AI Ml AI Skills
4,774 open-source AI Ml AI skills that teach any AI model a new workflow.
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Reference Integrity Checker
Checks whether manuscript references are accurately matched to claims, appropriately scoped, and not overextended, misquoted, or second-hand cited.
Vss Build Vision Ai
Add agent-ready vision capabilities — dense captioning, detection, search, alerting, summarization — to an agent or application through a customizable, self-contained vision stack built on the NVIDIA…
Einhorn Forensic Short
Use when evaluating David Einhorn-style forensic shorts and longs: accounting red flags, governance problems, capital allocation failures, and evidence-based short theses.
Envdump
Dump basic environment info to out/env.txt.
Unity Debug
Inspect debug, diagnostics and compile state
Earnings Analysis
Post-print earnings update for a covered name: beat/miss decomposition, EPS quality, transcript debate map, estimate revisions, thesis impact. Also the call-only ask that wants the transcript Q&A and…
Create Skill
Guide for creating effective skills. This command should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge,…
Remote From Slack
AI DevKit · Connect the current agent session to an available Slack channel bridge.
Community Search
Search community Help Desk for solutions when stuck on a recurring error.
Minutes Tag
Lightweight outcome tagging for meetings — won, lost, stalled, great, or noise. Use whenever the user says "tag this meeting", "mark that as a win", "that one was a loss", "tag yesterday's call as…
Correction
Compute Room overview corrections—citation corrections as per-claim edits and general corrections as a single proposal.
Organization Knowhow Knowledge Builder
将团队 SOP、交付流程、角色职责、项目复盘、FAQ、决策边界和升级机制,整理成符合 Agent Knowledge v0.6 document-first 标准、可被 AI 安全调用的组织经验知识库。适用于用户要求“整理组织知识库”“沉淀团队 SOP”“把交付经验变成项目资料”“维护组织 know-how”的场景。
Weather Safety Guardrails
Keep activity suggestions safe and respect local conditions
Optimizing Performance
Analyzes and optimizes application performance across frontend, backend, and database layers. Use when diagnosing slowness, improving load times, optimizing queries, reducing bundle size, or when…
Agent Observability Spec
Specify the tracing, metrics, and alerting for an AI agent or LLM feature in production. Use when asked what to log for an LLM app, design agent tracing or spans, define quality and cost monitors, or…
Evaluating Startup Ideas
Help users distinguish between deceptive tarpit ideas and high-potential opportunities by applying rigorous frameworks for market timing, business math, and user demand.
Oma Pdf
Extract PDF text, headings, tables, and images into Markdown using opendataloader-pdf. Use for PDF parsing, not PDF layout creation.
Langsmith Online Eval Engineering
Iteratively inspect traces, interview the user, and create LangSmith online evaluators one at a time. Use specifically for creating online evaluators for use within LangSmith -- use "eval-engineering"…
Cloudbase Wechat Integration
CloudBase WeChat integration guide for Mini Program WeChat Pay, Mini Program virtual payment (虚拟支付, wx.requestVirtualPayment), Official Account JSAPI Pay, Native QR-code Pay, Official Account OAuth,…
Onboarding Ux
Audit and generate in-app user guidance — onboarding flows, empty states, tooltips, feature tours, contextual help, defaults, and inline hints. Browses the app to find where new users would get stuck,…
Memory Skill
Manage conversation memory. Use when user asks to remember something, recall information, view/edit conversation history, or manage short/long-term memory.
Geniml
This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis…
Quality Speed
Decides when quality matters vs move fast, based on Dylan Field (Figma) craft philosophy and Brian Chesky (Airbnb) details obsession. Use when balancing shipping speed with excellence, deciding if…
Session Status
Generate breadcrumb headers/footers with takt time tracking and muda metrics
Churn Autopsy
Post-mortem analysis when a client churns. Takes client history, engagement data, support tickets, usage logs, and exit feedback to produce a comprehensive churn autopsy with root cause…
Nav Profile
Manage user preferences and corrections for bilateral modeling. Auto-learns from session corrections. Use when user says "save my preferences", "remember I like...", or auto-triggers after…
Telnyx Messaging Hosted Curl
Set up hosted SMS numbers, toll-free verification, and RCS messaging. Use when migrating numbers or enabling rich messaging features. This skill provides REST API (curl) examples.
Doctrine Relations
Define Doctrine entity relationships (OneToMany, ManyToMany, ManyToOne); configure cascade, orphan removal, multiple entity managers; prevent N+1 queries
Ai Safety Alignment
Implement comprehensive safety guardrails for LLM applications including content moderation (OpenAI Moderation API), jailbreak prevention, prompt injection defense, PII detection, topic guardrails,…
Mpm Session Pause
Pause session and save current work state for later resume
Perf Audit
Run Lighthouse performance audit with auto-fix for common issues. Use when user wants to check or improve site performance.
Scaffold Cli
Scaffolds a TypeScript CLI and npm package with the house toolchain, dual tsdown outputs, CLI contracts, changesets, and publishing templates. Use when asked to "scaffold a CLI" or "start an npm…
Cometchat Angular V5 Calls
Add voice and video calling to an Angular CometChat app — install the calls SDK, mount the incoming-call listener at app root, call buttons in the message header, and call logs. Triggers: 'add voice…
Llm Evaluation
Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or…
Contract Redliner
Contract review, redlining, and negotiation support with clause analysis, risk identification, and markup templates. Use when reviewing contracts, identifying unfavorable terms, suggesting amendments,…
Test Engineer
Automated E2E testing with Playwright including the auto-fix loop — generate test cases from the UI, run them, fix failures and re-run until passing, then produce a human-readable report. Test until…
Ai Coding Agents Terminal Ui
Designs terminal-first coding-agent UX: REPL, prompt input, status lines, keybindings, display modes. Use when shaping TUI rendering, history, or background-task navigation.
Problem Diagnosis
Use when animation "feels wrong" but you can't pinpoint why—debugging floaty movement, stiff characters, unclear action, or any motion that isn't working and needs systematic troubleshooting.
Prfaq Beagle
Use when the user wants to pressure-test a product, internal-tool, or OSS concept against Amazon's Working Backwards PRFAQ gauntlet before committing to a spec. Triggers on: "work backwards", "write a…
Echo
Simulating users to evaluate existing flows and generate synthetic demand: cognitive walkthroughs, feature requests, unmet needs, JTBD, and opportunity trees. Not real-user research.
Debugging Mutations
Verify what changed on a ServiceNow instance after a tool call — sys_audit inspection, syslog/transaction logs, session context, Flow Designer execution logs, outbound HTTP traces.
Capacitor Deep Linking
Complete guide to implementing deep links and universal links in Capacitor apps. Covers iOS Universal Links, Android App Links, custom URL schemes, and navigation handling. Use this skill when users…
Canvas Design
Create original static visual designs such as posters, artwork, and compositions as PNG or PDF artifacts.
Seal
Use when implementation is complete and all tests pass — guides branch completion through four structured options (merge, PR, keep, discard) with verification and worktree cleanup
Laravel Verification
Bucle de verificación para proyectos Laravel: verificaciones de entorno, linting, análisis estático, pruebas con cobertura, escaneos de seguridad y preparación para despliegue.
Standup
Facilitate a read-only standup across git worktrees, branches, or PRs to compare changes and produce one consolidation plan.
Video Generation
Use this skill when the user requests to generate, create, or imagine videos. Supports structured prompts and reference image for guided generation.
Vector Search
Vector search via embeddings_* (large-scale HNSW) and ruvllm_hnsw_* (WASM router for ≤11 hot patterns), with RaBitQ 1-bit quantization for 32× memory reduction
Coding Agent Sessions
Finds, reads, and reconstructs coding-agent sessions across Codex, Claude, OpenCode, OMO/Senpi, and other local agent logs. Use when asked to find or search past sessions, transcripts, or subagent…
Commit Context
Trace a file, function, or line back to the agent session that produced its current commit. Use when the user asks "why is this code here", "what was the agent doing when this changed", "who wrote…
FirstPrinciples
Physics-based reasoning framework (Musk methodology) that deconstructs a problem to irreducible fundamental truths, classifies every element as hard constraint, soft constraint, or assumption, then…
