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
Survey Analyst
Clean raw survey responses, run cross-tabulations and charts, and produce an analysis workbook plus a findings report, delivered as an Excel workbook and a Word document
Sub Agent
Delegate a self-contained task to a sub-Agent (Codex, Claude Code, or Pi via background process). The original use case was coding tasks — building features, reviewing PRs, refactoring — but the skill…
Coupling Analysis
Analyzes coupling between modules using the three-dimensional model (strength, distance, volatility) from "Balancing Coupling in Software Design". Use when asking "are these modules too coupled?",…
Onboard
Designs and improves onboarding flows, empty states, and first-run experiences to help users reach value quickly. Use when the user mentions onboarding, first-time users, empty states, activation,…
Deidentify A Dataset
De-identify selected free-text columns in a local CSV, JSONL, or Parquet dataset with OpenMed and produce a separate redacted dataset plus a PHI-free aggregate summary. Use when an agent must prepare…
Cv Tailor
Optimize resumes by matching keywords to the job description, rewriting experience with the quantified STAR method, and checking ATS compatibility. Triggered when users ask for resume help, review, or…
Create and edit PDFs to a professional standard — generate from content, draw vector/precise layouts, embed custom (incl. CJK/Unicode) fonts, CREATE and fill AcroForm fields…
Object Modify
Modify a Unity `UnityEngine.Object`'s serializable fields/properties. Three modification surfaces are available (`objectDiff`, `pathPatches`, `jsonPatch`) — see the skill body. Use 'object-get-data'…
Omh Sales Pipeline Review
[omh] CRM pipeline or sales forecast to review: turn a supplied CRM export or pipeline snapshot into an evidence-bound pipeline health, forecast, and follow-up review. Aliases: pipeline-review,…
Auth And Authorization Patterns
Use this skill when implementing authentication (login, token issuance) or authorization (access control, permissions). Apply whenever the task involves login flows, JWT, OAuth2, session management,…
Doca Gpunetio
Use this skill when the user is doing hands-on DOCA GPUNetIO programming — wiring a CUDA kernel on an NVIDIA GPU to a doca-eth queue via doca_gpu_eth_rxq / doca_gpu_eth_txq, standing up the…
Minimal
Stripped-back design emphasizing whitespace, clean typography, and restrained color for maximum clarity and focus.
Redteam Recon Detail Pack
Domain routing and boundary guidance for authorized reconnaissance and information gathering, including subdomain enumeration, port scanning, directory discovery, fingerprinting, and OSINT. Use when a…
Golang Spf13 Viper
Golang configuration library using spf13/viper — layered precedence (flag > env > file > KV > default), BindPFlag/BindPFlags, SetEnvPrefix + SetEnvKeyReplacer + AutomaticEnv, ReadInConfig +…
Reviewer Protocol
Reviewer rejection workflow and strict lockout semantics
Design System Adoption
Create adoption strategy and enablement materials to drive design system usage. Use when the system exists but teams ignore it. For contribution and versioning rules, use `design-system-governance`…
Ai Core/Middleware
Chat lifecycle middleware hooks: onConfig, onStart, onChunk, onBeforeToolCall, onAfterToolCall, onUsage, onFinish, onAbort, onError. Use for analytics, event firing, tool caching…
Comet Design
完成 Classic 技术设计并请用户确认。在用户调用 /comet-design,或 Classic Runtime 进入 Design 时使用。
Strategy
Build and manage custom trading strategies with natural language
Draft Review
Usability review — evaluate an existing flow or UI against usability heuristics, flag friction points, and recommend fixes. Use when asked to "review the UX", "usability audit", "what's wrong with…
Self Awareness
Claude Science's own session database schema and SDK surface for introspection via host.query(). Load this when you need to query your own conversation history, token usage, cost accounting, execution…
Reducing Entropy
Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code amount, not effort. Bias toward deletion.
Get Memory Stats
Get memory system statistics including total count and breakdown by type. When you need to check memory usage or understand memory distribution.
Skill Stocktake
用于审计Claude技能和命令的质量。支持快速扫描(仅变更技能)和全面盘点模式,采用顺序子代理批量评估。
Contradictory Findings Resolver
Explains why studies on the same biomedical topic reach different or opposing conclusions by auditing differences in population, endpoint definition, sample source, assay or platform, study design,…
Lynch Growth
Use when evaluating Peter Lynch-style growth stocks: invest in what you can understand, classify the company type, check growth runway, PEG, balance sheet, and whether the story is still improving.
Unity Blueprints
Advise on starter architecture blueprints for small games
User Profile
Manage user profile including watchlists, portfolio, and preferences.
Git Notes
Use when adding metadata to commits without changing history, tracking review status, test results, code quality annotations, or supplementing commit messages post-hoc - provides git notes commands…
Image Gen
Turn a description into an image file with local Stable Diffusion, then iterate on it. Use when the user says draw, sketch, paint, render, "make a picture of", "generate an image", or asks for concept…
Skill Lifecycle Promotion
Use when adding or auditing Agentlas skill lifecycle metadata, skill-registry.json, trial evidence, Curator promotion decisions, or first-class skill promotion gates.
Observability
Periodic health sweep of the running system via the debug pipeline (cloud logs / k8s / daemon / DB slices). On a real anomaly, open a bug task (--kind work_item) carrying the evidence refs so it…
Retention Analysis
Estructura un análisis de retención, investigación de churn o deep-dive de engagement para cualquier equipo de producto. Utiliza cuando se te pida analizar la retención de usuarios, investigar churn,…
Elai
Elai AI avatar videos: list avatars, check videos, and render avatar videos. Trigger phrases: elai, avatar video, AI presenter, talking head video.
Executive Communication
Help users master the high-stakes communication required to navigate executive reviews, board meetings, and strategic decision-making with clarity and confidence.
Gentle Ai Comment Writer
Write warm, direct collaboration comments. Trigger: PR feedback, issue replies, reviews, Slack messages, or GitHub comments.
Langchain Rag
INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system. Covers document loaders, RecursiveCharacterTextSplitter, embeddings (OpenAI), and vector stores (Chroma, FAISS,…
Moai Foundation Quality
TRUST 5 quality principles and how MoAI enforces them through agents, the 3-level harness, /moai gate, and sync-auditor scoring. Use for code review, quality gate checks, coverage targets, or TRUST 5…
Aris Research Refine
Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.4 review. Use when the user says "refine my approach",…
Cloud Functions
Use when creating, updating, invoking, or debugging CloudBase cloud functions from DeepSeek Harness.
Tailwind Theme Builder
Set up Tailwind v4 + shadcn/ui themed UI with dark mode. Install deps, configure CSS variables via @theme inline, wire dark mode toggle, verify. Use whenever the user mentions Tailwind v4, setting up…
Etsy Product Description
Product description writing — keyword integration, benefit-focused copy, FAQ, formatting
Bioinformatics
Performs bioinformatics analyses including pathway enrichment, gene ontology analysis, protein-protein interaction networks, multi-omics integration, and biological sequence database querying; trigger…
Android Personality
Android device assistant personality. Use when the user wants to interact with their Android phone or tablet in a natural, conversational way.
02 Ref Hallucination Arena
Benchmark LLM reference recommendation capabilities by verifying every cited paper against Crossref, PubMed, arXiv, and DBLP. Measures hallucination rate, per-field accuracy (title/author/year/DOI),…
Defender Quickscan
Windows Defender: scans, threat history, signatures (PowerShell)
Input Handling
Use when implementing input — InputEvent system, Input Map actions, controllers/gamepads, mouse/touch, action rebinding, and input architecture
Python Sdk
Python SDK for inference.sh - run AI apps, build agents, and integrate with all models. Package: inferencesh (pip install inferencesh). Supports sync/async, streaming, file uploads. Build agents with…
Azure Cloud Hsm
Expert knowledge for Azure Cloud Hsm development including troubleshooting, best practices, limits & quotas, security, and integrations & coding patterns. Use when configuring Cloud HSM…
Inbox Triage
Daily GitHub notification inbox triage - surfaces aging vuln PR replies, security advisories, review requests, and mentions that need action
Vibeue
Unreal Engine 5 development using the VibeUE Python API. Use when working in Unreal Engine — blueprints, state trees, materials, actors, landscapes, animation, niagara, widgets, sound, foliage,…

