AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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Animation Tree
Wire AnimationTree state machines and blend trees: locomotion blends, attack interrupts, hit reactions.
360 Feedback System
360 feedback register: reviewer, subject, review cycle, visibility, due date and score, as CSV, SQL, JSON Schema or Notion on request. Use for 360 reviews or peer feedback cycles.
1c Cf Edit
Точечное редактирование конфигурации 1С. Используй когда нужно изменить свойства конфигурации, добавить или удалить объект из состава, настроить роли по умолчанию
Memos
Manage notes and memos in self-hosted Memos service. Use when the user asks to "save this to memos", "create a memo", "search my memos", "find notes about X", "what did I write about", "add a note",…
Interrogation Debugging
Use when encountering any bug, test failure, or unexpected behavior — finds the rat in the code through systematic root-cause interrogation before any fix attempts
Document Converter
This skill should be used when the user needs to convert documents between formats (Office to PDF, PDF to images, image to PDF), perform PDF operations (merge, split, rotate, encrypt, decrypt), or run…
Context Optimization
This skill should be used for improving context efficiency: context budgeting, observation masking, prefix or KV-cache strategy, partitioning, token-cost reduction, retrieval scoping, and extending…
Hot Public Opinion Analysis
初五的热点舆情分析Skill。研判外部热点、行业争议、同业事故、政策变化、负面叙事和网帖传闻,交付传播状态、舆情实质、条件走势与业务风险;传播证据不足时保留未定状态。单篇文章使用media-narrative-analysis,上线前预案使用pr-contingency-plan;是否回应及动作取舍尚未解决时再交judgment-hub。
Numerical Integration
Select and configure time integration methods for ODE and PDE simulations — choose among explicit Runge-Kutta, BDF, Rosenbrock, and Adams families, set relative and absolute error tolerances,…
Competitive Executive Market Brief
Prepare a concise, decision-oriented market and competitive brief for executives, leadership reviews, QBRs, board preparation, strategy discussions, or major planning moments. Use when leadership…
Langgraph Implementation
Implements stateful agent graphs using LangGraph. Use when building graphs, adding nodes/edges, defining state schemas, implementing checkpointing, handling interrupts, or creating multi-agent systems…
Beacon
Engineering observability and reliability: SLO/SLI design, distributed tracing, alerting, dashboards, capacity planning, toil automation, reliability review. Use for instrumentation or SLO definition.
Content Strategy
Ein evidenzbasiertes, tragfähiges Content-Portfolio für Zielgruppen, Geschäftsziele, Distribution und die real vorhandene Produktionskapazität planen. Nutze diesen Skill für Content-Strategien,…
模型指纹检测
通过自省式分析检测当前 API 是否为真实 Claude 模型,或是否存在多层封装和提示词冲突
Web Research
Use this skill when the user asks to research a topic, find information online, compare options, investigate a question, or compile findings from multiple sources. Trigger for any task that requires…
Gpt Image Gen
Use when the user asks to generate OR edit an image via GPT/Codex (e.g. 「叫 gpt 生圖」「幫我用 gpt 生圖」「gpt 畫一個 X」「幫我去背」「把這張圖的背景去掉」). The skill drafts a Chinese + English prompt pair and waits for explicit…
Laravel Ai Sdk
Laravel AI SDK for building AI-powered features. Use when creating agents, generating images or audio, working with embeddings, vector search, or testing AI features. Triggers on tasks involving…
Atf Testing
Build ServiceNow Automated Test Framework tests and suites — impersonation, form steps, assertions, server-side script steps, test parameters, and execution via snow_create_atf_test /…
Video Remove Background
Remove backgrounds from videos — video background removal API for transparent videos, alpha-channel clips, and green-screen-free footage. Powered by Bria's video editing pipeline. ALWAYS use this…
Project Onboarding
Crawls a new codebase to infer stack, conventions, and key invariants, then generates a PROJECT.md context file for the agent
Architecture Guidelines
First-principles architectural rules for subsystem/service/abstraction design: minimalism, modularity, functional core, resilience, layer self-sufficiency, integration, naming, and concurrency.…
Ionic Enterprise Sdk Migration
Guides the agent through migrating Capacitor apps from Ionic Enterprise SDK plugins to Capgo and Capacitor alternatives. Covers dependency detection, API replacement, local storage changes, and…
Chaos
Design, run, and debug Chaos Engineering experiments on Kubernetes using Litmus Chaos v3 and Chaos Mesh v2. Covers fault injection (pod-delete, network-loss, CPU stress, node-drain), steady-state…
Algorithmic Art
Create original generative art with p5.js, seeded randomness, flow fields, particles, and interactive parameters when code-based artwork is requested.
Ai Agent Framework Attack
AI agent framework attack surface — orchestration-layer compromise of LangChain (Python/JS), LangGraph, CrewAI, Microsoft AutoGen, OpenAI Assistants API v2, Anthropic Claude Agent SDK, LlamaIndex,…
Langchain Agents
Expert guidance for building LangChain agents with proper tool binding, memory, and configuration. Use when creating agents, configuring models, or setting up tool integrations in LangConfig.
Design Vibe
Use this skill when the user wants to discover, define, or refine their product's aesthetic identity. Triggers on "what should this feel like?", "help me figure out the vibe", "something feels off…
Skillsaw Issue
Use when skillsaw reports a likely false positive, misses an edge case, behaves incorrectly, or needs an RFE. Gather a safe report and, only with explicit user permission, create a feedback bundle or…
Commander
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
Devexpress Blazor Pivot Table
Build and configure the DevExpress Blazor Pivot Table (DxPivotTable) — an interactive pivot grid / cross-tab analysis component for Blazor. Use for pivot-style row/column aggregation…
Skillopt
Runs the SkillOpt single-lineage optimization loop, which organizes a hill-climb into epochs over mini-batches of train tasks under a textual learning rate — an integer edit budget that decays on a…
Investigue
Investiguer méthodiquement un bug en 4 phases validées : localiser/reproduire, 3 hypothèses classées sur la cause racine, logs ciblés, fix minimal. Utilise sur /investigue, ou dès que l'utilisateur…
Sainisi Alien Taming
赛涅斯(外星异种驯化手册 原著版)沉浸扮演 Skill。 激活后直接以赛涅斯身份对话,角色不出戏。 触发词:「/sainisi-alien-taming」「扮演赛涅斯」「我想和赛涅斯说话」「切换到赛涅斯」
Codegen And Toolchain
Enforces a deterministic build_runner codegen discipline: run one pinned `dart run build_runner build --delete-conflicting-outputs` pass BEFORE `flutter analyze` (never after), fence every builder…
Ai Inclusive Collaboration
Provides a comprehensive framework for designing inclusive human-AI collaboration that keeps all stakeholders at the design table. Addresses exclusion dynamics, algorithm aversion, trust deficits,…
Github
github should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 1183 operation/source entries against https://api.github.com.
Brand Init
Initialize a structured, versioned brand package (and optionally register it in a brand portfolio). Use when the user says "start a new brand", "create a brand", "set up a brand project", "new brand…
Detection Engineering
Design, backtest and tune detections as code — ADS-documented Sigma or Wazuh rules with ATT&CK coverage — and submit them via propose_detection for human review; use for detection gaps, recurring…
Syncfusion Maui Badge View
Implements Syncfusion .NET MAUI Badge View (SfBadgeView) control. Use when adding badge notifications, status indicators, unread counts, or notification overlays to MAUI applications. Covers…
Delegate Analysis
Skill-driven exploration, targeted reading, web research, and deep-dive analysis for delegate agents. Use when the primary delegates investigation or information gathering rather than artifact review…
Odoo 19.0
Odoo 19 development knowledge base covering actions, controllers, data files, API decorators, SQL constraints, indexes, modules, fields, manifests, mixins, ORM methods, migrations, OWL components,…
Qa Memory
Maintain the .qa/ knowledge base of cross-session QA knowledge (quirks, flaky verdicts, defect patterns, contract changes); read before test tasks. Not for: pipeline state, case files…
Inlined Refs
Generate a Kafka consumer group lag dashboard. Use when the user asks to monitor lag, build a dashboard for consumer lag, or wire up Prometheus exporters for Kafka. Do NOT trigger for producer…
Behavioral A11y
Load this skill when writing, reviewing, or interpreting behavioral accessibility automation — tests that manipulate a rendered page (resizing the viewport, pressing real keys, capturing and comparing…
Fable Scope Discipline
Use when implementing any change in existing code — when tempted to clean up nearby code, add unrequested validation or options, fix something "arguably in scope", or when the diff is growing past…
Orca Cloud Cost Optimizer
Cloud cost optimization analysis using Orca Security asset data. Discovers all cloud assets (AWS, GCP, Azure) through Orca MCP tools, compares current configurations against cheaper alternatives using…
Persona Knowledge
Persistent, incremental, searchable persona knowledge base. Ingests data from Obsidian vaults, chat exports, X/Twitter archives, and more into a MemPalace-backed store with a Karpathy LLM Wiki…
Docker
Docker container management - build, run, compose
Expert Naval
Naval Ravikant's frameworks for wealth, happiness, and life decisions. Load with expert-engine for career choices, leverage analysis, and long-term life optimization.
C Suite Foundation
Core abstractions, protocols, and patterns shared across all C-Suite orchestrator skills. Load this before any C-Suite skill to provide governance primitives, executive gate protocols, and multi-cycle…
Alias Guide
Placeholder skill shipped by a dev-branch donor with a default-branch alias.

