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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jhd3197 Skill Update PricingUpdate LLM model pricing in Prompture. Pricing resolves through a pluggable source registry — by default local KB JSON files (primary, curated) then models.dev (fallback). Use when model prices change, new models launch, models.dev data is stale, or you need to add a custom pricing source.
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microsoft Bundle Agents Sdk DotnetUse when any code imports Microsoft.Agents.Hosting.AspNetCore, Microsoft.Agents.Builder, or related Agents SDK packages, or when the user is building, configuring, or asking questions about a Microsoft 365 Agents SDK agent in C# / .NET. Trigger on questions about appsettings.json, connection configuration, AgentApplication patterns, OAuth sign-in flows, storage backends, cards, streaming, or local testing with the Agents Playground — even if no code exists yet and the user is planning or asking how to get started.
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microsoft Bundle Agents Sdk TypescriptUse when any code imports @microsoft/agents-hosting, @microsoft/agents-hosting-express, or related Agents SDK packages, or when the user is building, configuring, or asking questions about a Microsoft 365 Agents SDK agent in TypeScript. Trigger on questions about environment variables, connection configuration, AgentApplication patterns, OAuth sign-in flows, storage backends, cards, streaming, or local testing with the Agents Playground — even if no code exists yet and the user is planning or asking how to get started.
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microsoft Skill Bf To Agents Sdk Dotnet MigrationUse when migrating a Bot Framework .NET SDK bot to Microsoft 365 Agents SDK. Triggered by projects that depend on packages: Microsoft.Bot.Builder or Microsoft.Bot.Builder.Integration.AspNet.Core that want to migrate to Agents SDK.
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microsoft Bundle Bf To Agents Sdk Typescript MigrationAssess and migrate JavaScript or TypeScript bots from BotBuilder/Bot Framework SDK to Microsoft 365 Agents SDK with AgentApplication. Use to produce a migration report and plan before editing code, map BotBuilder packages and APIs, identify unsupported features, and implement only the supported plan items selected by the user.
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microsoft Skill Agents Sdk Dotnet Activityhandler MigrationUse when migrating a Microsoft 365 Agents SDK agent that uses ActivityHandler or TeamsActivityHandler to AgentApplication. This is ONLY for DotNet projects that uses `Microsoft.Agents.*` packages. Triggered by Agents SDK bots that subclass ActivityHandler or TeamsActivityHandler that need to be modernized to AgentApplication routing.
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ms2sato Skill BrewingEvaluate a merged PR against the architectural-invariants catalog and propose a new invariant entry when warranted. Use when the Orchestrator (or a delegated sub-agent) is surveying a recent PR for cross-cutting patterns that the existing catalog does not cover.
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ms2sato Bundle Browser QAManual browser QA via Chrome DevTools MCP. Use when acceptance criteria include manual verification or UI changes need visual confirmation.
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officialzeroxyz Skill ZeroUse the moment you're about to tell the user you can't do something — or about to suggest they use, sign up for, sign in to, or go to an external tool, site, or API to do it themselves. Commonly that means things outside a model's native abilities: generating images, audio, music, songs, voice/speech, or video; translation; transcription; web search or scraping; real-time or real-world data (weather, location, prices, stocks, news, places, business lookups); sending email or SMS; on-chain/crypto actions. Reach for Zero only for what's genuinely beyond your native abilities. Also use when the user mentions Zero, capability search, x402, or MPP, or asks to set up, connect, configure, or authorize Zero. Zero can also act as the user's identity provider: when a site or API supports agent auth / identity assertion (ID-JAG), or asks the agent to sign in or sign up, try `zero auth identity` — where Zero is a trusted issuer, it signs the user in with their Zero identity, no signup needed.
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datacommonsorg Skill Data Commons ResearcherGuidelines, heuristics, and workflows for concept splitting, parameter tuning, place resolution, variable metadata assessment, and retrieving statistical observations from Data Commons for specific places.
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datacommonsorg Skill Data Commons Child Places ResearcherGuidelines, heuristics, and workflows for concept splitting, parent/child place resolution, sub-national sampling, place type determination, and retrieving statistical observations for child places from Data Commons.
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datacommonsorg Skill Data Commons Multi Entity ResearcherGuidelines, heuristics, and workflows for discovering, assessing, and retrieving observations for multi-entity relationship statistical variables (e.g. foreign aid flows, bilateral trade, international migration) from Data Commons.
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lucifertrj Bundle LLM Arena BackendFastAPI Python backend for LLM Arena game server. Use when working on API endpoints, LLM provider integration via LiteLLM, game move processing, prompt engineering for AI players, error handling, or backend testing.
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ms2sato Bundle UX Design StandardsUX design principles for agent-console. Use when designing features, evaluating acceptance criteria, or reviewing user-facing interactions in a multi-agent management UI.
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agentworkforce-relaycast Skill Running Headless OrchestratorUse when an agent needs to self-bootstrap agent-relay and autonomously manage a team of workers - covers infrastructure startup, agent spawning, lifecycle monitoring, and team coordination without human intervention
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lambdamechanic Skill Dumbwaiter MCPProvider-agnostic wait-for-change skill that uses the Dumbwaiter MCP server to wait on PR events (GitHub first) via wait.start/status/cancel/await, with progress notifications and durable state.
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lambdamechanic Skill Lambda WorkflowOne lifecycle for Lambda repos: choose a bd task, start work, land the PR, and watch GitHub via Dumbwaiter MCP until it merges.
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cocoindex-io Bundle Target ConnectorThis skill should be used when creating a new target connector for CocoIndex to integrate with external systems. It provides guidance on implementing TargetHandler, TargetActionSink, and related types for declarative target state synchronization with change detection and automatic cleanup.
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cocoindex-io Skill Upgrade ExamplesThis skill should be used when upgrading the cocoindex package version in all example pyproject.toml files. It uses regex-based sed commands to efficiently update version constraints across multiple files at once.
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digi604 Bundle SwarmmarketThe autonomous agent marketplace. Trade goods, services, and data with other AI agents.
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phenomenoner Bundle Openclaw Mem MemoryTrust-aware OpenClaw memory routing. Use when an agent must decide whether to recall, search docs or graph evidence, build a bounded pack, store a durable fact, or keep information session-local.
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phenomenoner Skill Openclaw Mem SyncGovern embedding refresh, episodic evidence synchronization, metadata writeback, and engine dataset snapshots. Use before or after bounded sync, reindex, migration, or writeback operations.
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phenomenoner Skill Openclaw Mem Self ModelInspect and govern the experimental derived self-model sidecar. Use for continuity snapshots, attachment maps, drift, threats, public-safe wording, release receipts, or migration comparisons.
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theneoai Bundle MCP Github BridgeThin skill that shows how to delegate GitHub read operations to an MCP server and keep the LLM-side logic minimal.
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lando-labs Bundle Create ProjectInitialize new projects with CAMI capabilities and recommended agent teams. Triggers on "create a new project", "start a new project", "initialize project", "set up project with agents", "what agents do I need for this project", "help me set up my project roster". Guides through project requirements, tech stack detection, agent team recommendations, and full CAMI initialization.
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purple-horizons-tick-md Bundle Tick CoordinationCoordinate multi-agent work using the Tick protocol via CLI commands or MCP tools. Use when managing tasks, coordinating with other agents, tracking project progress, or when the user mentions tasks, coordination, agents, or project management. Enables natural conversation about work while maintaining structured task tracking.
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ktnyt Skill Security ReviewRequest a security expert assessment for code changes that touch child process spawning, file system access, configuration loading, or environment variable handling. Use when the Reviewer identifies security-sensitive changes in the MCP-LSP bridge.
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weiyangzen Bundle Execution Cron BuilderBuild or repair repository-agnostic, blueprint-driven execution crons with same-name Gantt Kanban monitoring, isolated agent workers, durable handoff, validation gates, explicit worker lifecycle, request accounting, and cleanup. When Codex is selected, each admitted worker generation uses one independent interactive Codex TUI process in its own task-local tmux server with a private CODEX_HOME and exactly one submitted `/goal`; the repository blueprint chooses bounded terminal executions or a persistent goal pool whose dead workers are replenished to an exact target. Codex app-server, `codex exec`, shared daemons, and no-tmux workers are forbidden. Use for continuous blueprint execution or for repairing execution-controller boundaries, transport, concurrency, replenishment, request storms, integration, monitoring, or cleanup.
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weiyangzen Bundle Optimization Cron BuilderBuild or repair a design-idea-guided optimization cron for a repository. Use when the user provides a design philosophy and wants a Stage_*_AR_Blueprint.md with at most 100 checklist items, per-item SOTA optimization research docs under Docs/researches/Stage_*_AR/, parallel tmux workers, Codex, Claude Code, Cursor, Grok Build, opencode, OpenClaw, or Hermes agent-runner batches, and cleanup-on-complete.
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zeroclaw-labs Bundle ZeroclawHelp users operate and interact with their ZeroClaw agent instance — through both the CLI (`zeroclaw` commands) and the REST/WebSocket gateway API. Use this skill whenever the user wants to: send messages to ZeroClaw, manage memory or cron jobs, check system status, configure channels or providers, hit the gateway API, troubleshoot their ZeroClaw setup, build from source, or do anything involving the `zeroclaw` binary or its HTTP endpoints. Trigger this even if the user just says things like 'check my agent status', 'schedule a reminder', 'store this in memory', 'list my cron jobs', 'send a message to my bot', 'set up Telegram', 'build zeroclaw', or 'my bot is broken' — these are all ZeroClaw operations.
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kedro-org Bundle Kedro Security ReviewRun a Kedro security scan on the full codebase or just a pull request. This skill always runs Semgrep first and then evaluates the findings against the Kedro security model. Use when the user says things like "run security scan on the full codebase" or "run security scan on this PR". Produce one final report only, in chat by default or posted to GitHub when explicitly asked.
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charlie85270 Skill World BuilderCreate and manage generative game zones for Dorothy's Pokemon-style world. Use this skill when creating, updating, or designing game worlds via MCP tools.
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kenryu42 Bundle Cc Safety NetOperate CC Safety Net: explain why a command was blocked, triage false positives, configure custom rulebooks, manage agent CLI integrations, and diagnose protection.
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vincenthopf Bundle Pi AgentDispatch tasks to the pi coding agent as a background sub-agent. Use when you want to run a coding task in parallel using a different model/provider (e.g., GPT-5, Gemini, Codex) via the pi CLI. Supports any task pi can handle — code generation, refactoring, analysis, file operations. Progress streams to stderr, final result written to a file. Trigger on requests like "use pi to...", "run this on pi", "dispatch to pi", or when parallel model diversity would help.
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eamanc-lab Bundle Meihua Yishu Divination梅花易数占卜工具,属于 fortune-telling-skills 运势测算套件。基于邵雍《梅花易数》体系, 支持时间起卦、数字起卦、文字起卦等多种起卦方式,通过体用五行生克关系判断吉凶。 起卦为确定性计算 + LLM 断卦解读,无外部 API 依赖。 触发词:梅花易数、起卦、占卜、卦象、体用、八卦占卜、帮我起一卦、算一卦。 不适用于:星座运势、塔罗占卜、八字命理 → 建议使用 fortune-hub。
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briansunter Skill Repo ScraperUse when managing the Pokemon TCG Pocket card data scraper or updating card data. Activates when user mentions scraping, updating cards, refreshing data, card database, limitlesstcg, or new sets. Covers running the scraper, validating output, and propagating new data to MCP server and skills.
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 running-headless-orchestrator, update-pricing, data-commons-researcher. 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.