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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keboola Skill Release NotesPrepares release notes and tags for a new Keboola MCP Server version. Use when the user asks to prepare a release, create release notes, or tag a new version.
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keboola Skill Recreate Dependabot PrRecreate stale Dependabot PR(s) for keboola/mcp-server as a fresh branch from main, producing a clean, conflict-free PR. This repo manages Python deps via uv (pyproject.toml + uv.lock) and GitHub Actions, so updates are applied with `uv lock --upgrade-package` and workflow edits — not composer. Use when Dependabot PRs are stale, conflict, or you want to batch several bumps + security alerts into one PR. Dependabot auto-closes its original PRs once the bump lands on main, so this skill does not close them.
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cpicon Bundle Jira REST APIKnowledge for invoking the Jira REST API via jira_client.py. Used by commands (generate-jira-task, update-generated-report) as a fallback when the Atlassian MCP plugin is unavailable. Contains credential configuration, script invocation syntax, action reference, error handling, and security guidance.
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cpicon Bundle Agent GenerationThis skill provides knowledge for generating effective Claude Code agents tailored to specific projects. It is used internally by the agent-team-creator plugin when analyzing codebases and creating specialized agent teams. Contains templates, best practices, and patterns for writing project-aware agents.
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pproenca Bundle Agent TuiAutomate terminal UI (TUI) apps with agent-tui for testing, inspection, demos, and scripted interactions. Use when automating CLI/TUI flows, regression testing terminal apps, verifying interactive behavior, or extracting structured text from terminal UIs. Also use when asked what agent-tui is, how it works, or to demo it. Do not use for web browsers, GUI apps, or non-terminal interfaces.
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pproenca Bundle Tui ExplorerDiscover and replay terminal UI paths using agent-tui. Use when you need to launch a TUI app, explore navigation with bounded BFS, generate markdown acceptance tests, and verify those tests repeatedly. Do not use for web or desktop GUI automation.
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slowmist-slowmist-agent-security Bundle Slowmist Agent SecurityComprehensive security review framework for AI agents. Covers skill/MCP installation, GitHub repos, URLs/documents, on-chain addresses, products/services, and social shares. Built from real-world attack patterns and incident response experience.
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mystilleef Skill Git CommitIteratively, commit atomic changes to the respository. Use when the user or agent needs to autonomously commit atomic changes to the repository. Employs the "git-add", "git-message", and "git-status" in skills in sequence to perform the commit.
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mystilleef Bundle Fix MarkdownFix lint, formatting, and prose issues in markdown files using Prettier and Vale. Use when the user or agent needs to fix lint, formatting, and prose issues in markdown files.
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mystilleef Bundle New Agent SkillCreates a new agent skill. Use when agent or user needs to create a new skill for the agent.
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selfdriven-octo Skill Selfdriven Digital Interaction FrameworkBuild content, webapps, and documentation based on the selfdriven Digital Interaction Framework — the layered trust architecture for digital relationships. Use when the user mentions trust layers, digital interaction framework, relationship lifecycle, agent network, trust tiers, policy stacks, risk calibration, transactional vs interactional, fidelity/confidence/provenance, or Architecture Decision Records (ADRs) in the selfdriven context.
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m0nkmaster Bundle Cursor AgentUse when the user asks for coding, code review, refactoring, features, bugs, tests, GitHub, PRs, or repo work — default to Cursor (run the agent CLI via bash + process). User does not need to say Cursor. Do NOT use sessions_spawn or subagent. NOT for OpenClaw workspace; never approve permission prompts for the user.
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n24q02m-mnemo-mcp Skill Passport BootstrapUse when the user installs mnemo-mcp on a fresh machine and wants to restore prior memory state from S3 or Google Drive (Phase 2 passport sync). Triggers on phrases like "set up mnemo on this machine", "restore my memory passport", "import passport", "bootstrap mnemo", or when the user says they got a new laptop / VM and wants their memories back.
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i-am-bee Bundle Agentstack WrapperWraps existing Python agent as Agent Stack service using agentstack-sdk with minimal compatibility changes and no business-logic rewrites. Use when migrating, wrapping, or deploying an existing plain Python or framework-based agent to Agent Stack; not for non-Python runtimes or building new agent from scratch.
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sruja-ai Skill Sruja HarnessVerification harness for any AI agent skill. Use with any other skills; before marking a task done, run verify-task. On failure, record a correction learning. Ensures lint, tests, drift, and intent checks pass regardless of which skill generated the code.
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nimachu Bundle Nima Skill CreatorCreate, review, refactor, validate, package, and install portable Agent Skills. Use when a user wants to turn a repeatable workflow into a SKILL.md package, improve an existing skill, add scripts/references/assets, audit compatibility across Codex, Claude Code, OpenCode, OpenClaw, WorkBuddy/CodeBuddy, or prepare a clean distributable archive.
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sperekrestova Skill Interactive Leetcode MCPUse when the user wants to practice LeetCode problems, submit solutions, or set up LeetCode integration. Covers MCP server installation, learning-guided practice flow, solution submission, and authentication.
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prefecthq Skill Implement EvalImplement or update scenario-focused evaluations for the Prefect MCP server. Use when adding eval coverage from a GitHub issue or a described support scenario, preparing Prefect server state, prompting the test agent, asserting user-facing behavior, running evals, and updating the eval catalog.
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prefecthq Skill WorkflowsInspect and troubleshoot Prefect workflows, deployments, work pools, and releases with Prefect MCP tools. Use for Prefect operational questions, failure diagnosis, documentation lookup, and safe guidance when a requested mutation requires a separately configured Prefect CLI.
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superagenticai Skill Metaharness OptimizeRun metaharness from an Omnigent agent to optimize harness files in the current workspace. Use when a host wants the metaharness kernel without wrapping a proprietary proposer.
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bovmanth Bundle Model Failover Guard自动模型故障切换守护(failover/failback)。当主模型连续失败时自动切换到可用兜底模型,稳定后自动尝试切回主模型。Use when OpenClaw model endpoints are unstable and you need service continuity with automatic rollback and audit logs.
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frihet-io Bundle Frihet MCPBusiness-aware ERP management skill for Frihet MCP server. Manages invoices, expenses, clients, products, quotes, and webhooks with embedded Spanish tax knowledge (IVA/IGIC/IRPF), automatic expense categorization, and multi-step workflows like monthly close and quarterly tax prep. Use when the user says "create invoice", "log expense", "list clients", "tax report", "monthly close", "cierre mensual", "factura", "gasto", "presupuesto", "frihet", "303", "IVA trimestral", "overdue invoices", "morosos", or any business management task with a Frihet MCP server connected. Supports both English and Spanish. Do NOT use for general accounting questions without Frihet MCP server configured.
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guimatheus92 Skill Video Analyzer DevArchitecture, conventions, testing rules, verification workflow and release process for the mcp-video-analyzer repository. Use this skill whenever you read, write, review or debug any file in this repo — sources under src/, tests, the Dockerfile, package.json, CI workflows or the docs — and before running checks, cutting a release or publishing. It carries hard-won invariants recovered from real production bugs (yt-dlp output templates, ffmpeg crash handling, OCR frame sizing, analysis cache keys, graceful degradation) that are not derivable from reading the code, so consult it before proposing a change rather than after.
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human-pages-ai Skill HumanpagesHire real humans for tasks that agents can't do alone — QA testing, directory submissions, Play Store beta testers, localization review, competitor monitoring, and more. Use when a task requires a real person. 36 MCP tools for the full hiring lifecycle.
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vantage-sh Skill Writing EvalsWrite and iterate on opt-in tool-selection evals for the Vantage MCP server — promptfoo setup, prompt matrix, distractors, failure diagnosis, and JSON/Pages workflow. Use after the user chooses to include evals, or when working on an eval they explicitly requested.
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vantage-sh Skill Writing MCP ToolsAuthor a new MCP tool for the Vantage MCP server — file layout under resource folders, registerTool template, annotation hints, description style, and tests. Use whenever adding, splitting, refactoring, or relocating a tool under `src/tools/`. Evals are optional; see writing-evals when the user opts in.
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davidmosiah-polarmcp Skill PolarUnofficial Polar data for AI agents. Prefer MCP tools if connected; otherwise the package CLI. Use when the user wants Polar data or actions through an agent.
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davidmosiah-fitbitmcp Skill FitbitUnofficial Fitbit data for AI agents. Prefer MCP tools if connected; otherwise the package CLI. Use when the user wants Fitbit data or actions through an agent.
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notnull92 Skill Hera Agent UnityControl the running Unity Editor via the hera-agent-unity CLI — execute C#, read the console, drive Play Mode, run tests, inspect live types
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notnull92 Skill Live EditorControl and verify a running Unity Editor with the low-token hera-agent-unity CLI.
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xaneem Skill Looped BuilderScaffold large implementation tasks for iterative execution with Claude in a bash loop. Creates spec.md, implementation_plan.md, prompt.md, and run.sh for autonomous multi-step coding tasks.
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chat-jpteasdale Bundle Write ProseSenior editorial voice. Writes clear, precise, human prose that overrides default LLM biases. Enforces metric-based rules for sentence rhythm, vocabulary calibration, structural variety, and anti-slop patterns. Apply to any task requiring written text — emails, docs, landing pages, blog posts, product copy, or narrative content.
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elnora-ai Skill Elnora SearchThis skill should be used when the user asks to "search tasks", "find a protocol", "search files", "search file content", "search inside files", "find tasks about", "query Elnora", "search Elnora platform", "full text search", "search all", "search everything", "find", or any task involving searching the Elnora Platform for tasks, files, or all resources by keyword. NOT for web search — use elnora-agent for that.
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lcondel Skill Shimmer AI EngineerBuild production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations. Use PROACTIVELY for LLM features, chatbots, AI agents, or AI-powered applications.
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wxy Skill Context AckContext Ack
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wxy Skill Evolution CoreEvolution capability meta-skill. Identifies evolutionary scenarios (repeated errors, user feedback, complex workflows) and crystallizes experience into reusable skills or instruction updates.
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 agent-tui, tui-explorer, new-agent-skill. 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.