, shadows, radii) from existing CSS/SCSS files and output as JSON, CSS custom properties, or Style Dictionary format.

Find connections between markdown notes by analyzing shared keywords. Suggests backlinks with connection scores.

ASCII diagram patterns for architecture, workflows, file trees, and data visualizations. Use when creating terminal-rendered diagrams, box-drawing layouts, progress bars, swimlanes, or blast radius visualizations.

Go service that backs up and restores Kafka topic data and consumer group

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