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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travisennis Bundle Add Openrouter ModelREQUIRED when adding OpenRouter models - provides a script that fetches accurate context, max tokens, pricing, and capabilities from the API. Use this skill whenever the user asks to add, register, or configure a new OpenRouter model. Do NOT guess model specifications—always fetch real data from the API.
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seifbenayed Skill Product Self KnowledgeStop and consult this skill whenever your response would include specific facts about Anthropic's products. Covers: Claude Code (how to install, Node.js requirements, platform/OS support, MCP server integration, configuration), Claude API (function calling/tool use, batch processing, SDK usage, rate limits, pricing, models, streaming), and Claude.ai (Pro vs Team vs Enterprise plans, feature limits). Trigger this even for coding tasks that use the Anthropic SDK, content creation mentioning Claude capabilities or pricing, or LLM provider comparisons. Any time you would otherwise rely on memory for Anthropic product details, verify here instead — your training data may be outdated or wrong.
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feed-mob-agent-skills Bundle Feed AgentAutonomous RSS/content aggregator with self-evolution capabilities. Use this skill when the user wants to: - Discover and track topic-specific news from multiple sources - Get AI-filtered intelligence reports (score-based filtering) - Automatically find new relevant sources for a topic - Track information sources over time with quality scoring Triggers: /feed-agent, "track news about X", "monitor topic", "set up feed for X", "daily intelligence report", "discover sources", "what's new in X"
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feed-mob-agent-skills Skill Opencode AgentDelegate coding tasks to an attached OpenCode server via `opencode run --attach`. Use when: (1) building new features, (2) refactoring, (3) reviewing changes, (4) iterative coding with background monitoring. This skill is server-only and always uses `--attach` with `--dir` (server-side path).
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gitroomhq Skill Agent Media Ugc VideoThe ONE tool for UGC video. Give a `script` (any length) and optionally a `person` description, an `image` (photo), or a `character` (saved char_… or sheet URL); it returns the finished vertical video. Short script → one clip; long monologue → full multi-take (never trimmed); pass `broll_url` → narrated b-roll overlay. Captions are OPT-IN — ASK the user if they want them (and which style) before generating; set `captions:true` only if they say yes. You never pick a sub-tool.
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gitroomhq Skill Agent Media Ugc PlaybookPlaybook for Agent-Media UGC Video — the one tool for UGC video on agent-media. Always call the single make_ugc skill: give it a `script` (any length) and optionally a person/image/character; it returns the finished captioned vertical video. Short script → one clip, long monologue → full multi-take (never trimmed), `broll_url` → narrated overlay. You never pick a sub-skill.
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gitroomhq Skill Publish To SocialPublish a generated Agent-Media UGC Video to the user's connected TikTok, Instagram, or X. Connect channels (OAuth) and post or schedule via the REST API. Use after producing a video with make_ugc.
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aeoess-agent-passport-system Bundle Core SkillThe base layer an AI agent runs on to be verifiable, accountable, and able to work with the world. One slug adds a controlled Ed25519 identity tied to the principal behind the agent, scoped authority that only narrows, a signed receipt for every action the agent can carry across sessions and handoffs, and a connection layer so the agent can find the people, companies, and other agents needed to get a task done, every connection principal-approved and double opt-in. Modular, updated on the same cadence as the SDK and MCP. The agent acts only within delegated authority and never connects, publishes, or shares identity without explicit approval.
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aeoess-agent-passport-system Bundle Agent UpgradeThe one skill an AI agent adds to itself to become verifiable, accountable, and interoperable. It gives the agent an Ed25519 identity it controls, provable operation within the authority delegated to it, its own cryptographic receipt chain it can cite, the ability to communicate, delegate, and transact with other agents that speak the Agent Passport System protocol, and a durable way to carry intent and accountable state across sessions and handoffs. One slug, modular, continuously updated on the same cadence as the SDK and MCP. Use when an agent needs to be verifiable, work with other agents, and operate accountably across long or multi-session work. It makes the agent more trusted and more able to work with others. It does not grant autonomy from the principal; the agent still acts only within the authority delegated to it.
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aeoess-agent-passport-system Bundle Model CitizenEarly release. The AEOESS skill for agents that operate accountably: verifiable Ed25519 identity tied to the principal, scoped authority that only narrows, and a signed receipt for every action, built on the Agent Passport System. The agent acts only within delegated authority. Apache-2.0. This is an early release; capability is expanding.
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userad Bundle TmuxUse tmux for orchestrating agents and running commands. Use when Claude needs to (1) spawn Claude subagents in background windows, (2) run long-running commands, (3) orchestrate parallel agents, (4) capture window output. Triggers on "tmux", "new tmux window", "run claude", "spawn agent", "parallel agents".
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userad Bundle Tdd ImplementExecute TDD implementation with a 3-agent team (QA, Implementor, Reviewer) following Red-Green-Review cycle. Use when Claude needs to (1) implement features using TDD methodology, (2) run a multi-agent team for code changes, (3) enforce minimal working code through test-driven development. Triggers on "tdd", "implement with tdd", "tdd team", "red green refactor", "tdd implement".
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yorch Bundle Cross Harness DelegationDelegate work to a different AI coding agent harness — codex, gemini, pi, opencode, crush, or aider — and verify what comes back. Two modes: `review` runs read-only in the live tree for a second opinion from a different model family; `build` runs write-enabled inside a throwaway git worktree so the result arrives as an inspectable diff on its own branch. Use when: delegate to another agent, second opinion from another model, ask Codex, ask Gemini, run this with opencode, cross-check with a different AI, offload work to save Claude quota, run several agents in parallel, compare how different models solve the same task, agent handoff, external agent, other CLI agent. Never merges anything without showing you the diff first.
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yorch Bundle Rails Auto Assigned Field ValidationFix for Rails models where validates :field, presence: true causes ALL creates to fail when the field is set by a before_create callback. Use when: (1) validates :number, presence: true is added to a model that uses before_create to auto-assign a sequence number, (2) model creates silently fail with "number can't be blank", (3) auto-generated fields (number, slug, token) fail presence validation despite being set in callbacks. Root cause: before_create runs AFTER validations. Fix: change before_create to before_validation on: :create.
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samtalki Bundle Run AgentreplBuild, run, and drive the AgentREPL.jl MCP server. Use when asked to start AgentREPL, launch the Julia REPL MCP server, run its tests, eval Julia code through it, render a plot, or confirm a change works against the running server.
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feed-mob-agent-skills Bundle Feedmob Reporting SkillsMUST use this skill when using mcp__feedmob-reporting__* tools. Provides structured workflows for FeedMob reporting analysis. Key: All clients (Possible Finance, Koho Financial, TextNow, AppsFlyer MMP, etc.) use client_paid_action_count × gross_cpi (dynamic event field based on client_paid_action in click_url_histories). Critical for ensuring correct multi-step workflows and accurate data reconciliation. Trigger words: any feedmob-reporting MCP tool usage, Possible Finance, Koho Financial, TextNow, AppsFlyer, Singular reports, Adjust reports, direct spend, gross spend verification, spend reconciliation, client_paid_action.
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aeoess-agent-passport-system Bundle Agent Passport SystemEnforcement and accountability layer for AI agents. Bring your own identity (did:key, did:web, SPIFFE, OAuth, did:aps). Gateway enforcement boundary, monotonic narrowing, cascade revocation, spending controls, data lifecycle, observation governance (telemetry scopes, derivation rights, behavioral memory). Use when agents need scoped delegation, trust scoring, constraint enforcement, or cryptographic audit trails. SDK leads with the /core subpath (24 curated functions), MCP leads with APS_PROFILE=essential (25 tools covering identity, delegation, enforcement, commerce, reputation). 5,281 tests. 8 framework adapters: Stripe, Composio, IBAC/Cedar, LangChain, CrewAI, MCP, A2A, Gonka. Full surface area (107 modules, 152 MCP tools) still available under APS_PROFILE=full and the root import. SDK 6.0.1 and MCP 6.0.1 are current on npm, Python 3.0.1 on PyPI, Rust 0.3.0 on crates.io, Go v0.7.0. The 3.3.1 release added Delegated Action Evidence: bilateral pair reconciliation with five mismatch classes, verifier-side rev
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thehammer Skill TmuxManage Claude Code tmux windows — list windows, enable remote control in a window, create new agent windows, and restart sessions. Use when asked to list windows, enable RC in a window, open a new agent window, or restart a Claude session.
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vega113 Bundle Beads ArchitectProvide architectural guidance for Beads tasks: propose approach, boundaries, trade-offs, and an implementation plan that other agents can execute. Use when making architecture decisions, cross-cutting refactors, API design, or data model changes.
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vega113 Skill Beads Manual QAManual UI QA for Beads tasks using Agent Browser. Verify flows, visuals, and basic quality signals, then write results to Beads. Use when UI changes need validation.
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vega113 Bundle Beads OrchestratorUser-facing entrypoint to orchestrate Beads tasks end-to-end with parallel worktrees. Enforce plan→implement→review→fix→merge with Beads updates. Use when the user asks to start working on Beads tasks or wants autonomous multi-agent execution across main/master.
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theecoderahmed Skill PlanningGenerates comprehensive implementation plans with bite-sized tasks. Use after brainstorming or when requirements are clear, before writing code.
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theecoderahmed Skill BrainstormingExplores user intent, requirements, and design before implementation. Use before creating features, building components, or modifying behavior to turn ideas into designs through collaborative dialogue.
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theecoderahmed Bundle Error HandlingGuide for building resilient applications with robust error handling strategies. Use when designing APIs, debugging issues, or implementing resilience patterns like retries and circuit breakers.
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theecoderahmed Skill Creating SkillsGenerates high-quality, predictable, and efficient .agent/skills/ directories based on user requirements. Use when the user wants to create a new skill or modify an existing one.
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ccf Bundle Agentcairn SetupInstall, configure, verify, upgrade, or repair AgentCairn persistent cross-agent memory. Use when a user wants shared local-first memory in Claude Code, Codex, Cursor, OpenCode, Antigravity, VS Code, Claude Desktop, or another supported harness; when AgentCairn recall or remember tools are missing; or when its plugin, MCP server, skill, or ambient hooks need setup diagnostics.
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webmcp-org Bundle ReleaseRelease the @mcp-b monorepo with Changesets and pnpm, using npm trusted publishing in GitHub Actions. Covers stable releases, snapshots, prerelease trains, metadata checks, and MCPB artifacts.
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jonmagic Skill RoundtableRun an explicitly requested multi-model review or adjudicate a consequential disagreement between a driver and reviewer. Uses one different-provider reviewer by default and a third provider only when direct verification cannot resolve the dispute. Not for routine ambiguity or fleet mode.
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jonmagic Skill Header Image PromptGenerate an AI art prompt for a blog post or GitHub discussion header image. Interactive skill that reads the content, interviews the user about their vision, and produces a ready-to-use prompt for any AI image generation tool. Use when the user says "header image", "create a header", "generate art for my post", or similar.
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jonmagic Bundle Skill Fleet MaintenanceUse this skill when auditing, validating, evaluating, or maintaining a fleet of agent skills. Covers structural validation, trigger tests, with-skill versus without-skill output comparisons, upstream freshness snapshots, and evidence reports. Do not use for ordinary single-skill tasks unless fleet health or eval quality is in scope.
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patniko Bundle Issue TriageFetch GitHub issues and use LLM judgment to prioritize them based on importance, clarity, delegation potential, and urgency. Helps identify what to work on next.
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doiiarx Bundle JSON Flat ToolJSON flat view, schema inference, and edit tool. ⚠️ CRITICAL: ALWAYS use jstool for JSON files - NEVER use read/edit/cat on *.json! **Strongest trigger — editing any JSON config file**: when the user asks to change, add, set, update, or remove a field in a `.json` configuration (config.json, settings.json, package.json, tsconfig.json, appsettings.json, .eslintrc, openclaw.json, mcp.json, any tool's `*.json` config), invoke this skill instead of opening the file in a text editor. Reading the whole file, hand-editing braces, or rewriting it from memory all break formatting and risk silent corruption — jstool gives you a structural diff preview before applying. Also use when the user provides JSON data in ANY form and wants to explore its structure, infer its schema, modify fields, or search keys/values. This includes: - JSON files on disk (view, inspect, search) - JSON configuration files (any *.json config — see above) - Editing / updating fields (set key, delete key, insert array element, bulk update, modify
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doiiarx Bundle Optimize Small IconsBuild and audit Windows ICO families whose 16-48px frames preserve fragile semantic colors, dark cores, dots, lines, and disconnected details instead of losing them to antialiasing. Use when resizing app icons or logos for Windows taskbars, title bars, Explorer, shortcuts, installers, or other tiny raster contexts; when a normal Lanczos resize turns important colors into pale half-tones; or when a reproducible agent-friendly icon CLI is needed.
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cesiumgs Skill Cesiumjs Spatial MathCesiumJS spatial math - Cartesian3, Cartographic, Matrix4, Quaternion, Transforms, Ellipsoid, BoundingSphere, projections, coordinate conversions. Use when converting between coordinate systems, computing positions on the ellipsoid, performing spatial intersection tests, building model matrices, or working with geographic projections.
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veyralabsgroup Bundle Your Skill NameExplain what this skill does and when the agent should activate it. Be specific — this is how the agent decides to load the skill. Include trigger phrases, context signals, and use cases.
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krmcbride Skill Code CleanupDelegate repetitive tasks to specialized agent to preserve context. Use when user asks to fix linting errors, fix diagnostics, rename variables across files, update imports, fix formatting issues, or perform other mechanical bulk changes across multiple files.
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 tdd-implement, feedmob-reporting-skills, core-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.