AI Ml AI Skills
4,774 open-source AI Ml AI skills that teach any AI model a new workflow.
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State Changes
Use when elements transform in place - toggle switches, expanding accordions, checkbox animations, button states, or any transformation without entering/exiting.
Elixir Docs Review
Reviews Elixir documentation for completeness, quality, and ExDoc best practices. Use when auditing @moduledoc, @doc, @spec coverage, doctest correctness, and cross-reference usage in .ex files.
Radar
Adding edge-case tests, repairing flaky tests, and improving coverage. Use when test gaps need filling or regressions need guarding. Supports JS/TS, Python, Go, Rust, and Java.
Service Portal Pages
The container side of Service Portal — the sp_portal → sp_page → sp_row → sp_column → sp_instance hierarchy, why widget options belong on the instance and not the widget, cloning pages, and what is…
Backend Patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
Docx
Read, create, or edit Microsoft Word .docx files — extract/summarize text and tables, generate reports/letters/memos with headings, tables, images, TOC and page numbers, do find-and-replace, or apply…
Shell Scripting
Shell scripting expert for Bash, POSIX compliance, error handling, and automation
Proof Orchestrator
Manage a stateful, run-directory-based proof project: continuation across runs, run-local source bookkeeping, manual GPT Pro handoff packages when a local attempt stalls, and an optional DeepSeek…
Autogpt Agents
Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building complex multi-step AI…
Ads Landing
Audit paid-ad landing pages for message match, mobile experience, performance, accessibility, trust, forms, consent, tracking, security, and conversion friction. Use for landing-page audit, post-click…
Meta Pdf Reformat Pipeline
Modernize a legacy PDF: structural extraction → natural-language rewrite of problem pages → audit summary → re-merge into the final PDF.
Lead Enrichment
When the user wants to build data enrichment workflows, score leads against ICP, set up Clay waterfalls, or improve contact data quality. Also use when the user mentions 'enrichment,' 'data…
Reconciling Problem Lists
Deduplicate and reconcile OpenMed-extracted conditions into one clean active problem list with clinical status (active / resolved / historical). Use after NER and context resolution when the user…
Structured Progress Update
Use this skill when summarizing progress on an ongoing project or multi-step task. Give a clear, scannable status report whenever asked for an update or at the end of a work session.
Doca Compress
Use this skill for hands-on DOCA Compress programming on a BlueField DPU, ConnectX NIC, or host with DOCA — enabling compress-deflate, decompress-deflate, decompress-lz4-stream, or…
Openspec New Change
Start a new OpenSpec change using the experimental artifact workflow. Use when the user wants to create a new feature, fix, or modification with a structured step-by-step approach.
Sleek
Modern minimalist aesthetic with clean lines, intentional color palette, subtle interactions, and consistent spacing.
Apex Takeover
System takeover — take ownership of an existing codebase or inherited system. Use when "we acquired this", "previous team left", "take over this system", "inherited this codebase".
Search Ux
Design search — query input, zero results, refinement, and result presentation. Use when users retrieve rather than browse. For browse structure, use `navigation-patterns`.
Omh Operating Rhythm
[omh] Hermes Operating Rhythm workflow: meeting minutes, scrum/sprint records, retros, decisions, and follow-up history. Use when the user says: operating-rhythm, operating rhythm, meeting minutes,…
Llm Prompt Injection
LLM prompt injection playbook. Use when testing AI/LLM applications for direct injection, indirect injection via RAG/browsing, tool abuse, data exfiltration, MCP security risks, and defense bypass…
Obra/Superpowers@Systematic Debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
Usv Network Effects
Use when evaluating platforms, marketplaces, and networks through a USV-style lens: network effects, defensibility, protocols, openness, and scalable distribution.
Unity Scene Contracts
Advise on Unity scene composition contracts
Test Driven Development
Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by requiring…
Architecture Decision Record
Create an Architecture Decision Record (ADR) for any technical decision. Use when asked to document a technical decision, write an ADR, record an architecture choice, or capture why a technology or…
Bash Skill
Linux/macOS Bash commands and patterns for process management, file operations, and system administration.
Telnyx Numbers Ruby
Search, order, and manage phone numbers by location, features, and coverage.
Cometchat React Native Components
The closed list of CometChat React Native UI Kit v5 components, what each one is for, and how to put custom UI INSIDE a component's view slot instead of stacking it on top. Triggers: which CometChat…
Document Docx
Create/edit .docx files with styles, templates, comments, and extraction workflows. Use when asked to generate Word reports, contracts, proposals, or convert Word content.
Transition Sequences
Use when orchestrating multi-step animations - page transitions, onboarding flows, wizard steps, complex reveals, or any choreographed animation sequence.
Elixir Performance Review
Reviews Elixir code for performance issues including GenServer bottlenecks, memory usage, and concurrency patterns. Use when reviewing high-throughput code or investigating performance issues.
Rally
Orchestrating multi-session parallel execution via Claude Code Agent Teams API and Codex CLI Subagents — launch, manage, coordinate concurrent tasks. Use when parallel work is needed.
Sla Management
Configure ServiceNow SLAs — contract_sla definitions with start/stop/pause/cancel conditions, task_sla status checks, breach escalation, business-hours schedules, and compliance-rate aggregation.
Benchmark
このスキルを使用して、パフォーマンスベースラインを測定し、PR前後の回帰を検出し、スタック代替案を比較します。
Read, extract (text/tables), create, merge/split/rotate, watermark, encrypt, fill, and render-to-image .pdf files. Use whenever the user uploads a .pdf or asks to produce, edit, or pull data out of…
Spark Environment Setup
Set up a working ML training/inference environment on NVIDIA DGX Spark (GB10, aarch64, CUDA 13). Use when installing PyTorch/Unsloth/TRL/vLLM on DGX Spark, hitting libcudart or wheel-ABI errors on…
Breakdown Epic Arch
Prompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document.
Analyzing Ransomware Network Indicators
Identify ransomware-related network indicators, including C2 beaconing patterns, TOR exit node connections, data exfiltration flows, and encryption key exchange, by analyzing Zeek conn.log and NetFlow…
Slack Tools
Slack workspace management and automation specialist
Proof Writer
Writes rigorous mathematical proofs for ML/AI theory. Use when asked to prove a theorem, lemma, proposition, or corollary, fill in missing proof steps, formalize a proof sketch, 补全证明, 写证明, 证明某个命题, or…
Crewai Multi Agent
Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with…
Ads Launch
Draft or explicitly apply a paid-ad campaign launch through Claude Ads capability-gated adapters. Use for campaign creation, launch plans, publishing ads, activating campaigns, uploading creative, or…
Meta Pre Commit Quality Gate
Run three quality gates (ruff + mypy + pytest) in parallel over the staged diff, then arbitrate a single BLOCK/APPROVE verdict. Use before committing changes locally when you want a comprehensive…
Reidentifying Text
Reversibly de-identify clinical text with OpenMed and later restore the original PHI from a saved mapping. Use when the user needs pseudonymization rather than permanent anonymization, wants to mask…
Structured Research Workflow
Use this skill when conducting research on a topic from scratch — literature review, competitive analysis, technical due diligence, or fact-finding. Apply before starting any open-ended research task.
Doca Container Deployment
Use this skill when the user is hands-on deploying an in-bundle DOCA service container (Argus, DMS, Firefly, or UROM service) on a BlueField — kubelet standalone watching a static-pod manifests…
Openspec Onboard
Guided onboarding for OpenSpec - walk through a complete workflow cycle with narration and real codebase work.
Spacious
Generous whitespace, consistent padding, and grid-based layouts for clean, readable, and breathing interfaces.
Apex
Engineering lead — hand Apex any task and it routes internally. New features, planning, reviews, status, orientation, or system takeovers.
Serial Position Effect
Apply the Serial Position Effect — first and last items in a sequence are recalled best. Use when ordering menus, lists, and steps. For emphasising one item regardless of its position, use…
