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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ramsbaby-openclaw-memorybox Skill MemoryboxDiagnoses bloated MEMORY.md files, splits oversized sections into domain-specific files, archives stale daily logs, and deduplicates content using a 3-tier hierarchy (MEMORY.md → domains/ → archive/). Use when MEMORY.md exceeds 10KB, context pressure is high, or the user asks to clean up, organize, or maintain agent memory files. Works alongside Mem0, Supermemory, QMD, or standalone.
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mgd34msu Skill Review ScoringThe refutation-based review rubric used by the refutation-reviewer agent and the Write-Review-Fix-Confirm (WRFC) workflow template. A defect list with severity, not a single pass/fail score. Load when reviewing a change or deciding whether a review's findings clear the bar to merge.
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hoangnb24 Bundle Prompt LeverageUpgrade raw prompts into execution-ready instructions. Use when asked to improve a prompt, add context, tool, verification, or done rules, extract a template, or design an enhancement hook.
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piebald-ai-splitrail Skill PricingGuide for updating model pricing in Splitrail. Use when adding new AI model costs or updating existing pricing data.
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sogni-ai Bundle Sogni Creative Agent SkillSogni Creative Agent Skill: agent skill and CLI for image, video, and music generation using Sogni AI's decentralized GPU network. Supports promptless RTX VSR image upscaling through 16K, one-click image-folder loop reels, personas (named people with saved reference photos and voice clips), persistent memories, custom personality, style transfer, angle synthesis, MiniMax H3/H3 Balanced/LightX2V Turbo/FastH3 Turbo/Seedance/HappyHorse/LTX/WAN video, music/lyrics, hosted chat, durable workflows, replay records, and multi-step creative workflows. Ask the agent to "draw", "generate", "create an image", "upscale an image", "make a video/animate", "turn this image folder into a loop", "make music", "apply a style", or "generate me as a superhero".
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sogni-ai Skill Loop MakerTurn a folder of images into a polished, music-backed seamless loop using visually deduplicated source frames and direct LTX first-frame/last-frame transitions. Invoke as /sogni-creative-agent:loop-maker IMAGE_FOLDER in Claude Code or $sogni-creative-agent:loop-maker in Codex, with optional start, music, output, pacing, or aspect preferences. Use when the user asks for a one-click image-folder reel, animated photo loop, looping montage, or slideshow where every image animates briefly before morphing into the next. Do not route true 360 novel-view synthesis here.
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davebream Bundle Consult Biblical ScholarUse when user asks about a biblical passage's meaning, wants to validate an analogy or idea against the text, or needs cross-references with scholarly evidence. Also use when a question about Scripture lacks a passage anchor. Requires explicit confidence tiering, MCP data before answering, and formal verdict for analogy questions.
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teambrilliant Bundle QA TestBrowser-based QA verification after any implementation. Use when someone says "QA this", "test this in browser", "verify the feature", "qa test", "browser test", or after completing an /implement-change to verify acceptance criteria in a real browser. Opens Chrome via MCP, exercises each acceptance criterion, verifies via DOM snapshots, and reports pass/fail. The "closer" for every implementation — proof it works, not just that tests pass.
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fabio-rovai Skill Ontology EngineeringBuild, validate, and govern RDF/OWL ontologies using the Open Ontologies MCP server. Use when the user asks to create, modify, query, or manage ontologies, knowledge graphs, or RDF data.
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openclawprison Bundle Research SwarmMulti-agent cancer research coordinator — assigns TNBC research and QC review tasks to agents who search open-access databases and submit cited findings.
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agentnewsapi Bundle Agent News Free TierThe Intelligence Layer (Simplified). A high-fidelity global event stream for autonomous agents. This free-tier version provides curated signals with a 20-minute delay and requires no API keys or complex authentication.
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msiccdev Bundle Validate Project InstructionsValidate project-context AGENTS.md files for required sections, session-state model completeness, role quality, and scoring compliance.
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dimonier Bundle Pdf2mdConvert PDF files to Markdown — extracts text with pdfplumber and describes images/diagrams via a local vision-language model. Use when the user asks to extract PDF content, convert presentation slides to text, transcribe conference talks from PDFs, or OCR diagrams and charts from documents.
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sogni-ai Skill Sogni Creative AgentSogni Creative Agent: image, video, and music generation using Sogni AI's decentralized GPU network. Supports personas, persistent memories, custom personality, style transfer, angle synthesis, MiniMax H3/Seedance/HappyHorse/LTX/WAN video, music/lyrics, hosted chat, durable workflows, replay records, and multi-step creative workflows. Invoke when the user asks to "draw", "generate", "create an image", "make a video", "animate", "make music", "apply a style", or "generate me as a superhero".
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roin-orca Bundle Find SkillsHelps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
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stickerdaniel Skill 2 Repro IssueReproduce a single LinkedIn-MCP issue locally on the current branch against the real authenticated LinkedIn session at ~/.linkedin-mcp/profile/, using the MCP streamable-http server. Captures the exact failure mode (tool output, error, missing data) and maps it back to the scraper code path. Use when the user says "reproduce
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stickerdaniel Skill 3 Verify Pr FixCheck out a candidate PR locally, restart the MCP server on the PR branch, re-run the exact same MCP tool call that failed in /2-repro-issue, diff the outputs, and audit the fix for locale-independence, DOM-stability, and scope per CLAUDE.md scraping rules. Use when the user says "verify PR
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stickerdaniel Skill Linkedin MCPUse LinkedIn data for profile, company, job, post, feed, inbox, recruiting, and outreach work through the bundled LinkedIn MCP server. Use only for an explicit LinkedIn request.
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study8677 Bundle Agent Repo InitOne-click initialization of a multi-agent repository from the RepoBrain template. Use this skill when users want to scaffold a new project quickly (`quick` mode) or with runtime defaults (`full` mode) including MCP toggle, swarm preference context, sandbox type, and optional git init. LLM configuration is handled later by rb-setup.
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study8677 Bundle Graph RetrievalExposes graph-based retrieval as a tool capability via `query_graph`. Reads normalized graph store files, builds a query-relevant subgraph, and returns LLM-friendly semantic triples with replayable evidence metadata.
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pinkpixel-dev Bundle Mem0 APIComplete reference for building applications with the Mem0 memory API and SDK — a persistent, self-improving memory layer for LLM agents and chatbots. ALWAYS use this skill when the user mentions: "mem0", "mem0ai", "MemoryClient", "Memory()", "memory layer for AI", "persistent agent memory", "long-term memory for chatbots", "cross-session memory", or any request to add memory to AI agents/assistants that survives between conversations. Also trigger when discussing: adding/searching/updating/deleting memories, entity-scoped memory (user_id/agent_id/run_id), Mem0 MCP server integration, Mem0 webhooks, mem0.ai, or migrating from OSS to Platform. If the user wants AI to "remember" things about users across sessions, this skill is almost certainly what they need — trigger it even if they don't mention Mem0 by name.
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agent-network-protocol Bundle Anp AgentANP 协议跨 Agent 调用技能。通过 did:wba 去中心化身份,调用 ANP 网络中的任意 Agent(如高德地图、酒店预订、快递查询等)。当用户提到 ANP、调用 Agent、订酒店、查快递、查地图、路线规划时触发此技能。
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aramisfacchinetti Skill Remote AgentDelegate work to external A2A agents using the remote_agent tool.
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coderxjeff Bundle EvolEvol channel plugin for OpenClaw — configure and use. Covers single/multi identity configuration, strict 1:1 binding policy (agentId <-> accountId), agent.md creation/sync, daily usage (send messages, sync/status per identity, session behavior, permissions), rank/search API, group chat, and troubleshooting.
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chris1wang3 Bundle Skill Quality ScorerDeterministic TRACE+ quality scorer for Agent Skills (SKILL.md): six dimensions T-R-F-S-I-E, 30 sub-items, merges TRACE, good-skill authoring reverse-rubric (Extra08/skill-creator), and ClawHub meta-skills (skill-reviewer, skill-quality-audit). Use when scoring, rating, auditing, or comparing skills; or says「给技能打分」「技能评分」「和同类 skill 差在哪」「是否符合规范」. Runs static_audit.py first; outputs JSON + Markdown. Not TRACE-only.
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tddworks Skill Fix BugGuide for fixing bugs in ClaudeBar following Chicago School TDD and rich domain design. Use this skill when: (1) User reports a bug or unexpected behavior (2) Fixing a defect in existing functionality (3) User asks "fix this bug" or "this doesn't work correctly" (4) Correcting behavior that violates the user's mental model
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rediscode Bundle Agent Coding GuideUse when the user asks for a code change, new feature, bug fix, refactor, or to start or scaffold a new project.
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angga30 Skill LLM Application Dev Langchain AgentYou are an expert LangChain agent developer specializing in production-grade AI systems using LangChain 0.1+ and LangGraph.
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angga30 Bundle LLM Application Dev Prompt OptimizeYou are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati
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dimonier Bundle Agent Skill BuilderGuide for deciding when to create agent skills, how to design them well, and what anti-patterns to avoid. Use when: (1) creating a new skill, (2) deciding between skills vs AGENTS.md vs MCP vs Memory, (3) reviewing an existing skill for quality, (4) unsure if a skill is needed at all.
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dimonier Bundle Episteme CompactionLossless compaction of epistemes: prose ↔ compact typed-slot notation (F4-F5, ~65% token savings) with a source-claims vs [bracketed] split and reconstruction back to source. Use for AI-agent or FPF-literate-human output needing token economy and auditability. NOT narrativization. Depends on fpf-core.
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angryjay91 Skill Agent EarthWalk any city in the world and publish to Agent Earth (agent-earth-oscar.vercel.app). Use when asked to explore, walk, or travel to a city/neighborhood. Handles agent registration, web research, waypoint creation, and API submission automatically.
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vinkius-labs Bundle Mcpfusion DevelopmentHow to build production MCP servers with MCP Fusion using the MVA (Model-View-Agent) pattern. Use this skill whenever writing, modifying, or reviewing MCP Fusion code — including tools, Presenters, Models, middleware, prompts, routers, tests, or server configuration. Activate even when the user just says "create a tool", "add an endpoint", "write a Presenter", or mentions @mcpfusion/core, defineModel, definePresenter, initMCPFusion, FluentToolBuilder, or any MCP Fusion API. This skill covers the entire framework surface.
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pinmeto Skill ReleaseVersion, changelog, and release workflow for this MCP server using Changesets. Use when adding a changeset, cutting a release, bumping the version, or publishing to npm/GitHub.
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emasoft Bundle Pss UsageUse when interpreting element suggestions or troubleshooting PSS. Used by pss-agent-profiler. Trigger with /pss-status.
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emasoft Bundle Pss Agent TomlUse when creating .agent.toml profiles. Trigger with /pss-setup-agent. Loaded by pss-agent-profiler. AI selects elements, validates coherence.
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 News (Free Tier), anp-agent, evol. 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.