Extract technical constraints (C-*) from ecosystem E(t) - timeouts, API limits, compliance requirements, platform dependencies. Acknowledges given constraints, not design choices. Use to document ecosystem realities that code must work within.
Skills（SKILL.md）は、AIエージェント（Claude Code、Cursor、Codexなど）に特定の能力を追加するための設定ファイルです。
詳しく見る →Extract technical constraints (C-*) from ecosystem E(t) - timeouts, API limits, compliance requirements, platform dependencies. Acknowledges given constraints, not design choices. Use to document ecosystem realities that code must work within.
Analyze imports and identify all module dependencies. Use when mapping project structure.
Extract images from talk.pptx PowerPoint file to images_out/ directory.
Identify and document model hyperparameters from papers. Use when setting up training configurations.
This skill should be used when user wants to learn from their collected references, synthesize patterns across sources, or turn research into frameworks from curated reference collections (Are.na channels, bookmarks, saved articles).
Use after completing a session to identify genuine learnings from mistakes, corrections, or rework - focuses only on patterns that were actually wrong, not things that worked correctly the first time
Guidance for extracting text-based game commands, moves, or inputs from video recordings using OCR and frame analysis. This skill applies when extracting user inputs from screen recordings of text-based games (Zork, interactive fiction), terminal sessions, or any video where typed commands need to be recovered. It covers OCR preprocessing, region-of-interest extraction, domain-aware validation, and deduplication strategies.
Extract and explain formulas used in Physical AI and Humanoid Robotics from text, lecture notes, or papers. Use when user asks to identify or understand relevant formulas.
Extract text from PDF files using PyMuPDF. Use this skill when you need to read the contents of a PDF file, such as a resume, report, or manual, into plain text for analysis or processing.
**Why?** Manually tracking YouTube videos is tedious and error-prone. This skill automates extracting video metadata (titles, durations, URLs) into a CSV for systematic transcript downloading and anal
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Extract wisdom, insights, and actionable takeaways from text sources. Use when asked to analyse, summarise, or extract key learnings from blog posts, articles, markdown files, or other text content.
**Typically runs automatically via SessionStart hook.**
Figmaデザインからデザイントークン（色、タイポグラフィ、スペーシング、シャドウ等）を抽出・整理するスキルです。
extracting-dss-results
Figmaデザインからインタラクション仕様（hover状態、遷移、アニメーション、トリガー）を抽出するスキルです。
Locates, lists, filters, and extracts structured data from Claude Code native session logs. Supports both single and multiple session analysis.
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Systematic AI extraction prompt design expert with Socratic methodology
Load, validate, and resolve FABER configuration and workflows with inheritance support
Native Fabric pattern execution for Claude Code. USE WHEN processing content with Fabric patterns (extract_wisdom, summarize, analyze_claims, threat modeling, etc.). Patterns run natively in Claude's context - no CLI spawning needed. Only use fabric CLI for YouTube transcripts (-y) or pattern updates (-U).
Expert guidance for Microsoft Fabric Real-Time Intelligence (RTI) using the Fabric RTI MCP Server. Execute KQL queries on Eventhouse, manage Eventstreams for real-time data processing, create Activator triggers for alerting, and manage Map items. Use when working with Fabric RTI, KQL, real-time analytics, streaming data, or event-driven applications.
Verify factual claims against database sources
Reprend le pipeline depuis la dernière phase/task
Pipeline complet requirements → release
CI/CD: GitHub Actions, GitLab CI, Jenkins, ArgoCD, GitOps, monitoring.
Universal orchestrator: 54 skills, 1297 methodologies. Development, DevOps, AI/ML, Product, Marketing, PM, BA, UX, Research.
Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting.
Complete fal.ai serverless deployment system. PROACTIVELY activate for: (1) Creating fal.App class, (2) GPU machine selection (T4/A10G/A100/H100), (3) setup() for model loading, (4) @fal.endpoint decorators, (5) Persistent volumes for weights, (6) Secrets management, (7) Scaling configuration (min/max concurrency), (8) Multi-GPU deployment, (9) fal deploy commands, (10) Local development with fal run. Provides: App structure, Dockerfile patterns, deployment commands, scaling config. Ensures production-ready serverless ML deployment.
Transform your outdoor space into a beautiful, functional landscape with expert plant knowledge and design principles.
Build comprehensive FAQ databases from support data, documentation, and user interactions
Complete styling guide for women's fashion boutique theme. Apply phase by phase for complete restyling. Modern editorial aesthetic with elegant typography, geometric accents, and sophisticated animations. (project)
This skill should be used when implementing secure, reusable JWT verification dependency for FastAPI routes. It ensures strict user isolation and identity verification using Better Auth secrets.
This skill provides patterns for WebSockets, file uploads to S3, and email/notification services.
End-to-end DNA sequencing workflow from FASTQ files to variant calls. Covers QC, alignment with BWA, BAM processing, and variant calling with bcftools or GATK HaplotypeCaller. Use when calling variants from raw sequencing reads.
Design UI graphs that remain resilient to partial failures and unstable dependencies.
This skill provides guidance for FEAL cipher linear cryptanalysis tasks. It should be used when recovering encryption keys from FEAL-encrypted data using known plaintext-ciphertext pairs, implementing linear approximation attacks on block ciphers, or solving cryptanalysis challenges involving the FEAL cipher family. The skill emphasizes mathematical analysis over brute-force approaches.
Use after research (Z01 files exist) to create implementation plan - follow structured workflow
Transform overwhelming client feature wish lists into structured MVP/Phase 2/Phase 3 plans with time estimates, preventing scope creep and creating profitable upsell opportunities.
Analyze skill effectiveness through usage feedback, metrics analysis, and outcome assessment. Task-based operations for feedback collection, effectiveness measurement, trend analysis, and insight extraction. Use when analyzing skill effectiveness, measuring ROI, understanding usage patterns, or evaluating toolkit impact based on real usage data.
ux-feedback-patterns
Transform user feedback into structured Linear issues with AI-enhanced parsing for labels, priority, acceptance criteria, and estimates
使用Playwright自动同步文档到飞书。Use for tasks like syncing markdown to Feishu, automating Feishu document updates, browser automation for Feishu. Keywords: 飞书同步, feishu sync, playwright, 文档同步, 自动化
Load minimal relevant context for the current task
Use when Codex must fetch web pages, scrape selectors, or crawl sitemaps through the remote Fetch/Web MCP server catalog entry.
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fetching-library-docs
Advanced file finder with type detection and filesystem extraction for analyzing firmware and extracting embedded filesystems. Use when you need to analyze firmware files, identify file types, or extract ext2/3/4 or F2FS filesystems.
FFmpeg video and audio processing patterns. Use when transcoding video/audio, extracting clips, adding filters, merging media, creating thumbnails, or batch processing media files.
A complete system for writing fiction—from initial concept through final draft.