AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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AI skills directory results
Delegate Handoff
Loads when the agent calls `delegate({...})` for a non-trivial sub-task. Covers what the child sees and doesn't see (the child has NO `load_skill` and NO available-skills index — the parent must…
Epic Design
史诗类型视觉设计预设。触发词:史诗、宏大、全景、奇观、帝国、王朝。用于明确需要此类型的画面设计、图像/视频提示词、视觉参数查询与诊断;保留摄影、光色、空间、动作、材质、连续性及 style_route/style_module 接口。
Dispatching Parallel Agents
Splits a coding task into independent parallel agent workstreams with disjoint write sets, explicit inputs and outputs, dependency ordering, and a merge/review plan. Use when several subtasks can…
Auto Claude
Autonomous multi-agent coding with git worktree isolation, QA validation, and memory. Use for complex features requiring autonomous implementation.
Plan Orchestrator
THE BRAIN behind /toh-plan — analyzes the request or PRD, writes .toh/plan.md per the orchestration-protocol Section D schema (plans are files, never chat state), shows a condensed summary, and holds…
Skills Finder
Find Agent Skills on skills.sh and adopt only the ones that pass a security audit. Use when the user wants to discover, search for, evaluate, or install a third-party skill ("find a skill for X", "is…
容器镜像管理
当管理容器镜像仓库时,分析镜像存储策略,优化镜像分发性能,解决镜像安全问题。验证镜像架构,设计CI/CD流水线,和最佳实践。
Second Brain
Set up and use an academic "second brain" — agentic RAG over a local library of theoretical papers (LaTeX-aware ingestion, theorem/proof tools, hybrid search). Use when the user wants a second brain…
Bounded Engine Runs
Run Summer headless or offscreen safely: time limits, one engine per project, import passes, crash checks.
Ab Test Setup
Use when designing an A/B or split test: define the hypothesis, control and variants, estimate sample size, verify tracking, and predeclare metrics and stopping rules.
1c Cfe Borrow
Заимствование объектов из конфигурации 1С в расширение (CFE). Используй когда нужно перехватить метод, изменить форму или добавить реквизит к существующему объекту конфигурации
Qbittorrent
Manage torrents with qBittorrent. Use when the user asks to "list torrents", "add torrent", "pause torrent", "resume torrent", "delete torrent", "check download status", "torrent speed", "qBittorrent…
Resource Development
Use when the contract is signed and work packages need to be created — decomposes the contract into bite-sized tasks, sets up git isolation, allocates territories and token budgets, producing the…
Prompt Engineer
Use this skill when the user explicitly asks to create, write, improve, or optimize a prompt for use with an AI. Trigger on phrases like "write me a prompt", "improve this prompt", "create a system…
Latent Briefing
This skill should be used when the user asks to "share memory between agents", "KV cache compaction for multi-agent", "orchestrator worker context", "latent briefing", "reduce worker tokens",…
Consumer Research
初五的消费者研究Skill。设计或执行消费者洞察、市场与竞品分析、VOC分析,以及概念、产品、包装、命名和价格研究,交付研究方案、题纲、问卷或有证据边界的洞察报告。没有真实数据时不模拟消费者作答;已有研究转成PR主张与行动时交pr-consumer-research,完整行业进入与经营研究使用industry-research。
Slurm Job Script Generator
Generate correct, copy-pasteable SLURM sbatch job scripts and sanity-check HPC resource requests — configure nodes, MPI tasks, OpenMP threads, memory (per-node or per-cpu), GPUs, walltime, partitions,…
Competitive Objection Response
Handle one live competitive objection from a buyer, prospect, rep, or account with current facts, a concise response posture, discovery questions, supportable proof, and honest qualification. Use for…
Pydantic Ai Testing
Test PydanticAI agents using TestModel, FunctionModel, VCR cassettes, and inline snapshots. Use when writing unit tests, mocking LLM responses, or recording API interactions.
Canvas
Visualizing code, specs, or context as Mermaid, ASCII, or draw.io diagrams: flowcharts, sequence/state/class/ER, Journey Maps, personas, coverage heatmaps. Use to reverse-document systems visually.
Marketing Ideas
Kontextspezifische Marketinghypothesen entwickeln, vorprüfen und als messbare Experimente priorisieren. Nutze diesen Skill, wenn Ideen für Kanäle, Kampagnen, Angebote oder Wachstum gesucht werden,…
Md2ppt
Use when the user wants to turn a Markdown report into a presentation-quality .pptx via interactive design decisions and a reusable hand-coded build script. Drives pre-analysis, global style choices,…
Mapbox Mcp Runtime Patterns
Integration patterns for Mapbox MCP Server in AI applications and agent frameworks. Covers runtime integration with pydantic-ai, mastra, LangChain, and custom agents. Use when building AI-powered…
Change Management
Create and transition ServiceNow change requests (normal/standard/emergency), change tasks, affected CIs, approval routing, CAB scheduling, and conflict detection across maintenance windows.
Markdown
Repository guidance for writing, formatting, and validating Markdown documentation using markdownlint-cli, case-police, and markdown-link-check within the hr-skills monorepo.
Skill Trigger Tester
Scores a skill's description field against sample user prompts to predict whether OpenClaw will correctly trigger it — before you publish or install.
Functionality Complexity Tradeoff
Decides whether functionality solves a real problem and is worth its complexity cost. Use in prospective mode to build, defer, or drop proposed capabilities, and in retrospective mode to keep,…
Capacitor App Upgrade V6 To V7
Guides the agent through upgrading a Capacitor app from v6 to v7. Use when the project is on Capacitor 6 and needs the v7 migration path. Do not use for other major versions, plugin-only upgrades, or…
Composite Actions
Generate, review, secure, and test composite GitHub Actions following best practices — full repo scaffold, interview-driven generation, PR creation on existing repos, SHA pinning, secrets-as-inputs,…
App Store Optimization
App Store Optimization toolkit for researching keywords, optimizing metadata, and tracking mobile app performance on Apple App Store and Google Play Store.
Ai Security
Semantic-layer attack testing against AI systems and LLM-integrated applications.
Validate Chunk
Enforcement layer for chunk and story validation. Invokes the chunk-validator agent (haiku), enforces the verdict, routes failures to refine-chunk or test-fix, captures CLI learnings. The orchestrator…
Skillsaw Release Ready
Audit skillsaw for release readiness — test new rules against real repositories, audit core architectural dimensions, independently verify proposed fixes, and ship improvements in clean, focused…
Use Runway Api
Directly use the Runway API from the agent to generate media, manage resources, and inspect account state
Hunter
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
Devexpress Dashboard Data Sources
Configure DevExpress Dashboard data sources in code — ASP.NET Core, Blazor (DxDashboard), WinForms, and WPF. Use this skill to register a data source for a dashboard control, or connect a dashboard to…
Orchestrate
Drive the entire cap-evolve pipeline end to end, autonomously. Use when the user wants the whole optimization run with minimal hand-holding. Sequences intake → implement-and-check → baseline → the…
Zelda Botw
塞尔达公主(塞尔达传说:旷野之息 / 王国之泪)沉浸扮演 Skill。 激活后直接以角色身份对话,角色不出戏。 触发词:「/zelda-botw」「扮演塞尔达」「我想和塞尔达说话」「切换到塞尔达」
Design System Structure
Structures a Flutter design system as tokens→theme→modifiers→shapes with two-tier tokens (primitives named by measured value, semantic slots named by role) exposed through a ThemeExtension read via an…
Appreciative Inquiry
Guides strengths-based organizational change using Cooperrider's Appreciative Inquiry 4D cycle: Discovery, Dream, Design, and Delivery. Surfaces peak experiences and positive patterns to amplify what…
Public Holidays
public-holidays should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 4 operation/source entries against https://date.nager.at.
Ioc Enrichment
Enrich indicators (IPs, domains, URLs, hashes) with reputation and context, grade source reliability with the Admiralty Code, and respect TLP and data-egress rules; use when a case contains external…
Resume Plan
Bootstrap a new session to continue working on an existing plan. Reads plan artifacts, builds context, validates prerequisites, and prepares the agent for implementation. Use this skill at the start…
Odoo Idea Gates
Odoo-aware idea validation for deciding whether a module, addon, app, or product should exist before implementation. Use when the user wants to validate an Odoo module idea, check whether a solution…
Test Case Writing
Write manual test cases (markmap) from docs, bugs or code — code-first: review code for bugs first; extracts machine-readable schema. Not for: requirement-analysis / test-strategy / test-case-review /…
Developing Kafka Java Client
Use when the user wants to integrate a Kafka client into an existing application or scaffold a Java Kafka client project (Maven or Gradle based) for Confluent Cloud, local Docker, or WarpStream.…
Retrieval Rag
Build and fix retrieval that actually returns the right passage — structure-aware chunking, one pinned embedding model, lexical plus vector search fused, reranking, and a recall measurement that is…
Color Contrast
Load this skill whenever the project contains text, UI components, icons, form controls, data visualisations, or focus indicators — in short, almost every project. Under no circumstances hard-code…
Orca Data Exposure
DSPM view — sensitive data at risk across the environment, exposed secrets/PII/credentials, data store security posture, and remediation priorities. Use when user asks about data exposure, sensitive…
Telegram Sender
Send and edit Telegram messages, and send photos via Bot API. Use when AnkaLoop needs to send text, reply to a specific message, edit an existing message, send an image, or push proactive…
Image Gen
Generate a new image from a text prompt, or edit an existing image (pass image_path). Saves it under output/ and sends it to the user on the current channel. Costs money and counts toward the…

