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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yangaobo0235 Bundle Write Interview NotesCreate, rewrite, merge, and audit Chinese software-engineering interview notes in Obsidian Markdown using numbered E sections, numbered Q questions, complete blue first-round answers, and optional non-repetitive green deep dives. Use for Java or Agent interview knowledge, resume-based internship and project experience notes, self-introductions, PDF-to-Markdown conversion, old-note consolidation, deduplication, restructuring, completeness upgrades, and accuracy or evidence-boundary reviews.
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yangaobo0235 Bundle Run Interview Note DefenseRun a resume-bounded, multi-round interview attack-and-defense workflow with three isolated Codex tasks: an interviewer, a candidate, and a recorder. Use when rebuilding Chinese internship or project interview notes from a resume plus current/old notes, when the user wants one-question-at-a-time follow-ups, separate role contexts, complete attack records, conflict correction, and a final Obsidian Markdown rewrite with blue direct answers and green deep dives. Supports Java backend, AI application, Agent, internship, and personal-project experience notes. Trigger for Chinese requests such as 多轮攻防、模拟面试、实习经历、项目经历、面试官与面试者分离、重新整理面试笔记.
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youliang-zhu Bundle Harness SetupSet up or clean up a user-specified docs harness for a project area, while keeping AGENTS.md and harness_management.md unique at the repository root. Use when Codex needs to create or adopt scoped documentation under a directory such as evals/, training/datapipe/, or training/grpo/: docs/idea, docs/architecture, and docs/testing. Also use when an existing area's docs are messy, stale, duplicated, or need a clean agent-facing documentation structure.
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pinecone-io Skill Pinecone Query 2Query integrated indexes using text with Pinecone MCP. IMPORTANT - This skill ONLY works with integrated indexes (indexes with built-in Pinecone embedding models like multilingual-e5-large). For standard indexes or advanced vector operations, use the pinecone-cli skill instead. Requires PINECONE_API_KEY environment variable and Pinecone MCP server to be configured.
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pinecone-io Bundle Pinecone Quickstart 2Interactive Pinecone quickstart for new developers. Choose between two paths - Database (create an integrated index, upsert data, and query using Pinecone MCP + Python) or Assistant (create a Pinecone Assistant for document Q&A). Use when a user wants to get started with Pinecone for the first time or wants a guided tour of Pinecone's tools.
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srid Bundle Hickey 3Evaluate code (especially LLM-generated) for structural simplicity using Rich Hickey's "Simple Made Easy" framework. Use this skill whenever reviewing a PR, diff, or code snippet for accidental complexity — particularly when the code was generated by an AI coding assistant and line-by-line review isn't feasible. Also use when the user asks about complecting, simplicity vs. easiness, structural coupling, or concept deduplication. Trigger on phrases like "is this simple", "does this complect", "review for complexity", "structural analysis", or any reference to Hickey, Simple Made Easy, or grey-box review.
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zaks-io Bundle Ziw Code Review 2Use for code review when explicitly requested, when Agent Review performs an independent review, or when an implementation or PR agent judges that author QA would materially improve confidence in committed changes, a working tree, a PR branch, or a main-branch range.
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deonmenezes Skill You Web 2Use You.com MCP tools for current web search, URL content extraction, cited web synthesis, and x402-aware web access.
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deonmenezes Skill You Free 2Use the free You.com MCP profile for unauthenticated basic web search with `you-search` only.
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deonmenezes Skill You Finance 2Route finance questions to an existing local script, a new You.com Finance Research API call, or an MCP payment-aware fallback.
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deonmenezes Skill You Discover 2Route You.com integration planning through the you-discover MCP tool, AI Catalog entries, Docs MCP, and direct API options.
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deonmenezes Bundle You Research 2Route research tasks between a cost-conscious agentic search workflow, You.com Research API scripts, and managed or payment-aware MCP fallback.
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igniteui Bundle Igniteui Wc Generate From Image Design 2Implement application views from design images using Ignite UI Web Components. Uses MCP servers (igniteui-cli, igniteui-theming) to discover components, generate themes, and follow best practices. Triggers when the user provides a design image (screenshot, mockup, wireframe) and wants it built as a working view with Ignite UI Web Components. Also triggers when the user asks to "implement this design", "build this UI", "convert this mockup", or "create a page from this image" in an Ignite UI Web Components project.
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jangtrinh Bundle Img2threejsTurn an object or character reference image into a quality-gated, animation-ready procedural Three.js model built in code. Use for image-to-3D reconstruction, detail-accurate object rebuilds, stylized/likeness-maximized human characters, sculpt specs, and staged code generation.
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jangtrinh Bundle Img2threejs 2Turn an object or character reference image into a quality-gated, animation-ready procedural Three.js model built in code. Use for image-to-3D reconstruction, detail-accurate object rebuilds, stylized/likeness-maximized human characters, sculpt specs, and staged code generation.
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jangtrinh Bundle Blender Agent CoreCore discipline for ANY Blender/bpy work — contract-first, purpose-first (render-only / print / both), knowledge routing, execute-verify-refine loop with the AGENT_OK/AGENT_FAIL sentinel contract, numeric-first verification, Form gate before delivery media, production gate before delivery. Activate for every task that touches Blender, before any domain skill.
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jangtrinh Bundle Blender Knowledge WorkbenchRetrieve and apply this Blender project's knowledge, engineering research and portable reference methods through a checked local catalog and bounded task workflows. Use when refreshing knowledge, compiling workflow/skill references, choosing sources or assembling a Blender task reading pack; scene execution remains owned by blender-agent-core.
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kinarasystems Skill CorrelateAnswer a question across ALL your connected data sources and correlate the results — root-cause, health, or triage for playground / bring-your-own-source environments where you connected your own MCP data sources. The default when you've connected your own sources.
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kinarasystems Skill InvestigateOpen-ended health questions about a Sauble-curated environment (e.g. "any unhealthy access points?"). Sauble-curated environments only — for playground / bring-your-own-source environments where you connected your own MCP sources, use the correlate skill instead.
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kinarasystems Skill Triage AlertsBrowse recent RCA/alert sessions in a Sauble-curated environment and drill into the most important one. Sauble-curated environments only — for playground / bring-your-own-source environments where you connected your own MCP sources, use the correlate skill instead.
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kinarasystems Skill Root Cause AlertRoot-cause a specific incident/alert in a Sauble-curated environment (device/site/client symptoms). Sauble-curated environments only — for playground / bring-your-own-source environments where you connected your own MCP sources, use the correlate skill instead.
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sigmacomputing Bundle Sigma Data ModelsCreate, retrieve, or modify a Sigma data model spec (the JSON/YAML semantic-layer definition with sources, columns, metrics, relationships, filters, controls, folder groupings, and column-level security) by calling the Sigma REST API directly. Use when the user wants to author a new data model from a description, export/inspect/download an existing model's spec, edit columns or metrics, change a model's source, add relationships or row-level filters, or otherwise round-trip a data model through code. Requires an SIGMA_API_TOKEN — obtain via the sigma-api skill first.
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keep-starknet-strange Bundle Starknet Network Facts 2Starknet network-level constraints and protocol facts that impact contract safety and agent reasoning.
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udecode Bundle Sync Vision 3Sync root VISION.md from changed human and agent inputs; use when project taste, doctrine, or maintainer judgment should learn from recent plans, docs, skills, reviews, or repeated misses.
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incidentfox Skill Observability 2Log, metric, and trace analysis methodology. Use when analyzing logs, investigating errors, querying metrics, or debugging production issues.
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incidentfox Skill Knowledge Base 2Knowledge Base
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incidentfox Bundle Database Postgresql 2PostgreSQL database inspection and queries. Use when investigating table schemas, running queries, checking locks, replication status, or long-running queries.
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xpozpublic Skill Lead Gen Scan 2One-shot buying-intent lead scan across Reddit, Twitter, Instagram, and TikTok. Finds fresh posts from people actively asking for what your product does or frustrated with competitors, qualifies them, and reports prioritized leads for human engagement. Powered by billions of indexed posts via Xpoz MCP.
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xpozpublic Skill Geo Visibility Check 2One-shot GEO audit: does your brand appear in Claude, ChatGPT, and Gemini answers for the buyer questions that matter? Runs a prompt panel through the engines with citation tracing and reports per-prompt verdicts, who wins instead, and which sources the answers come from.
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xpozpublic Skill Creator Authenticity Score 2Vet Instagram creators before a sponsorship: view-based engagement rate, bot and spam share of their comments, and a 0-100 authenticity score for one creator or a whole list. Influencer vetting and partner selection on billions of indexed posts via Xpoz MCP.
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zilliztech Bundle Memory To Skill 2Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under .memsearch/skill-candidates/, not the host agent's own skills system.
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bsamiee Bundle Hooks Builder 2Builds Claude Code and Codex hooks — enforcement, where a rule the model keeps ignoring becomes a deterministic exit-2 block, one body serving both providers. Use for PreToolUse gates, PostToolUse formatting/redaction, PermissionRequest auto-approval, SessionStart injection, Stop/SubagentStop continuation, PreCompact extraction, async guardrails, and Codex hooks.json/config.toml adapters.
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agentworkforce Skill Using Agent Relay 2Use when you are a registered relay agent (a spawned worker, or a lead that called register_agent) coordinating with peers in real time over current Agent Relay MCP tools - messaging, channels, threads, reactions, search, inbox, actions, and worker spawn/release. For role selection and orchestrator startup instructions, use https://agentrelay.com/skill and the orchestrating-agent-relay skill.
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scalekit-inc Skill Adding MCP OAUTH 2Guides users through adding OAuth 2.1 authorization to Model Context Protocol (MCP) servers using Scalekit. Use when setting up MCP servers, implementing authentication for AI hosts like Claude Desktop, Cursor, or VS Code, or when users mention MCP security, OAuth, or Scalekit integration.
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scalekit-inc Skill Integrating Agent Auth 2Integrates Scalekit Agent Auth into a project to handle OAuth flows, token storage, and automatic refresh for third-party services (Gmail, Slack, Notion, Calendar). Use when a user needs to connect to an external service, authorize OAuth access, fetch access or refresh tokens, or execute API calls on behalf of a user.
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cristoslc Bundle Swain Init 3Project onboarding and session entry point for swain. On first run, performs full onboarding: migrates CLAUDE.md to AGENTS.md, verifies vendored tk, configures pre-commit security hooks, and offers swain governance rules — then writes a .swain/init.json marker. On subsequent runs, detects the marker and runs the per-session fast path (greeting, focus lane, session state). Use as a single entry point — it routes automatically. Triggers also on: 'session', 'session info', 'focus on', 'tab name'.
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 write-interview-notes, run-interview-note-defense, harness-setup. 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.