Browse Skills — Page 190

ml-pipeline-workflow

wshobson/agents

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.

ml-pipeline-workflow

benjaminasterA/antigravity-awesome-skills

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 mod...

ml-pipeline-workflow-v2

diegosouzapw/awesome-omni-skills

ML Pipeline Workflow workflow skill. Use this skill when the user needs Complete end-to-end MLOps pipeline orchestration from data preparation through model deployment and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

ml-strategy

HKUDS/Vibe-Trading

Machine-learning predictive strategy based on sklearn walk-forward training, feature engineering, and signal generation. Suitable for any OHLCV data.

ml-training-recipes

Orchestra-Research/AI-Research-SKILLs

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.

mlb-beginner-translator

lyndonkl/claude

Converts baseball and fantasy-baseball jargon into plain English for a user with zero baseball knowledge. Wraps every user-facing sentence produced by the MLB agent team (morning briefs, trade recommendations, waiver calls, chat summaries). Detects jargon terms, attaches an inline parenthetical plain-English gloss on first mention in a document, enforces the action-verb ladder (START / SIT / ADD / DROP / BID $X / ACCEPT / COUNTER / REJECT), and rejects assumed-knowledge phrases like "hot streak" or "positive matchup." Use when asked to translate for beginner, explain in plain English, translate this, write without jargon, make it beginner-friendly, or produce any user-facing MLB output for K L D'Souza's Fantasy Baseball 2K25 team.

mlb-category-state-analyzer

lyndonkl/claude

Computes the weekly category state for a Yahoo H2H Categories matchup across all 10 scoring categories (R, HR, RBI, SB, OBP, K, ERA, WHIP, QS, SV). Pulls current totals from Yahoo, builds rest-of-week per-cat projections from roster + schedule, then DELEGATES matchup/per-cat win-probability math to `matchup-win-probability-sim`. Consumes the sim's `per_cat_win_probability` and `matchup_win_probability` to derive cat_position, cat_pressure, cat_reachability, and cat_punt_score, and emits a "push 6, punt N" plan that drives waiver, streaming, and lineup decisions. Use when user asks about "category state", "where am I winning", "should I punt", "matchup score", "cat pressure", weekly category planning, or which cats to push vs. concede.

mlb-closer-tracker

lyndonkl/claude

Tracks the closer role and bullpen pecking order across all 30 MLB teams — who owns the ninth-inning job today, who is next in line if the current closer falters (the handcuff), and who carries DFA or demotion risk. Emits a per-reliever `save_role_certainty` signal (0-100) and flags speculation-worthy handcuffs for waiver bids. Use when the user mentions "closer", "save role", "handcuff", "ninth inning", "bullpen depth", lost save, blown save, committee, or when the waiver analyst needs to decide whether to spend FAAB on a backup reliever. This league uses SV as one of its five pitcher categories, but SV is also the most volatile and most punt-worthy cat, so tracking should always be paired with a punt-the-cat fallback recommendation.

mlb-decision-logger

lyndonkl/claude

Appends structured decision entries to the yahoo-mlb decision log (tracker/decisions-log.md) on behalf of any agent in the MLB team. Validates entries against the authoritative schema, serializes concurrent writes from parallel agents, and runs the Monday calibration pass to fill in outcomes and update the variant scoreboard. Use when any MLB agent needs to record a decision, when the coach requests "log decision", "append to decision log", "record variant outcome", or runs the "calibration pass".

mlb-faab-sizer

lyndonkl/claude

Computes FAAB (Free Agent Acquisition Budget) recommended and maximum bids for Yahoo fantasy baseball waiver targets. Implements the baseball-specific layering of the faab-bid-framework (positional_need_fit, role_certainty, urgency, season_pace, league-inflation calibration) and DELEGATES the game-theoretic primitives -- first-price shading and winner's-curse haircut -- to the sibling skills `auction-first-price-shading` and `auction-winners-curse-haircut`. Produces a recommended bid, a hard ceiling, a rationale with the full delegation chain, and guardrail flags. Use when the user asks "how much should I bid on X", mentions FAAB bid, waiver bid amount, blind bid, Yahoo waiver claim sizing, or when mlb-waiver-analyst needs a bid amount for an identified target.

mlb-league-state-reader

lyndonkl/claude

Parses Yahoo Fantasy Baseball league state (roster, standings, current matchup, FAAB remaining, free agents) from authenticated Yahoo team pages via Claude-in-Chrome browser automation, then grounds it against league-config.md and team-profile.md to emit a normalized league-state bundle every other agent can consume without re-scraping. Use when the coach or any downstream agent needs to read Yahoo roster, refresh team profile, pull league state, get current matchup, check FAAB remaining, list free agents, or when user mentions "what's on my roster", "who am I playing this week", "how much FAAB do I have left", or "refresh my team".

mlb-matchup-analyzer

lyndonkl/claude

Analyzes a single MLB game from a fantasy perspective given home team, away team, and date. Emits structured matchup signals -- opp_sp_quality, park_hitter_factor, park_pitcher_factor, weather_risk, bullpen_state -- and a short narrative of platoon implications (handedness matchup for hitters). Use when preparing daily start/sit calls, evaluating a streaming pitcher's environment, sizing weather risk, or when user mentions matchup analysis, park factor, opposing pitcher, weather risk, or platoon.

mlb-opponent-profiler

lyndonkl/claude

Weekly refresh of per-opponent archetype + behavioral profiles for the 11 opposing teams in the user's Yahoo Fantasy Baseball league (ID 23756). Thin baseball-specific wrapper around the domain-neutral `opponent-archetype-classifier` -- provides the 10-archetype MLB taxonomy (balanced, stars_and_scrubs, punt_sv, punt_sb, punt_wins_qs, hitter_heavy, pitcher_heavy, inactive, frustrated_active, unknown), extracts MLB features from Yahoo pages (draft distribution, FAAB spend, waiver pattern, roster composition, lineup consistency, trade activity, recent record, activity recency), invokes the classifier, and writes/updates `context/opponents/<team-slug>.md` files per `opponent-profile-schema.md`. Read-modify-write preserves manual notes. Emits a weekly summary signal at `signals/wkNN-opponent-profiles.md`. Use when user says "opponent profiling", "classify opposing manager", "update opponent profiles", "refresh opponents", "weekly opponent scout", or "MLB fantasy opponent archetype".

mlb-player-analyzer

lyndonkl/claude

Deep-dive analysis of a single MLB player (hitter or pitcher) for the Yahoo Fantasy Baseball 2K25 league. Web-searches FanGraphs (ATC projections), Baseball Savant (xwOBA/xBA/xERA), MLB.com (lineups, probables), RotoWire (weather, injuries), and RotoBaller (closer depth) to produce the full set of structured player signals defined in the signal framework. Emits form_score, matchup_score, opportunity_score, daily_quality, regression_index, obp_contribution, sb_opportunity, role_certainty for hitters and qs_probability, k_ceiling, era_whip_risk, streamability_score, two_start_bonus, save_role_certainty for pitchers. Use when you need to analyze player, compute daily_quality, compute regression index, produce player signals, run a hitter analysis, run a pitcher analysis, or prep start/sit inputs for the lineup optimizer.

mlb-playoff-scheduler

lyndonkl/claude

Counts MLB games per team during the Yahoo fantasy playoff window (weeks 21, 22, 23 -- Aug 17 through Sep 6, 2026) and grades the quality of each team's opponents. Emits three signals per rostered player -- playoff_games (int, max ~21), playoff_matchup_quality (0-100), holding_value (0-100) -- that drive trade-deadline and playoff-lineup decisions. Use when the user mentions playoff weeks, weeks 21-23, playoff schedule, game count, holding value, or asks whether to keep/trade a player for the playoff run. Pre-July 1 this skill returns "insufficient signal -- too early"; from July 1 onward it fires weekly.

mlb-regression-flagger

lyndonkl/claude

Identifies fantasy baseball players whose surface stats (wOBA, ERA, batting average) are diverging from their underlying Statcast quality (xwOBA, FIP, xBA) — emits a `regression_index` from -100 (very lucky, sell high) to +100 (very unlucky, buy low). Primary signal for buy-low/sell-high decisions on trades and waivers. Use when user mentions "buy low", "sell high", "regression candidate", "lucky", "unlucky", "xwOBA gap", "ERA-FIP gap", "BABIP", "due for regression", or is deciding whether to trade for / trade away a player based on over- or under-performance.

mlb-signal-emitter

lyndonkl/claude

Validates and persists signal files to the yahoo-mlb signals directory. Every MLB skill calls this skill before writing a signal. Enforces the signal-framework.md schema -- required YAML frontmatter fields (type, date, emitted_by, confidence, source_urls), range-checks numeric signals (0-100 unipolar, -100 to +100 bipolar), verifies variant_synthesis metadata, and enforces file naming. On validation failure, does not persist and routes a failure entry to mlb-decision-logger. Use when an agent or skill needs to emit a signal, validate a signal file, write to signals/YYYY-MM-DD-<type>.md, or check signal frontmatter. Triggers: "emit signal", "validate signal", "write signal file", "signal frontmatter".

mlb-trade-evaluator

lyndonkl/claude

Computes the full impact of a proposed MLB fantasy trade across all 10 H2H categories (R/HR/RBI/SB/OBP, K/ERA/WHIP/QS/SV), rest-of-season dollar value, positional flexibility, slot-value optionality, adverse-selection prior, and weeks 21-23 playoff impact. Produces a signed verdict (accept / counter / reject) with rationale and a specific counter if applicable. Use when user mentions "trade evaluation", "trade value", "should I accept", "trade delta", "counter offer", or pastes in a trade proposal from Yahoo. Defaults to COUNTER in the middle band — pure REJECT is reserved for clearly predatory offers.

mlb-two-start-scout

lyndonkl/claude

For a given fantasy week (Monday-Sunday), identifies every starting pitcher scheduled to start twice, validates both probable starts, grades each matchup against the league's Quality Starts (QS) scoring rules, and ranks the list by streamability_score. Flags bullpen-game and opener risks that nearly never produce QS. Use when user mentions "two-start pitchers", "weekly streaming", "Monday-Sunday pitcher plan", "double start", "2-start SP", or preparing the weekly streaming plan on Sunday nights.

mlclaw

huggingface/mlclaw

Use when setting up, operating, migrating, repairing, or explaining an OpenClaw deployment on Hugging Face with the ML Claw `mlclaw` CLI. Covers the browser Space gateway, Hugging Face OAuth, local gateway mode, private Storage Buckets, Telegram as an optional connector, Docker context pinning, model selection through the Hugging Face Router, OpenAI API key setup, costs, diagnostics, and state safety.

mle-workflow

affaan-m/ECC

Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback. Use when building, reviewing, or hardening ML systems beyond one-off notebooks.

mlflow

Orchestra-Research/AI-Research-SKILLs

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform

mlflow-python

terrylica/cc-skills

MLflow experiment tracking via Python API. TRIGGERS - MLflow metrics, log backtest, experiment tracking, search runs.

mllm-eval

Aperivue/medsci-skills

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mlm-bridge-training

NVIDIA-NeMo/Megatron-Bridge

Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data. Covers correlation testing, available recipes, and multi-GPU examples.

mlops-and-deployment

Tibsfox/gsd-skill-creator

MLOps and the production ML lifecycle -- model packaging and serving, CI/CD for ML, experiment tracking, model registries, reproducibility, production monitoring for data and concept drift, retraining pipelines, A/B and shadow deployment, and rollback. Covers batch vs online/real-time inference, REST endpoints, feature stores, data and version pinning, deterministic pipelines, performance-decay detection, and retraining triggers. Use when deploying models to production, serving predictions, monitoring for data or concept drift, setting up ML CI/CD, tracking experiments, managing a model registry, or planning retraining, shadow rollout, and rollback.

mlops-engineer

tranhieutt/software_development_department

Provides MLOps patterns for ML CI/CD pipelines, model registries, monitoring, and data drift detection. Use when setting up ML infrastructure or when the user mentions MLOps, model deployment, ML pipeline, or model monitoring.

mlops-engineer-v2

diegosouzapw/awesome-omni-skills

mlops-engineer workflow skill. Use this skill when the user needs Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mlx-vlm

TerminalSkills/skills

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mmx-cli

diegosouzapw/awesome-omni-skills

MiniMax CLI \u2014 Agent Skill Guide workflow skill. Use this skill when the user needs Use mmx to generate text, images, video, speech, and music via the MiniMax AI platform. Use when the user wants to create media content, chat with MiniMax models, perform web search, or manage MiniMax API resources from the terminal and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mmx-cli-v2

diegosouzapw/awesome-omni-skills

MiniMax CLI \u2014 Agent Skill Guide workflow skill. Use this skill when the user needs Use mmx to generate text, images, video, speech, and music via the MiniMax AI platform. Use when the user wants to create media content, chat with MiniMax models, perform web search, or manage MiniMax API resources from the terminal and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mnemos

alinaqi/maggy

Task-scoped memory lifecycle — typed MnemoGraph prevents lossy context compaction by treating facts/decisions/code-refs/handoffs as distinct node types with per-type eviction policies

moa-explainer

aipoch/medical-research-skills

Generate 3D animation scripts and lay explanations for drug mechanisms.

Mobile Application Security

Masriyan/Claude-Code-CyberSecurity-Skill

Android and iOS application security testing — static and dynamic analysis, APK/IPA inspection, OWASP MASVS/MASTG verification, secure-storage and transport review, and mobile malware triage for authorized assessments

mobile-accessibility

Community-Access/accessibility-agents

Mobile accessibility reference data for React Native, Expo, iOS, and Android auditing. Covers accessibilityLabel, accessibilityRole, accessibilityHint, touch target sizes (44x44pt minimum), screen reader compatibility, and platform-specific semantics. Use when reviewing any React Native or native mobile code for accessibility.

mobile-android-design

wshobson/agents

Master Material Design 3 and Jetpack Compose patterns for building native Android apps. Use when designing Android interfaces, implementing Compose UI, or following Google's Material Design guidelines.

mobile-app

popup-studio-ai/bkit-claude-code

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mobile-app-development

elophanto/EloPhanto

Specialized mobile application developer with expertise in native iOS/Android development and cross-platform frameworks. Adapted from msitarzewski/agency-agents.

mobile-app-launch-checklist

robertguss/claude-code-toolkit

Generate a structured, actionable launch checklist tailored to the user's app, target platform(s), and timeline. Walk through each phase sequentially, confirm completion of critical items, and flag blockers.

mobile-backend

wgpsec/AboutSecurity

移动 App 后端 API 安全测试。当目标是移动应用的后端接口、发现 /api/v1/ 等移动端 API 路径、或需要测试 App 与服务器之间的通信安全时使用。覆盖 API 端点发现、认证机制测试、业务逻辑漏洞、移动端特有的安全问题

mobile-debugging

jamditis/claude-skills-journalism

Remote JavaScript console access and debugging on mobile devices. Use when debugging web pages on phones/tablets, accessing console errors without desktop DevTools, testing responsive designs on real devices, or diagnosing mobile-specific issues. Covers locally hosted Eruda and vConsole, Chrome/Safari remote debugging, and cloud testing platforms.

mobile-design

benjaminasterA/antigravity-awesome-skills

Mobile-first design and engineering doctrine for iOS and Android apps. Covers touch interaction, performance, platform conventions, offline behavior, and mobile-specific decision-making. Teaches pr...

mobile-developer

benjaminasterA/antigravity-awesome-skills

Develop React Native, Flutter, or native mobile apps with modern

mobile-developer-v2

diegosouzapw/awesome-omni-skills

mobile-developer workflow skill. Use this skill when the user needs Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store optimization and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mobile-developer-v3

diegosouzapw/awesome-omni-skills

mobile-developer workflow skill. Use this skill when the user needs Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store optimization and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mobile-development

serac-labs/serac

Configure ServiceNow Mobile (Now Mobile/Agent) — sys_sg_mobile_app screens, card builders, push notifications, offline sync rules, mobile actions for barcode/GPS, and offline-queue change processing.

mobile-friendly

kostja94/marketing-skills

When the user wants to optimize for mobile-first indexing or fix mobile usability. Also use when the user mentions "mobile-friendly," "mobile-first indexing," "mobile SEO," "responsive design," "mobile adaptation," "mobile viewport," "viewport meta," "touch targets," "font size mobile," "AMP," or "Accelerated Mobile Pages." For viewport meta, use page-metadata.

mobile-games

benjaminasterA/antigravity-awesome-skills

Mobile game development principles. Touch input, battery, performance, app stores.

mobile-games-v2

diegosouzapw/awesome-omni-skills

Mobile Game Development workflow skill. Use this skill when the user needs Mobile game development principles. Touch input, battery, performance, app stores and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mobile-ios-design

wshobson/agents

Master iOS Human Interface Guidelines and SwiftUI patterns for building native iOS apps. Use when designing iOS interfaces, implementing SwiftUI views, or ensuring apps follow Apple's design principles.

mobile-parity

kdlbs/kandev

Ensures Kandev UI work uses native mobile interaction patterns instead of compressed desktop adaptations while preserving desktop/mobile capability parity, responsive behavior, and mobile Playwright E2E coverage. Use when implementing, planning, reviewing, or testing any new feature, page, component, workflow, form, dialog, sidebar, navigation, dashboard, or visual UI change; if work touches frontend or user-facing UI, this skill must run even when user mentions only desktop or says "new feature".

mobile-security-coder

benjaminasterA/antigravity-awesome-skills

Expert in secure mobile coding practices specializing in input

mobile-security-coder-v2

diegosouzapw/awesome-omni-skills

mobile-security-coder workflow skill. Use this skill when the user needs Expert in secure mobile coding practices specializing in input validation, WebView security, and mobile-specific security patterns and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mobility_analysis

InternScience/scp

Charge Carrier Mobility Analysis - Analyze carrier mobility: calculate new mobility, compute vacuum permittivity, and error analysis. Use this skill for semiconductor physics tasks involving calculate new mobility calculate vacuum permittivity calculate absolute error calculate mean square. Combines 4 tools from 2 SCP server(s).

mobx

TerminalSkills/skills

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mocean-automation

ComposioHQ/awesome-claude-skills

"Automate Mocean tasks via Rube MCP (Composio). Always search tools first for current schemas."

mocha-assertions

TheBushidoCollective/han

Use when assertion libraries for Mocha including Chai with expect, should, and assert styles.

mocha-configuration

TheBushidoCollective/han

Use when mocha configuration including reporters, config files, plugins, and CI integration.

mocha-fundamentals

TheBushidoCollective/han

Use when mocha test structure, hooks, and async testing patterns for JavaScript testing.

mockito

evanca/flutter-ai-rules

Uses the Mockito package for mocking in Flutter/Dart tests. Use when generating mocks, stubbing methods, verifying interactions, capturing arguments, or deciding between mocks, fakes, and real objects.

mockoon

TerminalSkills/skills

When the user wants to create mock API servers locally using Mockoon with its GUI or CLI. Also use when the user mentions "mockoon," "API mocking," "mock server," "mock API," "OpenAPI mock," or "local API simulation." For programmatic HTTP mocking, see wiremock.

mocktail

evanca/flutter-ai-rules

Uses the Mocktail package for mocking in Flutter/Dart tests. Use when creating mocks, stubbing methods, verifying interactions, registering fallback values, or deciding between mocks, fakes, and real objects.

moco-automation

ComposioHQ/awesome-claude-skills

"Automate Moco tasks via Rube MCP (Composio). Always search tools first for current schemas."

modal

K-Dense-AI/scientific-agent-skills

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.

Modal Specialist

Community-Access/accessibility-agents

Modal and dialog specialist for web applications. Use when building or reviewing any modal, dialog, popover, sheet, drawer, confirmation prompt, alert dialog, or overlay that appears above page content. Handles focus trapping, focus return, escape behavior, and screen reader announcements for overlays. Applies to any web framework or vanilla HTML/CSS/JS.

modal-logic

Tibsfox/gsd-skill-creator

Extending propositional and predicate logic with modal operators -- necessity and possibility, and their relatives (obligation, knowledge, belief, time). Covers Kripke possible-worlds semantics, accessibility relations, the main modal systems (K, T, S4, S5), translation from natural language, and applications in epistemic, deontic, and temporal reasoning. Use when ordinary logic is insufficient to capture distinctions like "must" vs "might," "knows" vs "believes," "always" vs "sometimes."

modal-serverless-gpu

NousResearch/hermes-agent

Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.

mode-classification

agentlas-ai/Agentlas-OS

Use before routing a /meta-agent request to choose single-agent-creator, team-builder, or agentlas-packager from the user's wording and available files.

mode-design-discipline

microsoft/amplifier-bundle-modes

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model-audit-tieout

openai/plugins

Use when auditing existing Public Equity Investing models or spreadsheets. Do not use to build a new model from scratch.

model-building

dotnet/efcore

Implementation details for EF Core model building. Use when changing ConventionSet, ModelBuilder, IConvention implementations, ModelRuntimeInitializer, RuntimeModel, or related classes.

model-card

Aperivue/medsci-skills

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model-compatibility

artokun/comfyui-mcp

Model family compatibility matrix — loaders, resolutions, samplers, CFG, VAE, ControlNet, and LoRA compatibility for SD 1.5, SDXL, Flux, SD3, and video models

model-context

bobmatnyc/claude-mpm-skills

MCP (Model Context Protocol) - Build AI-native servers with tools, resources, and prompts. TypeScript/Python SDKs for Claude Desktop integration.

model-context-builder

bobmatnyc/claude-mpm-skills

MCP (Model Context Protocol) server build and evaluation guide, including local conventions for tool surfaces, config, and testing

model-debugging

pollinations/pollinations

Debug and diagnose model errors in Pollinations services. Analyze logs, find error patterns, identify affected users. For taking action on user tiers, see tier-management skill.

model-deployment

awslabs/agent-plugins

Generates code that deploys fine-tuned models from SageMaker Serverless Model Customization to SageMaker endpoints or Bedrock. Use when the user says "deploy my model", "create an endpoint", "make it available", or asks about deployment options. Identifies the correct deployment pathway (Nova vs OSS), generates deployment code, and handles endpoint configuration.

model-equivariance-auditor

lyndonkl/claude

Verifies that implemented neural network models correctly respect their intended symmetries through systematic equivariance testing, layer-wise isolation, and gradient analysis. Use when testing model equivariance, debugging symmetry bugs, verifying implementation correctness, checking if a model is actually equivariant, or diagnosing why an equivariant model isn't working.

model-evaluation

awslabs/agent-plugins

Generates python code that evaluates SageMaker models. Supports two evaluation types: LLM-as-Judge and Custom Scorer. Use when the user says "evaluate my model", "run a benchmark", "test model performance", "how did my model perform", "compare models", or other similar requests.

model-fallback

aAAaqwq/AGI-Super-Team

模型自动降级与故障切换。当主模型请求失败、超时、达到速率限制或配额耗尽时，自动切换到备用模型，确保服务连续性。支持多供应商、多优先级的智能模型选择，提供健康监控、自动重试和错误恢复机制。

model-health-check

aAAaqwq/AGI-Super-Team

检查已配置模型供应商的连通性、延迟和可用性，用于快速诊断模型侧故障。

model-integration

huggingface/diffusers

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model-management

pollinations/pollinations

Add, update, or remove text/image/video models. Handles any provider.

model-merging

Orchestra-Research/AI-Research-SKILLs

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.

model-provider-manager

aAAaqwq/AGI-Super-Team

Unified LLM provider and model configuration, health monitoring, and key management

model-pruning

Orchestra-Research/AI-Research-SKILLs

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.

model-registry

artokun/comfyui-mcp

Curated download URLs and target directories for every model the comfyui-mcp skills reference — checkpoints, VAEs, text encoders, LoRAs — organized by family (Flux, WAN, LTX, Qwen, Z-Image, SD15/SDXL). Use when downloading models with download_model / download_civitai_model, when a workflow fails with a missing-model error, or when setting up a new machine.

model-routing-golden

github/gh-aw

Maintain model-routing audit golden fixtures and expected outputs.

model-routing-patterns

softspark/ai-toolkit

Multi-model pipelines (Haiku/Sonnet/Opus): cost routing, escalation, fallback chains. Triggers: model routing, Haiku, Sonnet, Opus, escalation, fallback chain.

model-scaffold

Aperivue/medsci-skills

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model-selection

awslabs/agent-plugins

Selects a base model for the user's use case by querying SageMaker Hub. Use when the user asks which model to use, wants to select or change their base model, mentions a model name or family (e.g., "Llama", "Mistral", "Nova"), or wants to evaluate a base model — always activate even for known model names because the exact Hub model ID must be resolved. Queries available models, presents benchmarks and licenses, and confirms selection.

model-selector

cclank/lanshu-awesome-ai-video-kit

根据用户的视频需求(场景、时长、音频、语言、平台限制、预算、是否需要本地部署/角色一致性等),从 16 个主流 AI 视频模型(12 商业 + 4 开源)中推荐最匹配的 1-3 个,并解释为什么。覆盖商业:Seedance 2.0、HappyHorse 1.0、Kling 3.0、Sora 2、Veo 3.1、**Gemini Omni**(2026-05 新)、Runway Gen-4.5/Aleph、Pika 2.5、Hailuo 02、Hunyuan Video 1.5、Wan 2.7、即梦 AI;开源:LTX-Video 0.9.7、Mochi 1、CogVideoX 5B、Higgsfield Soul。用于"用哪个 AI 视频模型好"、"Sora 还是 Kling"、"国内有什么模型"、"哪个免费"、"哪个支持中文"、"哪个能编辑已有视频"、"哪个能本地部署"、"哪个角色一致性最强"等触发场景。

model-the-partnership-commercials

Significant-Gravitas/skills-catalog

Use when a partnership needs numbers behind the terms: business case, deal profit and loss with sensitivity, guardrail bands, and reusable templates.

model-update

anthropics/financial-services

Update financial models with new data — quarterly earnings, management guidance, macro changes, or revised assumptions. Adjusts estimates, recalculates valuation, and flags material changes. Use after earnings, guidance updates, or when assumptions need refreshing. Triggers on "update model", "plug earnings", "refresh estimates", "update numbers for [company]", "new guidance", or "revise estimates".

model-usage

openclaw/openclaw

Summarize CodexBar local cost logs by model for Codex or Claude, including current or full breakdowns.

model-usage-linux

aAAaqwq/AGI-Super-Team

Track OpenClaw AI token usage and cost per model on Linux by parsing session JSONL files. Use when asked about: token usage, API cost, how much has been spent, which model was used most, usage summary, billing, cost breakdown. Linux replacement for the macOS-only model-usage/CodexBar skill.

model-validation

Aperivue/medsci-skills

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modelry-automation

ComposioHQ/awesome-claude-skills

"Automate Modelry tasks via Rube MCP (Composio). Always search tools first for current schemas."

modern

bergside/awesome-design-skills

Contemporary editorial style with serif typography, minimal palettes, and clean layouts for polished digital products.

modern-cpp

trailofbits/skills

Guides C++ code toward modern idioms (C++20/23/26). Use when writing new C++ code, modernizing legacy patterns, or working on security-critical C++. Replaces raw pointers with smart pointers, SFINAE with concepts, printf with std::print, error codes with std::expected.