AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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Transformer Attention
Use when reasoning about Transformer self-attention, multi-head attention, positional encoding, masked decoder attention, or why attention replaced recurrence/convolutions in sequence models; not for…
Avoid Ai Writing
Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms," "clean up AI writing," "edit writing for AI patterns," "audit writing for AI tells,"…
Anakinscraper
Scrape any website into clean markdown or structured JSON. Anti-detect browser, smart proxy rotation, AI-powered data extraction.
Build Cli
Build the unity-mcp-cli TypeScript CLI tool and link it globally for terminal use.
Open Knowledge Discovery
Read when the user asks what OpenKnowledge is, wants to install it on a repository, wants to open or preview a single markdown file that is not part of an OpenKnowledge project, wants to share an…
Adhd
Parallel divergent ideation for coding agents. Spawns N isolated branches under different cognitive frames (regulator, biology, speedrunner, 10-year-old, $0 budget), scores, clusters, prunes traps,…
Designlang Tokens
Use when styling UI for cal.com — references the extracted design system tokens instead of inventing colors, spacing, or typography.
Bestblogs Brief
Use this skill when the user asks about today's daily brief, morning digest, or BestBlogs highlights. Triggers include "今天早报 / 今日早报 / BestBlogs 早报 / 今天有啥好文 / 今日精选 / 给我看早报", "today's brief", "today's…
Basic Memory
Use the Basic Memory knowledge graph for persistent memory across sessions. Search before answering; capture decisions, meetings, and insights as notes.
Cost Optimizer
Trigger when the user asks to audit Claude Code costs, reduce token spend, says "my Claude bill is too high", "optimize my CLAUDE.md", "why is this project burning tokens", or "/cost-optimizer". Scans…
Skill Creator
Create or improve skills, turn a conversation into reusable SKILL.md instructions, and validate their behavior. Use when the user asks to build, revise, or test a skill.
Lean Ctx
Pick the right lean-ctx tool for reading, searching, understanding and running code with fewer tokens and fewer round trips. Use when lean-ctx MCP tools (ctx_*) are available or when a command output,…
Bilan
Measure whether this session actually finished — the 0-10 completion number, computed from git, the carnet ledger, LIMITATION markers and CI instead of narrated. Use before reporting a completion…
Algorithmic Art
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or…
Acontext Installer
Install Acontext, Login & Init Acontext Project, Add Skill Memory to Agent.
Curating Memory Palace
Rules for the Memory Palace (palace/), the view on your Memory page in the Letta dashboard that shows the user where things stand, what you could do next, and how to make you more useful. Load it…
Model Onboarding
Onboard a new model generation or sibling into oh-my-hermes: probe router recognition, research the official contract, write trait-to-counter calibration, place routing in both lanes, price from…
Agent Browser
Use the host-side `agent-browser` CLI for local browser smoke tests, screenshots, snapshots, and simple UI validation against forwarded localhost URLs.
Agentic
Conversational AI-first interface with minimal controls, clear outcomes, and delegated task flows for agentic workflows.
Ai Mcp Security
AI与MCP安全评估 — Prompt注入、工具滥用、MCP信任边界、Agent权限逃逸、数据泄露、模型风险、GAARM风险矩阵
Ctf Ai Ml
Provides AI and machine learning techniques for CTF challenges. Use when attacking ML models, crafting adversarial examples, performing model extraction, prompt injection, membership inference,…
Awesome Chatgpt
Search this repository's awesome-ChatGPT-repositories list for open-source ChatGPT and LLM projects such as RAG frameworks, agents, chatbots, CLIs, prompts, and browser extensions. Use when the user…
Golang Benchmark
Golang benchmarking, profiling, and performance measurement. Use when writing, running, or comparing Go benchmarks, profiling hot paths with pprof, interpreting CPU/memory/trace profiles, analyzing…
Agent Collaboration
Standard collaboration patterns for all squad agents — worktree awareness, decisions, cross-agent communication
Grill Test
依次执行原始 grill、to-spec、to-tickets、implement Skill,通过真实会话、审批和实际测试完成代码任务。
Ai Agent Dev
用于 AI Agent 开发岗位面试出题;覆盖 Agent 架构、LLM 调用、工具集成、MCP 协议、RAG、上下文工程与多 Agent 协作,强调工程落地与故障处理能力。
Doc Coauthoring
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This…
Code Assist
Guides implementation of code tasks using test-driven development in an Explore, Plan, Code, Commit workflow. Acts as a Technical Implementation Partner and TDD Coach — following existing patterns,…
Arxiv Mcp Server
Use when finding, comparing, reading, or monitoring arXiv papers, including requests for abstracts, citation graphs, original LaTeX, section-level technical details, or literature reviews.
Vibe Agents
Create project agent instructions and tool configuration from agreed product and technical decisions.
Design Critique
Facilitate a structured team critique — framing, feedback rules, and actionable outcomes. Use when running a session with people in the room. For a solo expert review, use `heuristic-evaluation`…
Cloud Provider Regression Test
Connectivity, chat, JSON & streaming regression tests for all enabled cloud LLM providers
Markstream Angular
Integrate the alpha markstream-angular package into an Angular 20+ app. Use when Codex needs standalone component imports, signal-based examples, CSS wiring, custom HTML tags or customComponents…
J Space
Operate a selective workspace for complex reasoning, long tasks, repository engineering, coordinated agents, and authorized security analysis. Use when work requires durable state, evidence,…
Priority Board Triage
The Priority Board's three-layer score model (rules BASE, REVIEW by the built-in AI or an MCP agent, a person's DECISION) and who may write which layer. A writer that sets a final score itself, or…
Chinese Novelist
分章节创作引人入胜的中文小说。支持各种题材(悬疑/言情/奇幻/科幻/历史等),支持10-50章长篇创作,每章3000-5000字,结尾设置悬念钩子。强调深度润色去除AI痕迹,确保文字自然流畅。 当用户要求:写小说、创作故事、分章节写作、连续剧情、章节悬念、长篇小说时使用。
Onchainkit
Build onchain apps with Coinbase's OnchainKit React components - wallets, swaps, NFTs, payments
Phone Harness
Control the user's phone — iPhone through the Mac's iPhone Mirroring window, or an Android over adb: open apps, tap, type, swipe, read the screen.
Seedance
This skill should be used when the user asks to "generate video prompts", "create Seedance prompts", "write video descriptions", mentions "Seedance", "seedance", "即梦", "即梦平台", "视频提示词", "视频生成", "AI视频",…
Atlas Adr
Write an Architecture Decision Record — document what was decided, why, what alternatives were considered, and what trade-offs were accepted. Use when asked to "write an ADR", "document this…
Blog Post
Author a new entry for the Semiotic blog. Use this skill whenever the user asks for a blog post, release summary, chart explainer, or case study to publish at /blog/SLUG.
Skillshare
Manages and syncs AI CLI skills and agents across 50+ tools from a single source. Use this skill whenever the user mentions "skillshare", runs skillshare commands, manages skills or agents (install,…
Sepia Hemingway
Use when a user asks to write or revise fiction in the Hemingway manner, or asks for strong de-AI on a story; applies Sepia's built-in Hemingway voice profile.
Rmux
Guide for using RMUX with Claude Code, including the tmux-compatible CLI, agent automation waits, the typed SDK, browser web-share, and the rmux claude launcher.
Supabase Postgres Best Practices
Postgres best practices maintained by Supabase, for Postgres running anywhere. Load this skill BEFORE writing or changing anything that lives in a Postgres database: creating or altering tables and…
Memory Config
Diagnose and configure MemSearch memory behavior. Use when the user asks about MemSearch configuration, plugin summarization, PROJECT.md/USER.md maintenance, memory directories, index health, provider…
Skill Judge
Evaluate Agent Skill design quality against official specifications and best practices. Use when reviewing, auditing, or improving SKILL.md files and skill packages. Provides multi-dimensional scoring…
Emitting Output
Writing or converting formatted output in ripwire's C++ source — std::print/std::format via rw::emitTo, emitRaw and formatTo, which printf specifier maps to which format spec, and how to prove a…
Agent Mode
Unified tool for managing agent LLM modes (add, remove, update, list, switch).
Arcgis To Portaljs
Migrate a whole ArcGIS Hub site into a PortalJS Arc portal end-to-end. Harvests the Hub /data.json (DCAT-US) inventory, exports every FeatureService layer through the ArcGIS REST query API with…
Release Helper
Ensures configuration and code changes are released correctly. Use PROACTIVELY whenever you edit config.json, change any setting, or fix a configuration bug in this project, so the change reaches…

