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
Ai Agent Development
AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.
Claude Md
按最佳实践创建或更新 CLAUDE.md 文件,以便为 AI agent 提供最优的项目入门上下文
Containerize Aspnet Framework
Containerize an ASP.NET .NET Framework project by creating Dockerfile and .dockerfile files customized for the project.
Drydock
Lay the keel of the shipyard harness in any repo — the 4-pillar shared environment (Context, Rules, Tools, Standards) across 5 surfaces (CLAUDE.md, skills, design-system, mcp/cli, shared context) so…
Attacking Entra Id With Roadtools
Enumerate Microsoft Entra ID (Azure AD) tenants with ROADrecon and acquire, exchange, and abuse tokens (including primary refresh tokens) with roadtx. Use for authorized red-team enumeration of a…
Sglang
Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic workflows with tool calls, or when you need 5× faster…
Skill Feedback Writer
Use to identify missing instructions in another skill based on its output.
Langgraph Docs
Fetches and references LangGraph Python documentation to build stateful agents, create multi-agent workflows, and implement human-in-the-loop patterns. Use when the user asks about LangGraph, graph…
Agentmemory Agents
How agentmemory wires into host coding agents via the connect command. Use when installing agentmemory into a specific agent, when asked which agents are supported, or when a connect adapter writes…
Cua Driver
Drive a native GUI app (macOS, Windows, Linux) via the Qwen Cua Driver CLI (default) or MCP server; snapshot its accessibility tree, act through snapshot-bound element tokens, native menu paths, exact…
Screenpipe Cli
Set up and operate screenpipe from the terminal, including always-on recording, service modes, capture health, storage, local search, pipes, and connections. Use when the user asks to install, run,…
HTML
Renders the current session's output (analysis, research, red team, report, plan) as an extremely well-designed, self-contained HTML artifact via a deterministic renderer — the model distills content…
Aws
AWS cloud services expert for EC2, S3, Lambda, IAM, and AWS CLI
Research Refine
Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-6-Astra review. Use when the user says "refine my approach",…
Seo Hreflang
Hreflang and international SEO audit, validation, and generation. Detects common mistakes, validates language/region codes, and generates correct hreflang implementations. Use when user says…
Openpitrix
KubeSphere OpenPitrix application management Skill. Use when users ask about KubeSphere App Store, OpenPitrix, Helm/YAML application templates, application repositories, app versions, app releases,…
Wechat Article
AI Berkshire skill: 微信公众号文章:作者-编辑-读者三Agent协作. Source: skills/wechat-article.md.
Sentence Transformers
Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and…
Write Tests
Write focused unit tests for backend and utility logic
Nda Drafter
Draft a one-way or mutual NDA from the cooperation background, with clause notes and risk points, not legal advice, delivered as a Word document
Dbs Knowledge
把本地文件夹建成 Agent 可稳定查找、收录和维护的知识库,并支持导航、版本判断、健康检查及 SOT 分层治理。用户要求搭建、查询、更新、整理或瘦身知识库时使用。
Paper Artifact Runtime
Internal cross-platform artifact persistence, assembly, citation-audit, and PDF compilation runtime for meta-paper-write.
Skill Improver
Trigger: improve skills, audit skills, refactor skills, skill quality. Audit and upgrade existing LLM-first skills.
Wireless Hardware Attack
无线/硬件:WiFi PMKID/WPS/Evil Twin,BLE,Zigbee,NFC,SDR,UART/JTAG/SPI,侧信道,故障注入。Use when attacking WiFi, BLE, RFID, SDR, or hardware interfaces.
Security Audit
Comprehensive security audit with scored posture assessment
Orchestration
协同编排知识域。多Agent协同、任务分解、并行执行、冲突解决。当魔尊需要多Agent协作、任务编排、并行处理时使用。
Scvi Tools
Probabilistic single-cell RNA-seq with scvi-tools — scVI for a batch-corrected latent space, scANVI for semi-supervised label transfer, and Bayesian differential expression. Reach for this skill to…
Auditing Subgroup Fairness
Audit an OpenMed NER or de-identification model for performance disparities across demographic subgroups (sex, age band, race/ethnicity when available) using openmed.eval.fairness_report. Use when the…
Academic Paper Reviewer
Simulates academic peer review, evaluating papers across Originality, Methodology, Results, and Writing to provide Major/Minor Revision recommendations with actionable feedback. Triggers when a user…
Himalaya
CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML…
Editor Application Get State
Return the current state of `UnityEditor.EditorApplication` — playmode, paused state, compilation state, and related flags.
Memory Ci Capture
Synthesize GitHub delivery context into a concise Basic Memory project update. Use in CI after `bm ci collect` prepares a ProjectUpdateContext; return only structured AgentSynthesis JSON for `bm ci…
Omnichannel Chat
General-purpose AI assistant that answers naturally over web chat and external messaging platforms (Telegram, Slack, Discord, WhatsApp, Messenger). One agent, every channel.
Imagegen
Use when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots,…
Omh Plan
[omh] Software feature or bugfix not yet planned: structured planning before execution. Use when the user says: plan, implementation plan, make a plan, write a plan, write the plan, task breakdown,…
Syncing Memory Filesystem
Diagnose and repair MemFS repository setup, remote sync, authentication failures, optional backup remotes, or merge/rebase conflicts. Do not load for routine memory reads or edits.
Enterprise
Dark-themed cloud-platform aesthetic with modular grids, glass-like panels, and strong data hierarchy for productivity dashboards.
Redteam Container Detail Pack
Domain routing and boundary guidance for authorized container and orchestration security testing, including Docker escape, Kubernetes privilege escalation, image vulnerabilities, and service mesh…
Golang Observability
Golang everyday observability — the always-on signals in production. Covers structured logging with slog, Prometheus metrics, OpenTelemetry distributed tracing, continuous profiling with…
Github Multi Account
Detect and set up account-locked gh aliases for multi-account GitHub. The AI reads this skill, detects accounts, asks the user which is personal/work, and runs the setup automatically.
Writing Plans
Use when you have a spec or requirements for a multi-step task, before touching code
Seo Content Strategist
Expert SEO content strategy for SaaS and B2B sites. Use when doing keyword research, planning content clusters, creating pillar pages, optimizing on-page SEO, fixing technical SEO issues, building…
Usability Test Plan
Design a usability study — research questions, methodology, participant criteria, metrics, and facilitation guide. Use when planning the study as a whole. For writing the task scenarios inside it, use…
Ai Persistence/Build Custom Adapter
Use when an app needs TanStack AI chat persistence on a database with no dedicated recipe — raw Postgres (pg/postgres.js), Kysely, node:sqlite, MongoDB, Supabase, Redis. Writes a chat-persistence.ts…
Go2rtc Cameras
Multi-camera RTSP to WebRTC streaming via go2rtc
Remote
SSH tunnels, ngrok, and remote access management
Crest Narrative
Strategic narrative — write a standalone strategy memo that frames product direction, bets, and rationale for a planning horizon. Use when asked to "write a strategy doc", "product vision", "strategic…
Figure Composer
Compose one publication-grade multi-panel figure. Entry from a one-line claim + data files, OR from an existing figure via `derive_outline_prompt` (you read the PNG). Runs a per-figure loop: outline…
Gepetto
Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that need thorough pre-implementation analysis.
Salary Market Scanner
Scan live job boards and salary databases to find real-time compensation data for any role and location. Use this skill when a user asks "what's the going rate for a senior React engineer in London",…
Python Testing
使用pytest的Python测试策略,包括TDD方法、夹具、模拟、参数化和覆盖率要求。

