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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salitronic Skill AutodesignDrive an autonomous spec-to-board PCB design with the eda-agent MCP server (Altium Designer or EasyEDA Pro). Apply when the user asks to design a board/schematic from a requirement, wants an end-to-end autonomous design run, or mentions the design harness, design_next_action, design sessions, or spec-to-board. Requires the eda-agent MCP server connected to a running Altium Designer or EasyEDA Pro; the KiCad backend does not register the design harness.
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sametcelikbicak Bundle Task DecomposerUse when the user has a large, complex, or ambiguous request that needs to be broken down into smaller, actionable steps for AI assistance. Helps users structure prompts, manage context window limits, plan multi-session work, and get better results from AI coding agents. Also for 'too complex', 'where do I start', 'break this down', 'step by step', 'context too large', 'multi-step task', 'prompt structure', 'AI workflow', 'organize my request'.
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samibajwaisking Bundle Token OptimizerMaximize Claude's output quality while minimizing input token usage. Use this skill whenever a user wants to compress prompts, reduce token consumption, extract maximum output from Claude, write high-density instructions, optimize system prompts, or improve AI communication efficiency. Trigger on phrases like "optimize my prompt", "too many tokens", "make this shorter but better", "get more from Claude", "compress this prompt", "write a better system prompt", "token efficient", or any request to improve how someone communicates with Claude or any LLM. Also trigger when building AI-powered tools, chatbots, agents, or any system where prompt cost or quality matters.
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sandai-org Bundle VidmuseUse when an AI agent needs to work with VidMuse projects, account state, subscription credits, video/audio/image/text/tool models, generated or uploaded assets, style library entries, voice library entries, generation parameters, threads, messages, or long-term memory. Installs and uses the `vidmuse` command runtime when needed.
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sanghongxv Bundle Prompt Optimizer提示词优化专家 skill。当用户需要生成、优化或改进提示词(prompt)时使用此 skill。 通过反复提问深入理解用户需求(达到 90% 理解度),然后生成高质量提示词, 并在用户不满意时持续迭代优化。触发词包括:"帮我生成提示词"、"优化提示词"、 "写一个 prompt"、"提示词专家"、"我需要一个提示词"等。
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cold-iq Bundle List Building ProspeoColdIQ x Prospeo edition. Expert B2B list building orchestrator for outbound sales campaigns, with Prospeo as the data layer. Use when the user asks about building lead lists, Prospeo, Prospeo MCP, company lookalikes, reverse ICP, ICP definition, ICP scoring, lead sources, data validation, email verification, mobile numbers, list segmentation, list hygiene, deduplication, account qualification, ABM lists, or assembling prospect lists for cold outreach. Also triggers on "lead list", "list building", "Prospeo", "verified emails", "lookalike", "ICP", "ideal customer profile", "find leads", "prospect list", "lead source", "email verification", "data validation", "list hygiene", "export leads", "build a list", "find prospects", "deduplicate", "qualify accounts", "ABM". Do NOT use for email writing (use cold-email skill).
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gmmh1 Skill AI Creative GenerationGenerate ad creative assets (images, video, copy variants) using AI tools — prompt engineering specifically for advertising output, brand consistency, and platform-format fit. Triggers on 'generate ad images with AI', 'AI video for my ads', 'use AI to create ad variants', or 'prompt engineering for advertising creative'. Cross-platform generation layer feeding every platform's creative execution.
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gmmh1 Skill Google Ads MeasurementSet up and troubleshoot Google Ads conversion tracking, GA4 linking, offline conversion imports, and attribution. Triggers on 'set up conversion tracking', 'link GA4 to Google Ads', 'import offline conversions', 'my conversions aren't tracking', or 'which attribution model should I use'. This is a prerequisite for any optimization or reporting work — untracked campaigns can't be trusted.
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cleanexpo Bundle ScoutAI provider and model monitoring for Synthex. Detects approaching model retirements, alerts on model errors, and recommends fallback models. Use when a model call fails, a retirement is imminent, or any feature hardcodes a model name.
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cleanexpo Skill CLI AnythingCLI-Anything integration guide for Synthex. Documents how to wrap external tools (FFmpeg, Vercel, Supabase, Stripe, GitHub, Playwright, social platforms) as agent-native CLIs for both internal dev/ops and client-facing automation. Use when adding new CLI-based capabilities to the autopilot or workflow engine, or when wiring a new external tool for agent consumption.
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cleanexpo Skill Fable EngineTurn a plain-English vision or task into a verified, build-ready spec before any code. Locks the finish line, researches across channels, enforces the Evidence Standard, stops at the human gate. Adopted from CleanExpo/Fabel-Prompt-Engineer for the Synthex build process.
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cleanexpo Skill Playwright CLIAuthenticated browser automation for Synthex — drive real Chrome to log in, screenshot, and audit dashboard/integration surfaces. Use for live visual verification, "audit the dashboard", "check what's connected", or closing the verification gate on /dashboard/* routes. Two backends: the Playwright MCP server (interactive, in-session tools) and the committed CLI scripts (scripts/browser/*.mjs, reliable + headless). RUNS WHERE THE BROWSER + NETWORK + AUTH EXIST — i.e. a local machine, not a network-restricted sandbox.
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cleanexpo Skill Database PrismaSynthex database operations enforcer. NEVER use prisma db push for schema changes — use migrate diff + db execute. NEVER add non-nullable columns without defaults. NEVER write Prisma queries without organizationId scope. ALWAYS use backward-compatible migrations and validate with prisma validate first. Activate on ANY request to change schema, write a query, create a migration, add a model, or modify database operations.
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cleanexpo Skill Ship Loop WatchChrome MCP browser-watch child loop. Navigates synthex.social surfaces, captures console errors / CSP violations / 4xx-5xx network requests / hydration failures. Runs on a 15-min cadence via the master orchestrator. Classifies findings using the browser-debug skill mappings, applies recipe lookups for known patterns. Use standalone via /loop ship-loop-watch for production-side debugging or wired into the master orchestrator.
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d-wwei Skill Fsi Ib Merger ModelBuild accretion/dilution analysis for M&A transactions. Models pro forma EPS impact, synergy sensitivities, and purchase price allocation. Use when evaluating a potential acquisition, preparing merger consequences analysis for a pitch, or advising on deal terms. Triggers on "merger model", "accretion dilution", "M&A model", "pro forma EPS", "merger consequences", or "deal impact analysis".
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d-wwei Skill Fsi Er Cmd Model UpdateUpdate a financial model with new data — usage: /model-update [company ticker]
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d-wwei Skill Fsi Fa Cmd 3 StatementsFill out a 3-statement financial model template — usage: /3-statements [path to template file]
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d-wwei Skill Fsi Ib Cmd Merger ModelBuild an accretion/dilution merger model — usage: /merger-model [acquirer] acquiring [target]
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tonydzi Skill 1Recover a session after a hard crash (app died, machine rebooted, context lost mid-work): replay the turn-state ledger for the last requests, files and decisions, run a green/red health ping over the system map, file sync and MCP connectors, then rebuild the previous session history for pickup. Triggers: "/1", "resume after crash", "wake".
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tonydzi Skill 03Run an autonomous consensus round between agent peers on several machines: they negotiate a decision over a shared channel and execute it without a human relaying messages. Use when multiple machines must agree on a change. Triggers: "/03", "work it out among yourselves", "find consensus". Wakes the human only for irreversible actions or a deadlock.
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tonydzi Skill MCPHealth-check the connected MCP servers and scout new ones: the safe pre-flight before integration work, plus a connector finder. Read-only by default. Triggers: "/mcp", "/mcp health", "/mcp discover <need>", "which MCP servers are alive", "find an MCP for <X>".
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tonydzi Skill ArchRead the system-architect map: a deterministic catalog of everything the setup is made of (vault, import scripts, scheduled tasks, MCP servers, SQLite databases, hooks, skills, dashboards), what is healthy and what fell off. Consult it before changing shared infrastructure and re-scan after. Triggers: "/arch", "/arch broken", "/arch scan", "what broke in the system".
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tonydzi Skill TaskDelegate work over a shared task chat: a task is assigned by a short code phrase, and the assignee's agent expands it into a full seed and starts immediately, with state tracking so no delegated task dies silently. Triggers: "/task", "task <ID>", "my delegated tasks", "delegate <task> to <person>".
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tonydzi Skill InboxRead this machine's cross-machine mailbox, the messages another computer's agent left here over a file-synced bus folder, and send messages back the same way. A session-start hook shows new mail automatically; this is the on-demand mid-session re-check. Triggers: "/inbox", "check inbox", "messages from the other machine".
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tonydzi Skill RelinkWeave a new node (concept, framework, theory, project, principle) into the whole vault graph rather than just creating a note. Mode A links one new node against the vault by top-K retrieval, with the LLM judging only those candidates; mode --deep finds orphaned islands and wires them in. Backup before edits, preview before writing. Triggers: "/relink", "integrate this concept".
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tonydzi Skill HandoffWrite a self-contained handoff document so another session, person or machine continues the work without this session's context: decisions and why, what is done and tested, exact paths and values, open blockers, boundaries, and an explicit continue-from-here step. Lands in a synced folder with a short seed prompt. Triggers: "/handoff", "prepare a handoff", "hand this off".
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tonydzi Skill MigrateMove or sync the hub role of an agent-plus-vault setup between computers, where an always-on desktop is the hub and laptops are satellites. Checklist with counters verified before and after, and it never migrates silently. Triggers: "/migrate", "/migrate check", "/migrate pack", "/migrate bootstrap".
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tonydzi Skill PortretBuild a dossier on a person: recall everything the vault already knows, map their public profiles by web research, emit a deep-research prompt for external tools, and persist a well-linked person card. Triggers: "/portret <name>", "dossier on <name>", "profile <name>".
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tonydzi Skill Tg PostPublish a vetted post to one of your own Telegram channels or supergroups over the MCP connector rather than a browser, with the channel resolved strictly by id from a registry, rate-guarded and draft-first. It never posts to a chat matched by name similarity. Triggers: "/tg-post", "publish to the telegram channel".
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tonydzi Skill SecondopGet a second opinion from an external LLM at three checkpoints: T1 is the plan valid, T2 which path at a fork, T3 finish plus a QA breaker that tries to break the result. One structured move per exchange (PROPOSE, COUNTER, VERIFY, ACCEPT, BLOCK) with memory across turns, and every exchange mirrored into a human-visible channel. Supports a multi-vendor panel instead of a single reviewer. Triggers: "/secondop", "get a second opinion", "run the review panel".
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tonydzi Skill Speak AsWrite a public post in the owner's own voice with a role model's style and idea palette layered on top, reading a style-palette file so the same engine works for any thinker the owner has profiled. Draft-first. Triggers: "/speak-as <name>", "write in the style of <X>".
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tonydzi Skill Tg CheckSelf-test both Telegram rails on this machine, the MCP connector and the userbot library, with a deterministic zero-token detector plus a real in-session MCP probe, and print a per-rail verdict with the exact fix for whichever is down. Triggers: "/tg-check", "are both tg rails up", "check telegram channels".
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tonydzi Bundle Dr FanoutFan one deep-research prompt out to several external LLMs at once through a logged-in browser, then collect the reports, archive the originals and synthesize a consensus. Use at the final stage of a research protocol, instead of hand-pasting one prompt into N sites. Triggers: "/dr-fanout", "fan out the DR", "distribute the research prompt".
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tonydzi Skill Skill GapAudit recent agent work for recurring manual patterns that have no skill yet, cross-check against installed skills and public skill catalogs (installing beats building), and propose the top two or three as before/after. Read-only analysis. Triggers: "/skill-gap", "what skills should I build", "audit my skills".
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tonydzi Skill Chat SearchSearch inside past agent sessions and continue the one that matters with a single command. Uses a separate episodic session index, so raw chat noise never pollutes the curated RAG. Triggers: "/chat-search", "which chat discussed X", "did we already research X", "search old chats".
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tonydzi Skill Codex MirrorRebuild the canon mirror for a second coding agent (AGENTS.md) after a rules-file version bump: show the changelog delta, write in only the new rules, then enforce the size cap, version stamp, structural anchors, a copy into the shared folder and the linter run. Triggers: "/codex-mirror", "update the codex mirror", "AGENTS.md is stale".
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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 autodesign, Task Decomposer, token-optimizer. 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.