AI Ml AI Skills
4,774 open-source AI Ml AI skills that teach any AI model a new workflow.
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AI skills directory results
Ai Sdk
You are an expert in the Vercel AI SDK, the TypeScript toolkit for building AI-powered applications. You help developers integrate LLMs (OpenAI, Anthropic, Google, Mistral, Ollama) with React Server…
Mpm Version
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Sprint
Sprint workflow pipeline — chains plan → build → test → review → ship skills into a structured sprint. Use when starting a new feature or project iteration to follow the full lifecycle.
Neo4j Vector Index Skill
Create and manage Neo4j vector indexes, run vector similarity search (ANN/kNN), store embeddings on nodes or relationships, use SEARCH clause (Neo4j 2026.01+, preferred) or…
Cometchat Angular V5 Push
Web push notifications for a CometChat Angular app — the Notifications product, FCM registration, the service worker, and token lifecycle. Docs-first: fetches the current notifications docs rather…
Debug Systematic
Systematic 4-phase debugging methodology for complex, intermittent, or mysterious issues. Use when investigating bugs, race conditions, or unexplained failures.
Ai Local Model Ops
Runs local and self-hosted LLM workflows with Ollama, LM Studio, MLX, Open WebUI, llamafile, and adapters. Use when operating private model stacks.
Educator Teacher
Use when creating educational content, explaining concepts through animation, or when teaching animation principles to students.
Create Pr
create a pull request with standardized description template
Gauge
Auditing SKILL.md normalization and compliance: scans the 21-item checklist, classifies violations, produces fix snippets. Use when auditing SKILL.md compliance or ecosystem health.
Fluent Brownfield Migration
This skill should be used when the user asks to "convert this app to fluent", "migrate a scoped app to source control", "modernize this servicenow app", "bring an existing app into git", "transform to…
Capacitor Plugin Upgrade V7 To V8
Guides the agent through upgrading a Capacitor plugin from v7 to v8. Use when the plugin targets Capacitor 7 and needs the v8 migration path. Do not use for app upgrades, other major versions, or…
Codebase Inspection
Use when a user needs reproducible repository sizing, language composition, file counts, or code-versus-comment ratios with pygount; record exclusions and verify measurement scope before interpreting…
Rust Patterns
Patrones idiomáticos de Rust, ownership, manejo de errores, traits, concurrencia y buenas prácticas para construir aplicaciones seguras y eficientes.
Review Work
Post-implementation gate review: run manual QA on the real surface yourself, then launch ONE gate reviewer (never a panel) to audit goal, constraints, code quality, security, missed context, and QA…
Arize Trace
Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues. Covers exporting traces by ID, spans by ID, sessions by ID, and…
Analyzing Linux Elf Malware
Analyze malicious Linux ELF binaries — botnets, cryptominers, ransomware, and rootkits targeting Linux servers, containers, and cloud infrastructure — through static analysis, dynamic tracing, and…
Model Pruning
Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50% sparsity with minimal accuracy loss, or…
Session History
Show what happened in recent past sessions on this project as a clean timeline. Use when the user asks "what did we do last time", "session history", "past sessions", or wants an overview of previous…
LocalIntelligence
Generic civic intelligence aggregator for any US city — daily local digest of construction permits, crime, new businesses, public officials, legislation, elections, arrests, and local news, keyed off…
Graphql Expert
GraphQL expert for schema design, resolvers, subscriptions, and performance optimization
Seo Technical
Technical SEO audit across 9 categories: crawlability, indexability, security, URL structure, mobile, Core Web Vitals, structured data, JavaScript rendering, and IndexNow protocol. Use when user says…
Whizard Telemetry
Use when installing or configuring the WizTelemetry Platform Service extension for KubeSphere, which provides the common APIServer backend services for all WizTelemetry observability extensions
Mcp
MCP Apps integration for json-render. Use when building MCP servers that render interactive UIs in Claude, ChatGPT, Cursor, or VS Code, or when integrating json-render with the Model Context Protocol.
Interview Cheatsheet
Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 / L3 顶级 lab).…
Prompt Guard
Meta's 86M prompt injection and jailbreak detector. Filters malicious prompts and third-party data for LLM apps. 99%+ TPR, <1% FPR. Fast (<2ms GPU). Multilingual (8 languages). Deploy with HuggingFace…
Pdf Toolkit
Structured `.pdf` operations: extract text/tables, merge pages from multiple PDFs, split a PDF by page ranges, fill PDF form fields, and generate fresh PDFs from JSON. Trigger when the user wants…
Rdd Advisory Transport
Trigger: reviewer transport, advisory transport, review adapter, lens prompt/schema, OpenCode reviewer plugin, Codex reviewer, ReviewProviderContract. Enforce the shared Go advisory reviewer transport…
Frontend Design
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications. Generates…
Handoff Resume
Load a handoff document and resume work from where a previous session left off. Parses scope, file references, completed work, and next steps, then confirms understanding before proceeding.
Clarify
Improve unclear UX copy, error messages, microcopy, labels, and instructions to make interfaces easier to understand. Use when the user mentions confusing text, unclear labels, bad error messages,…
Etl To Omop Cdm
Map OpenMed-extracted, terminology-coded conditions, drugs, and measurements into OMOP CDM v5.4 clinical tables (condition_occurrence, drug_exposure, measurement) for OHDSI/ATLAS analytics. Use when…
Linux Privilege Escalation
This skill should be used when the user asks to "escalate privileges on Linux", "find privesc vectors on Linux systems", "exploit sudo misconfigurations", "abuse SUID binaries", "exploit cron jobs for…
Oauth Setup
Connect an OAuth 2.0 service (Gmail, Google APIs, etc.) using the built-in oauth_authorize tool — get a click-to-authorize link, auto-capture the code, and seal the tokens. Use whenever the operator…
Muapi Social Pack
Re-render a hero image into Instagram, TikTok, YouTube-shorts and Twitter/X aspect ratios.
Memory Notes
How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when…
Redteam File Detail Pack
Domain routing and boundary guidance for authorized file operation vulnerability testing, including path traversal, arbitrary file read/write/upload, and LFI/RFI. Use when a task belongs to the file…
Detecting Performance Regressions
Compare current benchmark results against historical baselines to spot performance regressions. Use as an explicit/manual helper for build-to-build degradation review, not for broad optimization…
Cupynumeric Parallel Data Load
Load a sharded, on-disk dataset (sharded .npy, Parquet/Arrow, raw binary, sharded HDF5, custom layouts) into a distributed cuPyNumeric ndarray via a manual partition + leaf @task launch with…
Golang Samber Hot
In-memory caching in Golang using samber/hot — eviction algorithms (LRU, LFU, TinyLFU, W-TinyLFU, S3FIFO, ARC, TwoQueue, SIEVE, FIFO), TTL, cache loaders, sharding, stale-while-revalidate, missing key…
Ai Core/Tool Calling
Isomorphic tool system: toolDefinition() with Zod schemas, .server() and .client() implementations, passing tools to both chat() on server and useChat/clientTools on client, tool approval flows with…
Comet Memory
Use when Comet must decide whether a bounded semantic review packet contains a personal memory worth creating, updating, forgetting, or skipping.
Glassmorphism
Frosted glass effect with translucent layers, subtle blur, and luminous borders for depth and modern elegance.
Shipwright Pipeline
Autonomous app builder that converts plain-English descriptions into fully built, tested applications. Use when the user wants to build a new app, scaffold a project, generate a full-stack…
Ens
Set your primary ENS name on Base and L2s - configure reverse resolution
Localization Design
Design for multiple languages, writing directions, and cultural contexts — text expansion, RTL mirroring, and locale formats. Use when shipping beyond one locale. For the words themselves, use…
Paper Narrative
Judge and reshape the STORY a paper's figures tell. Input is the work itself — manuscript (or abstract) + figure deck — no hand-written brief. `paper_brief_prompt(abstract, captions)` hands you the…
Openapi To Typescript
Converts OpenAPI 3.0 JSON/YAML to TypeScript interfaces and type guards. This skill should be used when the user asks to generate types from OpenAPI, convert schema to TS, create API interfaces, or…
Use Tinyfish
Use TinyFish for web search, fetching URLs, reading pages, current information, source-backed answers, research, docs, pricing/product pages, extraction, scraping, and browser automation. Use whenever…
Pptx
本地直出可编辑 PowerPoint(.pptx):用户要做 PPT / 幻灯片 / 演示文稿 / 汇报 / 方案时使用。先列大纲确认,再产结构化 deck 并按内容自动选主题,调 mcp_pptx_make_pptx 生成,产物必须 present_artifact 上卡。
Api Design
REST API设计模式,包括资源命名、状态码、分页、过滤、错误响应、版本控制和生产API的速率限制。
