Data Science & AI Research Skills
794 data science, AI research, and analysis skills for coding agents. Data pipeline, ML model dev, statistical analysis - pre-verified and MCP-ready.
Idea Discovery
Workflow 1: Full idea discovery pipeline to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or wants the complete idea exploration workflow.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/idea-discovery
Idea Discovery
Workflow 1: Full idea discovery pipeline to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or wants the complete idea exploration workflow.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/idea-discovery
Idea Discovery Robot
Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says "robotics idea discovery", "机器人找idea", "embodied AI idea", "机器人方向探索", "sim2real 选题", or wants ideas for manipulation, locomotion, navigation, drones, humanoids, or general robot learning.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/idea-discovery-robot
Idea Discovery Robot
Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says \"robotics idea discovery\", \"机器人找idea\", \"embodied AI idea\", \"机器人方向探索\", \"sim2real 选题\", or wants ideas for manipulation, locomotion, navigation, drones, humanoids, or general robot learning.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex-gemini-review/idea-discovery-robot
Idea Discovery Robot
Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says \"robotics idea discovery\", \"机器人找idea\", \"embodied AI idea\", \"机器人方向探索\", \"sim2real 选题\", or wants ideas for manipulation, locomotion, navigation, drones, humanoids, or general robot learning.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/idea-discovery-robot
Ignav
Fast REST API flight search via ignav.com. Cash prices, booking links, market selection for price arbitrage. Include in every flight search alongside Duffel and other sources.
by borski/travel-hacking-toolkit / plugins/travel-hacking-toolkit/skills/ignav
Ima Copilot
Installs, troubleshoots, and personalizes the official Tencent IMA skill (a wrapper layer that orchestrates upstream ima-skill, not a replacement). Use when the user mentions IMA, 腾讯 IMA, ima.qq.com, ima-skill, installing or configuring ima-skill, IMA API key / credentials, searching across IMA knowledge bases, 知识库搜索, 笔记搜索, fan-out search with preferred KBs / priority boosting, or wants to diagnose, repair, or personalize an ima-skill install. Also trigger on the missing-YAML-frontmatter bug in ima-skill submodule SKILL.md files and errors like "Skipped loading skill(s) due to invalid SKILL.md".
by daymade/claude-code-skills / ima-copilot
Imaging Data Commons
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research. No authentication required. Query by metadata, visualize in browser, check licenses.
by K-Dense-AI/scientific-agent-skills / scientific-skills/imaging-data-commons
Imaging Data Commons
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research. No authentication required. Query by metadata, visualize in browser, check licenses.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/imaging-data-commons
Imaging Data Commons
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research. No authentication required. Query by metadata, visualize in browser, check licenses.
by K-Dense-AI/scientific-agent-skills / skills/imaging-data-commons
Implementing LLMs Litgpt
Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model implementations, educational understanding of architectures, or production fine-tuning with LoRA/QLoRA. Single-file implementations, no abstraction layers.
by Orchestra-Research/AI-Research-SKILLs / 01-model-architecture/litgpt
Import Audio Skill
Moves audio files to the correct album location with proper path structure. Use when the user has downloaded WAV files from Suno or other sources that need to be organized.
by bitwize-music-studio/claude-ai-music-skills / skills/import-audio
Import Track Skill
Moves track markdown files to the correct album location. Use when the user has track files in Downloads or other locations that need to be placed in an album.
by bitwize-music-studio/claude-ai-music-skills / skills/import-track
Inference Sh CLI
Run 150+ AI apps via inference.sh CLI (infsh) — image generation, video creation, LLMs, search, 3D, social automation. Uses the terminal tool. Triggers: inference.sh, infsh, ai apps, flux, veo, image generation, video generation, seedream, seedance, tavily
by NousResearch/hermes-agent / optional-skills/devops/cli
Instructions Genaiscript
AI-powered script generation guidelines
by github/awesome-copilot / instructions/genaiscript.instructions.md
Interactive Tutorial Agent
Provides interactive guided album creation for new users. Use when the user is new to the plugin or asks for a walkthrough of the album creation process.
by bitwize-music-studio/claude-ai-music-skills / skills/tutorial
Invention Structuring
Structure a raw invention idea into a formal invention disclosure. Use when user says "构建发明", "structure invention", "发明构建", "invention disclosure", or wants to formalize a rough idea into a patent-ready structure.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/invention-structuring
Jqschema
Infer JSON structure and types with jq-based schema discovery.
by github/gh-aw / .github/skills/jqschema
Jupyter Live Kernel
Iterative Python via live Jupyter kernel (hamelnb).
by NousResearch/hermes-agent / skills/data-science/jupyter-live-kernel
Jupyter Notebook
Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the bundled templates and run the helper script `new_notebook.py` to generate a clean starting notebook.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/jupyter-notebook
Kb Retriever
面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。
by ConardLi/garden-skills / skills/kb-retriever
Kibana Dashboards
Create and manage Kibana Dashboards and visualizations. Use when you need to define dashboards and visualizations declaratively, version control them, or automate their deployment.
by elastic/agent-skills / skills/kibana/kibana-dashboards
Kibana Streams
List, inspect, enable, disable, and resync Kibana Streams via the REST API. Use when the user needs stream details, ingest/query settings, queries, significant events, or attachments.
by elastic/agent-skills / skills/kibana/streams
Kibana Vega
Create Vega and Vega-Lite visualizations with ES|QL data sources in Kibana. Use when building custom charts, dashboards, or programmatic panel layouts beyond standard Lens charts.
by elastic/agent-skills / skills/kibana/kibana-vega
Kill Argument Exercise: Adversarial Attack-Defense Review
Two-thread adversarial review: a fresh reviewer constructs the strongest 200-word rejection memo, then a second fresh reviewer defends the paper point-by-point and surfaces still-unresolved critical issues. Use when user says "kill argument", "adversarial review", "hostile review", "rebuttal preparation", "reviewer-2 simulation", or before submitting a theory paper that has already passed standard review rounds.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/kill-argument
Knowledge Distillation
Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. Covers temperature scaling, soft targets, reverse KLD, logit distillation, and MiniLLM training strategies.
by Orchestra-Research/AI-Research-SKILLs / 19-emerging-techniques/knowledge-distillation
KQL
KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and advanced functions (geo, vector, graph). USE THIS SKILL whenever writing, debugging, or reviewing KQL queries — even simple ones — because the gotchas section prevents the most common errors that waste tool calls and cause expensive retry cascades. Trigger on: KQL, Kusto, ADX, Azure Data Explorer, Fabric Real-Time Intelligence, EventHouse, Log Analytics, log analysis, data exploration, time series, anomaly detection, summarize, where clause, join, extend, project, let statement, parse operator, extract function, any mention of pipe-forward query syntax.
by microsoft/skills / .github/skills/kql
KQL
Kusto Query Language authoring, debugging, optimization, translation, and tooling for Azure Monitor, Sentinel, ADX, and Application Insights. USE WHEN user mentions 'KQL', 'Kusto', 'Log Analytics query', 'Sentinel query', 'hunting query', 'ADX query', 'Application Insights query', 'translate SQL to KQL', 'Splunk to KQL', 'optimize query', 'KQL performance', '.kql file', 'detection rule', 'analytics rule', 'threat hunting', 'Azure monitor query', 'log query', 'summarize operator', 'where TimeGenerated', OR any request involving querying Azure log/telemetry data. Even if the user doesn't say "KQL" explicitly — if they're asking about querying Azure logs, security events, or telemetry data, this skill applies.
by julianobarbosa/claude-code-skills / skills/kql
Kusto Assistant
Expert KQL assistant for live Azure Data Explorer analysis via Azure MCP server
by github/awesome-copilot / agents/kusto-assistant.agent.md
Labarchive Integration
Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows.
by K-Dense-AI/scientific-agent-skills / skills/labarchive-integration
LabArchives Integration
Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows.
by K-Dense-AI/scientific-agent-skills / scientific-skills/labarchive-integration
Langchain Architecture
Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows.
by wshobson/agents / plugins/llm-application-dev/skills/langchain-architecture
LangChain - Build LLM Applications with Agents & RAG
Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for building chatbots, question-answering systems, autonomous agents, or RAG applications. Best for rapid prototyping and production deployments.
by Orchestra-Research/AI-Research-SKILLs / 14-agents/langchain
LangChain Python Instructions
Instructions for using LangChain with Python
by github/awesome-copilot / instructions/langchain-python.instructions.md
LangSmith - LLM Observability Platform
LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets, monitoring production systems, or building systematic testing pipelines for AI applications.
by Orchestra-Research/AI-Research-SKILLs / 17-observability/langsmith
Last30days
Research what people actually say about any topic in the last 30 days. Pulls posts and engagement from Reddit, X, YouTube, TikTok, Hacker News, Polymarket, GitHub, and the web.
by mvanhorn/last30days-skill / skills/last30days
LatchBio Integration
Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.
by K-Dense-AI/scientific-agent-skills / scientific-skills/latchbio-integration
Layout Analyzer
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by claude-office-skills/skills / layout-analyzer
Lean4 Setup
Set up a lean4 repository clone with proper elan toolchains.
by leanprover/skills / skills/lean-setup
Lean PR
PR conventions for the leanprover/lean4 repository. Use when creating pull requests, writing commit messages, or following project conventions for Lean contributions.
by leanprover/skills / skills/lean-pr
Lean Proof
Use when asked to prove something in Lean. Covers one-step-at-a-time proving, error priority, working on the hardest case first, proof cleanup, and handling dependent type rewriting issues.
by leanprover/skills / skills/lean-proof
Linkedin Reader
Read LinkedIn for financial research using opencli (read-only). Use this skill whenever the user wants to read their LinkedIn feed, search for jobs in the finance/trading industry, view professional posts about markets or earnings, or gather professional sentiment from LinkedIn. Triggers include: "check my LinkedIn feed", "search LinkedIn for", "LinkedIn posts about", "what's on LinkedIn about AAPL", "finance jobs on LinkedIn", "LinkedIn market sentiment", "who's posting about earnings on LinkedIn", "LinkedIn feed", "professional network buzz", "what are analysts saying on LinkedIn", any mention of LinkedIn in context of reading financial news, market research, job searches, or professional commentary. This skill is READ-ONLY — it does NOT support posting, liking, commenting, connecting, or any write operations.
by himself65/finance-skills / plugins/social-readers/skills/linkedin-reader
Literature Review
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/literature-review
Llama Cpp
llama.cpp local GGUF inference + HF Hub model discovery.
by NousResearch/hermes-agent / skills/mlops/inference/llama-cpp
Llama-Factory Skill
Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support
by Orchestra-Research/AI-Research-SKILLs / 03-fine-tuning/llama-factory
Llamaindex
Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector indices, query engines, agents, and multi-modal support. Use for document Q&A, chatbots, knowledge retrieval, or building RAG pipelines. Best for data-centric LLM applications.
by Orchestra-Research/AI-Research-SKILLs / 14-agents/llamaindex
Llava
Large Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with Vicuna/LLaMA language models. Supports multi-turn image chat, visual question answering, and instruction following. Use for vision-language chatbots or image understanding tasks. Best for conversational image analysis.
by NousResearch/hermes-agent / optional-skills/mlops/llava
LLM Evaluation
Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks.
by wshobson/agents / plugins/llm-application-dev/skills/llm-evaluation
LLM Wiki
Karpathy's LLM Wiki: build/query interlinked markdown KB.
by NousResearch/hermes-agent / skills/research/llm-wiki
Ln 022 Researchgraph
Indexes and queries project research graphs backed by hex-research MCP. Use for hypotheses, goals, benchmark runs, evidence depth, derived goal metrics, lineage, generated research maps, and graph audits.
by levnikolaevich/claude-code-skills / plugins/setup-environment/skills/ln-022-researchgraph
Long Context
Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents (32k-128k+ tokens), extending pre-trained models beyond original context limits, or implementing efficient positional encodings. Covers rotary embeddings, attention biases, interpolation methods, and extrapolation strategies for LLMs.
by Orchestra-Research/AI-Research-SKILLs / 19-emerging-techniques/long-context
Lore
Curating cross-agent knowledge and guarding institutional memory. Extracts patterns from agent journals into METAPATTERNS.md, detects knowledge decay, propagates best practices, prevents organizational forgetting. Use when consolidating cross-agent insights, curating memory, or auditing knowledge decay.
by simota/agent-skills / lore
LQF_Machine_Learning_Expert_Guide
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling, prediction, training, classification, regression, clustering, deep learning, neural network, model evaluation, feature engineering, hyperparameter tuning, overfitting, underfitting, baseline, ablation study, critique my approach, review my model, is this a good idea, should I use, what's wrong with, evaluate my solution, challenge my assumptions, discuss my approach Engages in critical discussion with minimum 3 rounds of iterative refinement. Challenges both user proposals and own suggestions with fact-based critique. Demands evidence and baselines before accepting solutions.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/LQF_Machine_Learning_Expert_Guide
Lyric Writer Agent
Writes or reviews lyrics with professional prosody, rhyme craft, and quality checks. Use when writing new lyrics, revising existing lyrics, or when the user says 'let's work on a track.'
by bitwize-music-studio/claude-ai-music-skills / skills/lyric-writer
Maggy Skill
Maggy is a local AI engineering command center. AI-prioritized inbox across issue trackers (GitHub Issues/Asana), one-click TDD execute with iCPG context enrichment, daily competitor intelligence briefing.
by alinaqi/maggy / skills/maggy
Mamba Architecture
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design. Mamba-1 (d_state=16) and Mamba-2 (d_state=128, multi-head). Models 130M-2.8B on HuggingFace.
by Orchestra-Research/AI-Research-SKILLs / 01-model-architecture/mamba
Manus
Delegate complex, long-running tasks to Manus AI agent for autonomous execution. Use when user says 'use manus', 'delegate to manus', 'send to manus', 'have manus do', 'ask manus', 'check manus sessions', or when tasks require deep web research, market analysis, product comparisons, stock analysis, competitive research, document generation, data analysis, or multi-step workflows that benefit from autonomous agent execution with parallel processing.
by sanjay3290/ai-skills / skills/manus
Market Breadth Analyzer
Quantifies market breadth health using TraderMonty's public CSV data. Generates a 0-100 composite score across 6 components (100 = healthy). No API key required. Use when user asks about market breadth, participation rate, advance-decline health, whether the rally is broad-based, or general market health assessment.
by tradermonty/claude-trading-skills / skills/market-breadth-analyzer
Market Environment Analysis
Comprehensive market environment analysis and reporting tool. Analyzes global markets including US, European, Asian markets, forex, commodities, and economic indicators. Provides risk-on/risk-off assessment, sector analysis, and technical indicator interpretation. Triggers on keywords like market analysis, market environment, global markets, trading environment, market conditions, investment climate, market sentiment, forex analysis, stock market analysis, 相場環境, 市場分析, マーケット状況, 投資環境.
by tradermonty/claude-trading-skills / skills/market-environment-analysis
Market News Analyst
This skill should be used when analyzing recent market-moving news events and their impact on equity markets and commodities. Use this skill when the user requests analysis of major financial news from the past 10 days, wants to understand market reactions to monetary policy decisions (FOMC, ECB, BOJ), needs assessment of geopolitical events' impact on commodities, or requires comprehensive review of earnings announcements from mega-cap stocks. The skill automatically collects news using WebSearch/WebFetch tools and produces impact-ranked analysis reports. All analysis thinking and output are conducted in English.
by tradermonty/claude-trading-skills / skills/market-news-analyst
Market Top Detector
Detects market top probability using O'Neil Distribution Days, Minervini Leading Stock Deterioration, and Monty Defensive Sector Rotation. Generates a 0-100 composite score with risk zone classification. Use when user asks about market top risk, distribution days, defensive rotation, leadership breakdown, or whether to reduce equity exposure. Focuses on 2-8 week tactical timing signals for 10-20% corrections.
by tradermonty/claude-trading-skills / skills/market-top-detector
Markitdown
Guide for using Microsoft MarkItDown - a Python utility for converting files to Markdown. Use when converting PDF, Word, PowerPoint, Excel, images, audio, HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs, Jupyter notebooks, RSS feeds, or Wikipedia pages to Markdown format. Also use for document processing pipelines, LLM preprocessing, or text extraction tasks.
by julianobarbosa/claude-code-skills / skills/markitdown
Mastering Engineer Agent
Guides audio mastering for streaming platforms including loudness optimization and tonal balance. Use when the user has approved tracks and wants to master audio files.
by bitwize-music-studio/claude-ai-music-skills / skills/mastering-engineer
Matchms
Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for metabolite identification, spectral matching, library searching. For full LC-MS/MS proteomics pipelines use pyopenms.
by K-Dense-AI/scientific-agent-skills / scientific-skills/matchms
Matchms
Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for metabolite identification, spectral matching, library searching. For full LC-MS/MS proteomics pipelines use pyopenms.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/matchms
Material Properties DB
Query fluid viscosities, densities, and material properties vs temperature
by Soljourner/claude-engineering-skills / skills/databases/material-properties-db
Mathematical Logic Expert
Expert in formal logic, model theory, computability, and foundations of mathematics
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/mathematical-logic-expert
Mathlib Build
Building Mathlib
by leanprover/skills / skills/mathlib-build
Math Tools
Deterministic mathematical computation using SymPy. Use for ANY math operation requiring exact/verified results - basic arithmetic, algebra (simplify, expand, factor, solve equations), calculus (derivatives, integrals, limits, series), linear algebra (matrices, determinants, eigenvalues), trigonometry, number theory (primes, GCD/LCM, factorization), and statistics. Ensures mathematical accuracy by using symbolic computation rather than LLM estimation.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/math-tools
/math - Unified Math Capabilities
Unified math capabilities - computation, solving, and explanation. I route to the right tool.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/math
MATLAB/Octave Scientific Computing
MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential equations, optimization, statistics, or creating scientific visualizations. Also use when the user needs help with MATLAB syntax, functions, or wants to convert between MATLAB and Python code. Scripts can be executed with MATLAB or the open-source GNU Octave interpreter.
by K-Dense-AI/scientific-agent-skills / scientific-skills/matlab
Matplotlib
Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/matplotlib
MCP CLI
Use MCP servers on-demand via the mcp CLI tool - discover tools, resources, and prompts without polluting context with pre-loaded MCP integrations
by obra/superpowers-lab / skills/mcp-cli
mcporter
Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.
by NousResearch/hermes-agent / optional-skills/mcp/mcporter
Measure Experiment Design
Designs an A/B test or experiment with variants, success metrics, sample size, and duration for an existing hypothesis. Use when planning an experiment to validate a product change or test an assumption you have already framed. To articulate the hypothesis itself first, use define-hypothesis.
by product-on-purpose/pm-skills / skills/measure-experiment-design
Measure Experiment Results
Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations. Use after experiments conclude to communicate findings, inform decisions, and build organizational knowledge.
by product-on-purpose/pm-skills / skills/measure-experiment-results
Measure Instrumentation Spec
Specifies event tracking and analytics instrumentation requirements for a feature. Use when defining what data to collect, ensuring consistent tracking implementation, or documenting analytics requirements for engineering.
by product-on-purpose/pm-skills / skills/measure-instrumentation-spec
Medchem
Medicinal chemistry filters for compound triage. Apply drug-likeness rules (Lipinski, Veber, CNS), structural alert catalogs (PAINS, NIBR, ChEMBL), complexity metrics, and the medchem query language for library filtering.
by K-Dense-AI/scientific-agent-skills / skills/medchem
Meta Optimize
Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026). Use when user says "优化技能", "meta optimize", "improve skills", "分析使用记录", or wants to optimize ARIS's own harness components based on accumulated experience.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/meta-optimize
Meta-Optimize: Outer-Loop Harness Optimization for ARIS
Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026). Use when user says "优化技能", "meta optimize", "improve skills", "分析使用记录", or wants to optimize ARIS's own harness components based on accumulated experience.
by wanshuiyin/Auto-claude-code-research-in-sleep / skills/meta-optimize
Metric Creation
Guides you step-by-step through defining a business metric (aggregation) on a Honeydew entity. Covers SQL expression building and pushes to Honeydew via the MCP tools.
by honeydew-ai/honeydew-ai-coding-agents-plugins / skills/metric-creation
Microsoft Docs
Understand Microsoft technologies by querying official documentation. Use whenever the user asks how something works, wants tutorials, needs configuration options, limits, quotas, or best practices for any Microsoft technology (Azure, .NET, M365, Windows, Power Platform, etc.)—even if they don't mention "docs." If the question is about understanding a concept rather than writing code, this is the right skill.
by microsoft/skills / .github/skills/microsoft-docs
miles: Enterprise-Grade RL for Large-Scale Model Training
Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring speculative RL for maximum throughput.
by Orchestra-Research/AI-Research-SKILLs / 06-post-training/miles
Mini Context Graph
A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern with a structured knowledge graph. Ingest documents once — the LLM writes wiki pages, extracts entities/relations into the graph, and stores raw content for evidence retrieval. Knowledge accumulates and cross-references; it is never re-derived from scratch.
by github/awesome-copilot / skills/mini-context-graph
ML Data Leakage Guard
Detects and prevents data leakage in machine learning and mathematical modeling. Use after ML tasks involving data cleaning, feature engineering, data augmentation, algorithm development, normalization, missing value imputation, dimensionality reduction, feature selection, or time series modeling. Checks if features/statistics would be available at prediction time.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/ml-data-leakage-guard
MLflow: ML Lifecycle Management Platform
Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform
by Orchestra-Research/AI-Research-SKILLs / 13-mlops/mlflow
ML Pipeline
Designs and implements production-grade ML pipeline infrastructure: configures experiment tracking with MLflow or Weights & Biases, creates Kubeflow or Airflow DAGs for training orchestration, builds feature store schemas with Feast, deploys model registries, and automates retraining and validation workflows. Use when building ML pipelines, orchestrating training workflows, automating model lifecycle, implementing feature stores, managing experiment tracking systems, setting up DVC for data versioning, tuning hyperparameters, or configuring MLOps tooling like Kubeflow, Airflow, MLflow, or Prefect.
by Jeffallan/claude-skills / skills/ml-pipeline
ML Pipeline Workflow
Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/ml-pipeline-workflow
ML Pipeline Workflow
Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows.
by wshobson/agents / plugins/machine-learning-ops/skills/ml-pipeline-workflow
ML Training Recipes
Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, debugging, and systematic experimentation. Use when training or fine-tuning neural networks, debugging loss spikes or OOM, choosing architectures, or optimizing GPU throughput.
by Orchestra-Research/AI-Research-SKILLs / 10-optimization/ml-training-recipes
Modal
Cloud computing platform for running Python on GPUs and serverless infrastructure. Use when deploying AI/ML models, running GPU-accelerated workloads, serving web endpoints, scheduling batch jobs, or scaling Python code to the cloud. Use this skill whenever the user mentions Modal, serverless GPU compute, deploying ML models to the cloud, serving inference endpoints, running batch processing in the cloud, or needs to scale Python workloads beyond their local machine. Also use when the user wants to run code on H100s, A100s, or other cloud GPUs, or needs to create a web API for a model.
by K-Dense-AI/scientific-agent-skills / scientific-skills/modal
Model Explainability Tool
Explain trained machine learning models through feature attribution, local explanations, and behavior summaries. Use as an explicit/manual helper once a model already exists, not for training ownership, leakage auditing, or general ML strategy selection.
by foryourhealth111-pixel/Vibe-Skills / bundled/skills/explaining-machine-learning-models
Model Exploration
Use when exploring Honeydew semantic layer, discovering entities/fields, setting up workspace and branch context, or running simple structured queries to inspect data. For analysis questions use the query skill. For creating metrics use metric-creation skill. For creating attributes use attribute-creation skill.
by honeydew-ai/honeydew-ai-coding-agents-plugins / skills/model-exploration
Model Hierarchy
Cost-optimize AI agent operations by routing tasks to appropriate models based on complexity. Use this skill when: (1) deciding which model to use for a task, (2) spawning sub-agents, (3) considering cost efficiency, (4) the current model feels like overkill for the task. Triggers: "model routing", "cost optimization", "which model", "too expensive", "spawn agent".
by zscole/model-hierarchy-skill
Model Merging
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (math + coding + chat), improving performance beyond single models, or experimenting rapidly with model variants. Covers SLERP, TIES-Merging, DARE, Task Arithmetic, linear merging, and production deployment strategies.
by Orchestra-Research/AI-Research-SKILLs / 19-emerging-techniques/model-merging
Model Pruning
Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50% sparsity with minimal accuracy loss, or enabling faster inference on hardware accelerators. Covers unstructured pruning, structured pruning, N:M sparsity, magnitude pruning, and one-shot methods.
by Orchestra-Research/AI-Research-SKILLs / 19-emerging-techniques/model-pruning
Model Usage
Summarize CodexBar local cost logs by model for Codex or Claude, including current or full breakdowns.
by openclaw/openclaw / skills/model-usage
Moe Training
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), implementing sparse architectures like Mixtral 8x7B or DeepSeek-V3, or scaling model capacity without proportional compute increase. Covers MoE architectures, routing mechanisms, load balancing, expert parallelism, and inference optimization.
by Orchestra-Research/AI-Research-SKILLs / 19-emerging-techniques/moe-training
Molecular Dynamics
Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization and production MD, analyze trajectories (RMSD, RMSF, contact maps, free energy surfaces). For structural biology, drug binding, and biophysics.
by K-Dense-AI/scientific-agent-skills / scientific-skills/molecular-dynamics
Molfeat
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
by K-Dense-AI/scientific-agent-skills / skills/molfeat