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
Performance Reviewer
Review perceived performance in product UI. Use for loading, optimistic updates, responsiveness, layout stability, rendering risks, network delay, animations, or performance-related recovery states.
Refactor Scan
Scan codebase for repeated patterns and produce a refactoring proposal
Discrawl
Discord archive: search, sync freshness, DMs, summaries, TUI, repo/release work.
Writing Plans
Use when you have a spec or requirements for a multi-step task, before touching code
Competitive Report Structure
Use after benchmark-methodology has produced scored competitor profile cards. Assembles findings into a decision-grade report: landscape map, competitor profiles, benchmarking matrix, white-space…
Archify
Validated interactive HTML diagrams, upstream-maintained.
Caveman Optimize
Turn a Caveman optimization observation into an operator-chosen candidate with a paired baseline evaluation. Use when asked to inspect or evaluate a Caveman optimization report. Needs explicit…
How It Works
Explain how claude-mem captures observations, when memory injection kicks in, and where data lives. Use when the user asks "how does claude-mem work?" or "what is this thing doing?".
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 (examples…
Slideshow
Build a HyperFrames slideshow to present live - slides, fragment reveals, branching hotspots and presenter mode with speaker notes, served by `hyperframes present` - or turn an existing page into one.…
Openspec Sync Specs
Sync delta specs from an OpenSpec change to main specs. Use when the user wants to update main specs with changes from a delta spec, without archiving the change. Also use when the user says "openspec…
Browser
Drives a real browser through the omowright library from the js eval kernel: sites the user is already signed into, forms and clicks, JS-rendered pages, screenshots, web QA, extension popups, a human…
D3 Viz
Creating interactive data visualisations using d3.js. This skill should be used when creating custom charts, graphs, network diagrams, geographic visualisations, or any complex SVG-based data…
Check Understanding
Phase quiz for AI Engineering from Scratch. Trigger with "quiz me", "test phase", "check my understanding", "do I know phase 3", or `/check-understanding <phase>`.
Bmad Build
Turns implementation work into working code, reviewed and verified. Use when the user delegates a feature, story, bug fix, or meaningful change; a bare story or issue link counts. Skip obvious,…
Cloud Design Patterns
Cloud design patterns for distributed systems architecture covering 42 industry-standard patterns across reliability, performance, messaging, security, and deployment categories. Use when designing,…
Cognee Recall
Use when querying cognee memory with recall() (or search()) — picking a search type, understanding auto-routing, scoping to datasets, node sets or sessions, getting context or citations instead of an…
Data Visualization
Use for creating publication-quality charts and multi-panel analysis summaries. Triggers when tasks involve visualizing data, plotting results, creating charts, or producing visual reports from…
New App
Workflow for creating new applications from scratch. Covers requirements gathering, tech stack selection, scaffolding, implementation, and delivery of a functional prototype.
Screenpipe Project Status
Summarize one project against its stated milestones using recent work and verified outcomes.
CreateCLI
Generates production-ready TypeScript CLIs via a 3-tier template system (manual arg parsing, Commander.js, oclif), each shipping full implementation, docs, package.json, strict config, JSON output,…
Infisical Sync Skill
Expert knowledge for the Infisical Sync Hand — Infisical API reference, vault operations, error patterns, security guidance
Lean Formalize
Develop and verify a mathematical proof in Lean, continue an incomplete Lean project, or audit whether it proves the original statement. Connect actual inputs to intermediate lemmas, assemble the…
Seo Competitor Pages
Generate SEO-optimized competitor comparison and alternatives pages. Covers "X vs Y" layouts, "alternatives to X" pages, feature matrices, schema markup, and conversion optimization. Use when user…
Kubesphere Gateway Api
KubeSphere Gateway API extension management Skill (Traefik based, uses Kubernetes Gateway API + GatewayProxy CRD gatewayapi.kubesphere.io/v1alpha1). This is the newer Kubernetes Gateway API standard.…
Investment Team
AI Berkshire skill: 投研团队:四角色并行分析框架. Source: skills/investment-team.md.
Web3 Methodology Research
External research synthesis from Trail of Bits, SlowMist, ConsenSys, Immunefi, and Cyfrin. Use this for advanced audit methodology, Echidna/Medusa fuzzing setup, Slither custom detector writing,…
Model Merging
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (math + coding + chat), improving…
Qa Label
Label a PR as ready for QA so the QA server picks it up automatically
Financial Statement Analysis
Analyse the three financial statements for profitability, solvency, efficiency and cash-flow ratios and write an interpretation report, delivered as a Word document
Huggingface Llm Trainer
Train or fine-tune language and vision models using TRL (Transformer Reinforcement Learning) or Unsloth with Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training…
Inkos Storyboard
剧本与叙事文本到可拍、可画、可生图分镜的视觉拆解方法。Used for storyboard and image-prompt production.
Perf Lighthouse
Run Lighthouse audits locally via CLI or Node API, parse and interpret reports, and set performance budgets. Use when measuring site performance, understanding Lighthouse scores, setting up budgets,…
Meta Kid Project Planner
Retired compatibility definition for historical meta-kid-project-planner runs. It is not available for discovery, automatic activation, or new invocation; its plan remains bundled only so persisted…
Sdd Init
Trigger: sdd init, iniciar sdd, openspec init. Initialize SDD context, testing capabilities, registry, and persistence.
Pentest Verification
验证铁律:搜索≠漏洞,confirmed Fact须证据,tentative表线索,禁止空泛推测,负结果也落库, 想象力拉满+单步验证零容忍。Use when writing project facts, validating findings, or avoiding hallucination.
Owasp Asi
OWASP Top 10 for Agentic Applications 2026 (ASI) classification framework. Use for mapping security findings to standardized risk categories.
Git Commit
Generate well-formatted git commit messages following conventional commit standards
Source Command Update Infos Release
Update Codex releases tracking (guide + landing + version bump)
Devops
DevOps 能力索引。Git、测试、DevSecOps、数据库。当用户提到 DevOps、CI/CD、Git、测试时路由到此。
Validating Us Core
Validate FHIR R4 resources and Bundles against US Core / USCDI profiles with the official HL7 FHIR validator before submitting to an EHR. Covers running validator_cli.jar (or the public…
Top Web Vulnerabilities
This skill should be used when the user asks to "identify web application vulnerabilities", "explain common security flaws", "understand vulnerability categories", "learn about injection attacks",…
Eightctl
Control Eight Sleep pods (status, temperature, alarms, schedules).
Assets Prefab Instantiate
Instantiate a prefab into the currently active scene at an optional position/rotation/scale, parented under an optional scene GameObject path. Use 'assets-find' to locate the prefab asset first.
Write A Spec
Scope a feature end to end and write an implementation spec under specs/ from an accepted proposal — current-system mapping, goals/non-goals, a Decision Log for one-way-door choices, a live Open…
Bm Decide
Capture a durable engineering decision in Basic Memory with rationale, alternatives, consequences, and affected work.
Sql Explainer
Paste a SQL query and get a plain English explanation of what it does.
Llm Judge
AI quality judge that scores agent responses 0-10 across helpfulness, accuracy, completeness, and clarity. Use when evaluating multi-agent output or implementing LLM-as-judge quality gates.
File Organizer
Intelligently organizes your files and folders across your computer by understanding context, finding duplicates, suggesting better structures, and automating cleanup tasks. Reduces cognitive load and…
Evo2 Nim
Generate and analyze DNA sequences using NVIDIA's Evo 2 BioNeMo NIM microservice. Use for Evo2/Evo 2, DNA generation, genomic sequence generation, hosted generation, local Docker deployment, local…
Initializing Memory
Comprehensive guide for initializing or reorganizing agent memory. Load this skill when running /init, when the user asks you to set up your memory, or when you need guidance on creating effective…

