AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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duck4nh Skill Oracle 2Use this agent for audits, debugging nasty bugs, deep research, getting second opinions on approaches, reviewing commits for correctness, or analyzing complex problems. Invoke when you need advanced reasoning about difficult issues. Use PROACTIVELY when encountering complex bugs, architectural decisions, or when a thorough review would prevent future issues.
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duck4nh Skill AI Sdk Expert 2Expert in Vercel AI SDK v5 handling streaming, model integration, tool calling, hooks, state management, edge runtime, prompt engineering, and production patterns. Use PROACTIVELY for any AI SDK implementation, streaming issues, provider integration, or AI application architecture. Detects project setup and adapts approach.
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duck4nh Skill Typescript Type Expert 2Advanced TypeScript type system specialist for complex generics, conditional types, template literals, type inference, performance optimization, and type-level programming. Use for intricate type system challenges, recursive types, brand types, utility type authoring, and type performance issues. Includes comprehensive coverage of 18 advanced type system error patterns.
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cinience Bundle Aliyun Modelstudio Entry Test 2Use when running a minimal test matrix for the Model Studio skills that exist in this repo, including image/video/audio, realtime speech, omni, visual reasoning, embedding, rerank, and edit variants. Use to execute one small request per skill and record results.
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jonathimer Bundle Developer Sandbox 2Design and build interactive playgrounds that let developers experience your product without commitment. This skill covers playground architecture, pre-populated examples, embedding strategies, gating decisions, and converting playground users to signups. Trigger phrases: "developer sandbox", "API playground", "interactive playground", "try it now", "demo environment", "code playground", "live examples", "embedded playground", "developer trial", "sandbox conversion", "playground design"
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jonathimer Bundle Free Tier Strategy 2Design free tiers that convert to paid without creating resentment or abuse. Trigger phrases: free tier design, freemium model, free trial strategy, free tier limits, developer free plan, open source commercial, feature gating, upgrade triggers, free tier conversion
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google Bundle Generate Python Runnability Test 2Generates a lightweight `tests/test_runnability.py` for a Python recipe. The test just imports the recipe's agent module and asserts that `root_agent is not None` (and `app is not None` if the module defines one). The skill parses agent.py with `ast` to figure out which import-time side effects need mocking (`vertexai.init`, `google.auth.default`) and which env vars need setting (`GOOGLE_CLOUD_PROJECT`, `INTEGRATION_TEST`), and only emits the boilerplate the recipe actually needs. Runs in dry-run (report + preview) and apply (write to disk) modes. Use when the user wants to "add a runnability test", "generate test_runnability.py", "create a smoke test for the recipe", or fix the missing-required-file failure from `python-validate-recipe.yml`.
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google Bundle Extract Python Environment Variables 2Scans a Python recipe to find every place an environment variable is accessed — including `os.environ.setdefault("V", "d")`, whose "d" would otherwise be a hidden default a user editing .env.example has no way to discover — then ensures all variables are declared in `.env.example`, that `load_dotenv()` is bootstrapped in the package `__init__.py`, and that `python-dotenv>=1.0.0` is listed in `pyproject.toml`. When a new entry is added to `.env.example`, the extracted default from source is written as the value (with a `# extracted-by:extract-env-vars` marker and provenance comment); values that look like stubs (`"my-project-id"`, `"changeme"`, `"<...>"`) are downgraded to the TODO placeholder but the source string is preserved in the marker comment. Also detects hardcoded model-name string literals (e.g. `"gemini-3.5-flash"` in `agent.py`) and rewrites them to an `os.getenv(...)` call. The variable name is derived from the assignment target when it names a model (`DEFAULT_EMBEDDING_MODEL` → `EMBEDDING_MODEL`)
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google Bundle Blog Writer 2Blog post writing skill with structure templates and style guidelines. Guides the agent through writing well-structured, engaging technical blog posts with proper formatting, section flow, and reader engagement techniques.
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buzzbysolcex Bundle Buzz Bd Agent 2Buzz BD Agent v4.4.0 — Skill Definition
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metinduraktr-44 Bundle Prompt Engine 2122-slot prompt index per title/team/execution topic.
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ydnikolaev Bundle Project Bro 2Your project awareness buddy. Knows current state, reads docs, analyzes code, answers "where are we?" questions. Activate with "bro" or "project-bro".
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mcouthon Skill Security Review 2Security-focused code review with attack surface mapping and risk classification. Use when reviewing PRs for security, auditing code changes, or analyzing potential vulnerabilities. Triggers on: 'security review', 'use security mode', 'audit this', 'check for vulnerabilities', 'is this secure', 'attack surface', 'threat model', 'security check'. Read-only mode - identifies issues but doesn't fix them.
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coreindustries Skill Review 2Multi-perspective code review (P1/P2/P3) for Cursor: inline checklists plus three parallel Task subagents (perf-auditor, security-reviewer, simplicity-reviewer with combined data-integrity prompt). Use when the user invokes /review, asks for a PR review, or wants repo-standard findings with severity.
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steadfastasart Bundle Gnnwr 2Spatial and spatiotemporal regression with GNNWR (Geographically Neural Network Weighted Regression). Use when Claude needs to: (1) Build spatially varying coefficient regression models, (2) Analyze geographic non-stationarity in spatial data, (3) Generate spatial coefficient maps for publication, (4) Run spatiotemporal regression with GTNNWR, (5) Scale geographically weighted regression to large datasets (N > 10k) with KNN mode, (6) Diagnose spatial model performance with F-tests, AIC, and residual maps.
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rom-orlovich Bundle Testing 2Complete testing workflow covering test creation, validation, regression prevention, resilience, and E2E patterns. Use when writing tests, running test suites, or following TDD methodology.
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rom-orlovich Bundle Verification 2Script-based verification with confidence scoring. Use when verifying code quality, running linting/type checking, or validating code changes before completion.
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rom-orlovich Bundle Jira Operations 2Jira API operations for issues, comments, transitions, and workflow management. Use when working with Jira tickets, posting comments, updating issues, or managing Jira workflows.
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rom-orlovich Bundle Code Refactoring 2Systematic refactoring patterns to improve code structure without changing behavior. Use when code has duplication, long functions, high complexity, placeholder functions, or needs maintainability improvements.
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rom-orlovich Bundle Slack Operations 2Slack API operations for messages, channels, threads, and notifications. Use when posting messages to Slack, replying in threads, sending notifications, or managing Slack communications.
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rom-orlovich Skill Execution 3Execute an approved fix plan by implementing the code changes
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rom-orlovich Bundle Github Operations 2GitHub API operations and repository workflow for issues, PRs, commits, and branch management. Use when working with GitHub repositories, creating issues/PRs, posting comments, or managing repository workflows.
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anthony-chaudhary Skill Dos Verify Done Claims 2Before accepting an agent's 'done / shipped / fixed' claim, verify it against ground truth (git ancestry + the commit's own diff) using the DOS kernel's `dos verify` and `dos commit-audit` — never the agent's own narration.
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matrixfounder Skill Documentation Standards 24.4. Reserved anchor registry
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markusstrasser Bundle Data Acquisition 2Web scraping and data download toolkit — curl_cffi, Scrapfly, Firecrawl, Browserbase, claude-in-chrome, Exa, agent-browser. Covers which tool for which situation, API keys, fallback chains, structured extraction, authenticated session approaches, and what doesn't work on macOS. Use when downloading data, scraping websites, or automating browser interactions.
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zate Skill Setup 3Install, build, and configure the Forge agent job runner. Verify the binary, start the daemon, and validate everything works.
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j0kz Skill Quick Pr Review 2Universal pre-PR checklist that works in ANY project, with or without MCP tools
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hidden-history Skill Aim Agent Dispatch 2Generic agent instruction preparation and activation -- Layer 3a
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hidden-history Skill Aim Model Dispatch 2Select the appropriate LLM model for each agent based on task complexity and role
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hidden-history Skill Aim Agent Lifecycle 2Shared agent lifecycle management -- send, monitor, review, accept/loop, shutdown, summary
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thangchung Skill Coffeeshop Counter Service 3End-to-end counter: identify customer, classify intent, build order, confirm, submit. MCP-first, CLI fallback.
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thangchung Skill Coffeeshop Menu Guide 2Help users explore menu items, categories, and prices through ToolSearch.Gateway.
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thangchung Skill Coffeeshop Customer Lookup 2Resolve customer identity and account basics by email, phone, name, or customer ID through ToolSearch.Gateway.
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bybren-llc Bundle Vault Sync 3Detect and repair drift between an OKF knowledge vault and the code it describes. Use after merging significant changes (schema, interfaces, workflows, agent config), when a staleness review is due, or when the user asks to sync, refresh, or update the knowledge vault.
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hidden-history Skill Aim Parzival Team Builder 2Design agent team structure for parallel work execution
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wtthornton Bundle Analyst 2Analyst Agent - Skill Definition
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include oracle, ai-sdk-expert, typescript-type-expert. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.