ML Ops
Machine learning operations
jackyshen-design-quiz
by mebusw
Generate quiz questions, assessments, and knowledge checks for training programs. Use when user asks to "create quiz questions", "generate assessment", "make test paper", or similar requests for training evaluations after class.
modal
by eyadsibai
Use when "Modal", "serverless GPU", "cloud GPU", "deploy ML model", or asking about "serverless containers", "GPU compute", "batch processing", "scheduled jobs", "autoscaling ML"
data-science
by eyadsibai
Use when "statistical modeling", "A/B testing", "experiment design", "causal inference", "predictive modeling", or asking about "hypothesis testing", "feature engineering", "data analysis", "pandas", "scikit-learn"
model-extraction
by pluginagentmarketplace
Techniques to extract model weights, architecture, and training data through API queries
testing-methodologies
by pluginagentmarketplace
Structured approaches for AI security testing including threat modeling, penetration testing, and red team operations
archive-reprocessing
by ilude
Flexible, version-tracked reprocessing system for archive transformations using design patterns (Strategy, Template Method, Observer). Activate when working with tools/scripts/lib/, reprocessing scripts, transform versions, archive transformations, metadata transformers, or incremental processing workflows.
venice-ai
by asgarth
Generate and manipulate images and videos using Venice.ai's privacy-first, uncensored AI API. Use when the user needs to create images from text prompts, edit/inpaint existing images, upscale/enhance image quality, remove backgrounds, or generate videos from text or images. Triggers on requests like "generate an image of...", "upscale this photo", "remove background", "create a video from this image", etc.
learning-first-principles
by hexbee
"A cognitive framework based on learning first principles, providing learning method diagnosis, efficiency assessment, and optimization advice. Use when: (1) Diagnosing if current learning methods align with first principles, (2) Evaluating learning plan efficiency and time investment, (3) Analyzing learning behavior problems and providing improvement suggestions, (4) Determining if learning content is worth the time investment. Core principle chain: Self-learning → Induction → Self-output → Expression restructuring → Logical understanding → Practice."
mungers-lattice
by hexbee
Multidisciplinary analytical engine using Charlie Munger's latticework of mental models. Applies cross-disciplinary thinking (math, physics, biology, psychology, economics) to dissect life and business decisions. Use when user presents a decision problem, investment question, or complex analysis request requiring deep rational analysis.
business-model-canvas
by melodic-software
Business model design using Osterwalder's Business Model Canvas and Lean Canvas. Creates 9-block canvases with structured analysis for business model innovation and startup validation.
ba-orchestration
by melodic-software
Multi-technique business analysis orchestration using BABOK. Coordinates 14 techniques across strategic analysis, problem solving, planning, and design into comprehensive analysis packages.
root-cause-analysis
by melodic-software
Problem solving using Fishbone (Ishikawa) diagrams and 5 Whys technique. Identifies root causes systematically and recommends corrective actions.
designing-monitoring
by sumik5
Designs monitoring and observability systems covering anti-patterns, design patterns, layer-based strategy (6 layers), alerting, on-call operations, incident management, telemetry pipeline architecture, observability concepts (structured events, core analysis loop), SLO-based reliability, sampling strategies, and observability maturity model. Use when designing monitoring strategy, setting up alerting, choosing monitoring tools, building observability systems, implementing SLOs, or adopting observability practices. For OpenTelemetry SDK/API implementation, use implementing-opentelemetry instead. For green software carbon metrics and sustainability monitoring, use building-green-software instead. For Google Cloud monitoring (Cloud Logging, Security Command Center, Cloud Run), use developing-google-cloud instead. For LLM-specific evaluation and monitoring, use practicing-llmops. For application logging design, structured logging, and log collection pipelines, use implementing-logging instead.
concept-cartographer
by PrakharMNNIT
"Generate visual concept maps, flowcharts, architecture diagrams, and relationship diagrams from structured notes or technical content using Mermaid syntax. Use when the user has lecture notes, study materials, or technical documentation and wants visual diagrams to aid understanding. Produces multiple diagram types: concept hierarchy maps, process flowcharts, architecture diagrams, comparison matrices, timeline diagrams, and mind maps. Trigger phrases: 'create diagrams from notes', 'visualize concepts', 'concept map', 'make flowcharts', 'diagram this', 'visual notes'."
douyin-downloader
by MgOxides
Use when needing to download and transcribe Douyin/抖音 videos to text. Supports single video URLs (/video/xxx) and user profile URLs (/user/xxx) with auto-detection. Triggers on Douyin links, 抖音 transcription requests, Chinese short video audio extraction, or batch video downloading.
scvi-tools
by Victory-Hugo
单细胞组学深度生成模型。当需要概率批次校正(scVI)、迁移学习、带不确定性的差异表达或多模态集成(TOTALVI, MultiVI)时使用。最适合高级建模、批次效应、多模态数据。标准分析管道请使用scanpy。
china-model-selection-guide
by hexbee
China model selection and task-routing guide for Doubao-Seed-2.0-Code, GLM-5, MiniMax-M2.5, and Kimi-K2.5. Use when users need to choose the best-fit model by input type, task complexity, engineering constraints, and delivery goals, including staged multi-model workflows.
ai-model-orchestrator
by famaoai-creator
Dynamically selects the optimal AI model based on task complexity, cost, and latency. Routes requests to Gemini, GPT-4, Claude, or local LLMs to maximize efficiency.
converting-epub-images
by sumik5
Converts image-based EPUB files to Japanese text via LM Studio OCR. Use when user has an EPUB composed of scanned page images and wants plain text output. For skill creation from EPUB, use authoring-skills instead.
designing-training
by sumik5
Training program design and facilitation methodology covering needs analysis (participant analysis, stakeholder mapping), KSA framework, instructional design theory (ADDIE, TOTE, Gagné, mastery learning), objective setting, activity catalog, training operations (instructor, space, logistics), brain science principles (7±2 rule, long-term memory, habit formation), learner-centered facilitation (90/20/8 rule, EAT), online/hybrid delivery, skill map creation, and training material development. Use when designing training programs, facilitating workshops, creating training materials, building skill maps, or managing training operations. For behavior design→applying-behavior-design. For presentation content→improving-presentations. For design thinking process methodology (empathize/define/ideate/prototype/test)→practicing-design-thinking.
creating-flashcards
by sumik5
Creates Anki flashcards from EPUB/PDF files by converting to markdown, auto-detecting content structure, and batch-importing via Anki MCP. Use when converting textbooks, question banks, or study materials into spaced repetition flashcards. For Anki MCP setup and direct card management, use using-anki-mcp instead.
current-date
by melodic-software
Gets, checks, and verifies the current UTC date and time for unambiguous temporal reference. Use when starting tasks, verifying temporal context, ensuring date awareness before time-sensitive operations, or when incorrect date assumptions are detected.
Event-Driven Pipeline Skill
by groupthinking
Zero data loss during failures
applying-behavior-design
by sumik5
Behavioral design methodology for products that change user behavior using CREATE Action Funnel (Cue, Reaction, Evaluation, Ability, Timing) and three strategies (cheat, habit, conscious action). Use when designing product features that aim to change user habits, increase engagement, or guide users toward beneficial actions. For visual UI/UX design principles, use applying-design-guidelines instead. For training program design and facilitation methodology, use designing-training instead. For human-centered design thinking process (user research, ideation, prototyping), use practicing-design-thinking instead.