MCP server configuration, troubleshooting, and Todoist REST API workarounds

Convert MCP servers to typed TypeScript APIs for efficient code execution. Reduces token usage by 98%+ by transforming tool calls into programmatic access. Use when building agents that need to interact with multiple MCP servers efficiently, when context window is a concern, or when native control flow (loops, conditionals) would simplify multi-step workflows.

Convert markdown files to Jupyter notebooks (.ipynb). Splits markdown by `---` delimiters into cells, extracts code blocks (```python```, ```sql```) as code cells, and handles YAML front matter removal. Use when converting documentation, tutorials, or structured markdown into interactive Jupyter notebooks.

Creates content with MDX including Markdown with JSX, custom components, and frontmatter. Use when building content-heavy sites, documentation, blogs, or mixing Markdown with interactive components.

Performs mean-variance portfolio optimization to find the tangency portfolio. This skill should be used when users want to calculate optimal portfolio weights, the tangency portfolio, or perform mean-variance optimization with multiple assets. The skill interactively collects expected returns, standard deviations, correlations, and the risk-free rate, then computes and explains the tangency portfolio that maximizes the Sharpe ratio.

Analyze relationships across multiple SAE features - co-activation patterns, shared drivers, and subsystem identification

Convert experiment results to Markdown research notes and optionally update research state with evidence

Use when designing digital asset management systems, media libraries, upload pipelines, or asset metadata schemas. Covers media storage patterns, file organization, metadata extraction, and media APIs for headless CMS.

Produce and assemble multimedia assets (images, videos, and graphics) to communicate pilot findings and narratives. Use when creating visuals, video explainers, infographics, or media-rich presentations for stakeholders and leadership.

通用自媒体文章自动发布工具。支持百家号、搜狐号、知乎三个平台的自动化发布流程。使用Playwright MCP工具实现平台导航和发布页面进入，支持通过storageState管理Cookie实现账号切换。当用户需要发布文章到自媒体平台、打开平台发布页面、切换自媒体账号时使用此skill。工作流程：1)检查并打开指定平台 2)验证登录状态 3)自动关闭广告弹窗 4)导航到发布文章页面 5)收集发布信息 6)自动填写并发布。

Summarize meetings into clear, actionable notes with decisions and next steps

Use when extracting product signals from meeting transcripts - systematically identifies asks, problems, quotes, and evidence across time windows with customer attribution

member-experience

meme-pumper

Query and analyze ACO pheromone graphs in Memgraph. Use for prime candidate queries, pheromone analysis, path validation, and convergence monitoring.

Use this skill to verify whether restaurants actually have Planted products on their current menu. Crawls restaurant websites, parses PDF menus, and updates venue verification status in Firestore.

Expert guidance for creating syntactically correct Mermaid diagrams. Use when creating flowcharts, sequence diagrams, class diagrams, state diagrams, Gantt charts, ER diagrams, or data lineage visualizations.

Fix and validate Mermaid diagrams using mermaid-cli (mmdc). Use when Claude needs to fix parsing errors in Mermaid diagrams, validate diagrams, or when encountering Mermaid syntax issues. This skill reads rules from .claude/rules/mermaid.md and updates it with newly discovered patterns.

World-class creation of valid, beautiful, and accessible Mermaid diagrams. Use when users request diagrams, flowcharts, sequence diagrams, entity relationship diagrams, state machines, Gantt charts, class diagrams, or any visual representation that can be expressed in Mermaid syntax. Handles all Mermaid diagram types with expert knowledge of syntax, styling, and best practices.

Render Mermaid diagrams as SVG or ASCII art using beautiful-mermaid. Use when users need to create flowcharts, sequence diagrams, state diagrams, class diagrams, or ER diagrams. Supports both graphical SVG output and terminal-friendly ASCII/Unicode output.

Create diagrams and visualizations using Mermaid.js v11 syntax. Use when generating flowcharts, sequence diagrams, class diagrams, state diagrams, ER diagrams, Gantt charts, user journeys, timelines, architecture diagrams, or any of 24+ diagram types. Supports JavaScript API integration, CLI rendering to SVG/PNG/PDF, theming, configuration, and accessibility features. Essential for documentation, technical diagrams, project planning, system architecture, and visual communication.

Use when performing meta-analysis, pooling study data, generating forest plots, funnel plots, assessing heterogeneity, or conducting subgroup and sensitivity analyses. Invoke for any statistical synthesis of multiple studies.

Spot patterns appearing in 3+ domains to find universal principles

Extracts web content and performs reliable searches when standard tools fail due to access restrictions, rate limiting, or validation errors. Use when encountering 403/429/422 errors, blocked documentation sites, or silent search failures. **Direct tool execution often fails for these scenarios - search-plus agent delegation provides the most reliable results.**

Calculates pathway activity scores for metabolic pathways across different cell groups and subsets. This process quantifies the metabolic activity of each pathway per group, generating visualizations (heatmaps and violin plots) to compare metabolic states between clusters or conditions. Based on the methodology from Xiao et al.

Write Metal/MPS kernels for PyTorch operators. Use when adding MPS device support to operators, implementing Metal shaders, or porting CUDA kernels to Apple Silicon. Covers native_functions.yaml dispatch, host-side operators, and Metal kernel implementation.

Metaxy is a metadata layer for multi-modal Data and ML pipelines that manages and tracks feature versions, dependencies, and data lineage across complex computational graphs.

End-to-end bisulfite sequencing workflow from FASTQ to differentially methylated regions. Covers Bismark alignment, methylation calling, and DMR detection with methylKit. Use when analyzing bisulfite sequencing data.

Use when establishing metrics for new product, feature, or initiative - orchestrates North Star alignment, funnel mapping, proxy selection, and counter-metric identification to create comprehensive measurement framework

Build metrics collection pipelines using Prometheus, Grafana, and custom exporters

Comprehensive expertise in React Native's Metro bundler, including configuration, optimization, custom transformers, caching strategies, and troubleshooting common bundling issues.

Use when designing small UI feedback moments like button states, toggles, form validation, loading indicators, or notification badges.

Weighted pandas DataFrames for survey microdata analysis - inequality, poverty, and distributional calculations

Expert guidance for building AI agents and multi-agent workflows using Microsoft Agent Framework for .NET. Use when (1) creating AI agents with OpenAI or Azure OpenAI, (2) implementing function tools and structured outputs, (3) building multi-turn conversations, (4) designing graph-based workflows with streaming/checkpointing, (5) implementing middleware pipelines, (6) orchestrating multi-agent systems with fan-out/fan-in patterns, (7) adding human-in-the-loop interactions, (8) integrating OpenTelemetry observability, or (9) exposing agents as MCP tools.

Orchestration hub for Microsoft Graph API across Microsoft 365 services. Use for Graph API integrations, querying Microsoft 365 data, and building applications that interact with Azure AD.

Automatically validate DAPR HTTP middleware configuration files. Checks for correct middleware types, proper secret references, pipeline ordering, and security best practices. Use when configuring OAuth2, Bearer tokens, OPA policies, rate limiting, or other middleware.

Comprehensive guidance for Minecraft mod development with Fabric, including porting from other mod loaders (Forge, NeoForge). Integrates MCP servers for decompilation, documentation access, and mixin validation. Use when developing Fabric mods, porting from Forge, or working with Minecraft source code.

Create standalone React mini-apps via the Mini-Apps toolchain. Use when asked to build apps, forms, schedulers, dashboards, or shareable web components. Do not write app code directly to the repo.

Minimalist, typography-focused portfolio design system inspired by neo-brutalist and Swiss design principles. Emphasizes bold typography, generous whitespace, monochromatic color schemes, and elegant simplicity for developer/designer portfolios.

MinIO S3-compatible object storage API. Use this skill for file upload, download, bucket management, and pre-signed URL generation.

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Track spending, manage budgets, monitor credit score, and view financial overview with Mint

[阮一峰的网络日志](https://mp.weixin.qq.com/s/VfjrGFbUK4lscpghGupPVQ)

Provides context about Ed, his mission, terminology, and business. Use when working on Ed's projects, coaching business, AI Powerhouse content, BlackBelt work, or The Little Blue Report. Also use when Ed asks you to understand his business or speak in his voice.

Platform color palette with semantic meanings, hex codes, accessibility notes, and usage patterns for all content types including loops, songs, playlists, video, and radio

Complete curation and streaming economics including playlists, radio, mixed content, revenue calculations, and the two-economy system (creation vs curation)

Complete documentation of the mixmi content upload system including Quick and Advanced modes, metadata requirements, attribution configuration, and file handling

Step-by-step user journeys through the mixmi platform including onboarding, upload, remix creation, purchasing, and discovery

Supervised and unsupervised multi-omics integration with mixOmics. Includes sPLS for pairwise integration and DIABLO for multi-block discriminant analysis. Use when performing supervised multi-omics integration or identifying features that discriminate between groups.