AI Ml AI Skills
4,774 open-source AI Ml AI skills that teach any AI model a new workflow.
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Dependency Updater
Smart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions, diagnoses and fixes dependency issues.
Recon Tool Integration
Adding a new tool to the recon pipeline: the enrichment-module contract and its isolated wrapper (the actual fan-out and test call path), graph completeness, and the preset catalog that silently…
Portaljs Define Schema
Define a dataset's metadata profile — infer a Frictionless Table Schema from its data, add Data Package metadata (license, sources, keywords), and write it into datasets.json so the showcase renders a…
Ripwire Opt Remarks
Triage clang optimization remarks (-Rpass, -Rpass-missed, opt-record YAML) while editing ripwire's OWN C++: 'loop not vectorized', 'will not be inlined' — worth a diff, or is LTO/PGO the real fix?…
Enrich Excel
Enrich a live Excel spreadsheet by researching missing data with TinyFish and writing results directly into the running Excel app via AppleScript. Use when a user says "fill in my spreadsheet",…
Nemotron 3 Ultra Text2sql Lora
Run the Nemotron-3 Ultra Text2SQL LoRA fine-tuning tutorial (NeMo Megatron-Bridge) end-to-end for the user on their SLURM cluster: data prep, distributed checkpoint conversion, and packed LoRA…
Openakita/Skills@Baidu Marketing
Baidu Intelligent Cloud marketing skill for generating marketing notes, videos, and optimized copy. Supports immediate and delayed call triggers. Use when user needs marketing content generation or…
Lark Wiki
【何时用:仅当用户明确指向飞书/Lark 知识库;泛指做文档默认走本地工具】飞书知识库:创建/查询知识空间、管理空间成员、管理节点层级(移动/复制/删除)、组织文档与快捷方式。doubao.com 的 /wiki/ URL 也走本 skill。不负责:上传文件(走 lark-drive)、编辑文档/表格/Base 内容(走 lark-doc/lark-sheets/lark-base)。
Eval Harness
Claude Code 会话的正式评测框架,实现了评测驱动开发(EDD)原则
Introduction Logic Builder
Builds background-gap-objective logic for biomedical manuscript introductions with clear study positioning and disciplined narrative structure.
Vss Ask Video
Use this skill when answering a question about previously analyzed or freshly scoped VSS video. Route through hot context, agent Markdown memory, structured VSS memory, bounded introspection, or an…
Coleman Tiger Growth
Use when evaluating Tiger Cub / Chase Coleman-style growth investing: scalable tech platforms, network effects, unit economics, growth duration, and concentrated growth longs.
Demo Skill
A tiny skill used by the skill isolation example.
Unity Batch
Unified batch and async-job orchestration
Xlsx
Excel workbooks with live formulas: build or edit .xlsx models with openpyxl, recalculate with IronCalc or LibreOffice, audit conventions, profile messy uploads, render for review
Radiology Foundation Models
Use when an imaging study must select, adapt, fine-tune, or audit a pretrained medical imaging or vision-language foundation model. Covers zero-shot evaluation, linear probing, full fine-tuning,…
Cause And Effect
Systematic Fishbone analysis exploring problem causes across six categories
Wechat Official Formatter
Must be used for WeChat Official Account writing, Xiaohongshu-to-WeChat expansion, WeChat rich-text formatting, public-account draft preparation, binding checks, and draft publishing decisions.
Translate
Translate English or Japanese tech articles into natural, fluent Chinese. Use whenever the user asks for Chinese translation, says "translate to Chinese" or "翻译", or provides English/Japanese content…
Dev Planning
AI DevKit · Planning phase guidance for creating and reconciling feature task plans. Use when the user wants to create an implementation plan, update planning docs, mark task progress, capture…
Agb Begriff Vorformuliert 305
Für AGB Begriff Vorformuliert 305: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt. Fachgebiet: AGB-Recht-Prüfer. Route: agb-begriff-vorformuliert-305.
Office Artifacts
Generate real DOCX, PPTX, XLSX, PDF, CSV files using python-docx / python-pptx / openpyxl / reportlab by writing them into the dispatch artifacts dir, then explicitly deliver each one with `cloud…
Minutes Mcp Recall
Route meeting-recall questions to the right Minutes MCP tool.
Draft Edit
Produce minimal patch hunks against the supplied document snapshot for the requested edits.
Commit
Create git commits with good messages. Use when user says "commit", "create commit", or asks to commit changes.
Cover Generate
为文章或视频生成平台封面图,并写回主稿(封面场景优先使用本技能)。
Analyzing Projects
Analyzes codebases to understand structure, tech stack, patterns, and conventions. Use when onboarding to a new project, exploring unfamiliar code, or when asked "how does this work?" or "what's the…
Webvuln
Web vulnerability hunting playbook. Use after recon, when you have specific hosts/endpoints to test for IDOR/BAC, injection, auth flaws, SSRF, and known CVEs. Emphasizes real PoC + concrete impact.
Career Transitions
Help users evaluate new opportunities, manage professional identity shifts, and transition into roles that maximize both impact and personal fulfillment.
Oma Docs
Check documentation references, sync docs to code changes, and detect translation drift. Use for documentation maintenance in a repository.
Sw Series Structure
Episode and season structure for TV series (剧集单集与季的结构) — teasers and cold opens, broadcast four/five/six-act grids with page anchors, three tests for finding the invisible acts in streaming scripts,…
Cloud Functions
CloudBase function runtime guide for building, deploying, and debugging your own Event Functions or HTTP Functions. This skill should be used when users need application runtime code on CloudBase, not…
Favicon Gen
Generate custom favicons from logos, text, or brand colours. Produces favicon.svg, favicon.ico, apple-touch-icon.png, icon-192/512.png, and web manifest. Use whenever the user wants a favicon,…
Android Personality
Android device assistant personality. Use when the user wants to interact with their Android phone or tablet in a natural, conversational way.
Convex Schema Validator
Defining and validating database schemas with proper typing, index configuration, optional fields, unions, and migration strategies for schema changes
Reflect
复盘当前对话——回顾任务过程、总结经验教训、主动沉淀可复用的 skill。当用户要求"复盘"、"反思"、"总结一下刚才"、"有什么值得记住的"时使用。
Prompt Optimizer
Analyze and optimize user prompts for clarity, specificity, and completeness using interactive questionnaires or direct analysis. Use this skill when user requests are vague, ambiguous, incomplete, or…
Athlete Social Media Manager
Create brand-safe content for athletes. Personal branding strategy, engagement optimization, crisis communication, sponsor integration.
Nav Features
Show and toggle Navigator features. Auto-invoke when user says "show features", "enable/disable feature", "my navigator settings", or "configure navigator".
Telnyx Ai Inference Python
Access Telnyx LLM inference APIs, embeddings, and AI analytics for call insights and summaries. This skill provides Python SDK examples.
Config Env Parameters
Manage Symfony configuration with .env files, parameters, secrets vault, and environment-specific settings
Mpm Help
Display help for Claude MPM commands
Senior Ml Engineer
ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. Covers model deployment, feature stores, drift monitoring, RAG systems, and cost optimization.
Pdf Reading
Use this skill when you need to read, inspect, or extract content from PDF files — especially when file content is NOT in your context and you need to read it from disk. Covers content inventory, text…
Frontend Design
Create distinctive, production-grade frontend interfaces with top-tier product design and UI/UX quality. Use this skill when the user asks to build web components, pages, or applications. Combines…
Cometchat Android V6 Features
Add or enable a specific CometChat feature in an Android v6 app — receipts, typing, reactions, mentions, threads, search, polls, stickers, translation, link previews, AI smart replies / conversation…
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…
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.
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…
