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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mengto Bundle 3d Sky BackgroundCreate a camera-correct sky background for a 3D scene with a procedural atmosphere or panorama, horizon haze, aligned sunlight, and coherent environment lighting. Use for architectural skies, outdoor 3D backgrounds, golden hour, and day-to-night sky transitions.
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mengto Bundle 3d High Poly ModelsCreate or integrate highly detailed 3D models with smooth silhouettes, shaped surfaces, believable bevels, and close-up geometry, then prepare suitable runtime LODs and loading. Use when a user requests high polygon counts, ultra-realistic models, detailed architectural assets, or removal of visibly faceted geometry.
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mengto Bundle 3d Retina ResolutionRender a 3D canvas sharply on Retina and HiDPI displays, including explicit 200 percent resolution, synchronized renderer and post-processing sizes, correct pointer coordinates, and measured quality fallbacks. Use for blurry WebGL output, 2x rendering, high-resolution previews, and display-density changes.
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mengto Bundle 3d High Resolution TexturesBuild sharp, physically coherent high-resolution materials for 3D rendering with appropriate PBR maps, texel density, UV direction, mipmaps, anisotropic filtering, and progressive asset delivery. Use for detailed wood, stone, fabric, foliage, and architectural close-ups without excessive download or GPU memory costs.
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mengto Bundle Codex Gpt Image 2 5 FlareGenerate or edit artwork with built-in Codex image gen, especially transparent PNG ornaments, game sprites, emblems, and UI graphics. Use when the user requests GPT 2.5 Flare, /codex-gpt-image-2-5-flare, or this built-in transparent-asset workflow. Includes alpha verification, prompt preservation, and optional project integration.
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othmanadi Bundle Planning With Files 2Persistent file-based planning for multi-step AI-agent work. Keeps task_plan.md, findings.md, and progress.md on disk; lifecycle hooks inject selected project planning context. Automatic recovery reads project planning files only. Explicit session-catchup.py --metadata reads same-project local agent session records and emits aggregate counts only; --replay may emit bounded nonce-framed excerpts. Optional gated mode can request continuation only when the host supports it and never runs commands declared in Markdown. The skill has no network upload path. Use for research or work needing 5+ tool calls.
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958877748 Bundle Agent派遣任务给 opencode agent 执行,自动记录处理过程到独立日志文件
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janjaszczak Skill MCP ApifyUse Apify Actors for scraping/data acquisition pipelines. Use when data collection from websites is required and needs repeatable runs.
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janjaszczak Skill MCP GrafanaQuery dashboards/logs/alerts to support incident analysis and regressions. Use when troubleshooting involves observability, incidents, latency, error rates.
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janjaszczak Skill MCP PostmanUse Postman MCP to inspect/maintain collections, environments, and API workflows; generate or validate requests and tests. Use when API verification or collections are the source of truth.
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janjaszczak Skill MCP Github OpsUse GitHub MCP for issue/PR context, diffs, reviews, and automations. Use when the task references PR/issue numbers, review requests, or requires repo metadata beyond local git.
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janjaszczak Skill MCP PlaywrightAutomate browser flows and capture evidence (screenshots, console/network errors). Use for UI verification, repro steps, and end-to-end smoke tests.
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janjaszczak Skill MCP Neo4j Memory OpsUse Neo4j memory MCP for creating/updating linked memories (entities, relations), de-duplication (DRY), and retrieval queries for project continuity. Use when saving global learnings or querying graph relationships.
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janjaszczak Skill Migration And Doc ConsolidationExecute end-to-end migrations and consolidate docs/scripts (remove dead files, keep canonical runbooks). Use when changing runtime model, reorganizing repo, or doing “repo cleanup”.
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prisma-labs-dev Bundle SwiftdataAPI reference: SwiftData. Query for @Model, ModelContext, @Query, schema migrations.
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martinholovsky Bundle MCPModel Context Protocol (MCP) Skill
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yangliangwei Skill Personalhub StatusCheck PersonalizationMCP integration health and MCP tool exposure profile. Use when users ask whether setup/config is correct, whether credentials are ready, or to quickly diagnose platform readiness before deeper tasks.
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miles990-skillpkg Skill Debug Helper除錯輔助,包裝 PAL MCP 的 debug 功能,提供系統化問題診斷
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miles990-skillpkg Skill Code Reviewer程式碼審查,包裝 PAL MCP 的 codereview 功能
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openai Bundle Changeset ValidationValidate changesets in openai-agents-js using LLM judgment against git diffs (including uncommitted local changes). Use when packages/ or .changeset/ are modified, or when verifying PR changeset compliance and bump level.
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code-yeongyu Bundle Ulw Plan 5ACTIVATES ONLY on an explicit user request for the ulw-plan workflow: the user themselves saying ulw-plan, ulw plan, /skill:ulw-plan, or asking in their own words for a work plan before coding. NEVER self-activates: a bare ulw/ultrawork run, an agent-side routing decision, or reading this file is not a request, and the plan-gated reviewers (metis/momus) stay locked without a user request plus a written .omo/plans plan file. Explore-first planning consultant (Prometheus) that grounds in the codebase, asks only the forks exploration cannot resolve - or researches them to best practice when the intent is fuzzy - waits for explicit approval, then writes ONE decision-complete work plan a worker executes with zero further interview. Triggers: ulw-plan, ulw plan, plan this, make a plan, plan before coding, interview me, break this down, start planning, plan mode.
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corygabrielsen Skill AlgebrasResearch, brainstorm, and form opinions around the space of reasonable algebras that can model and solve the problem set.
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corygabrielsen Skill AlgebraizeNormalize ad-hoc, surface-level, implementation-local commenting/documentation into algebraic, invariant-explicit, proof-oriented form. Keep it model-level, stable under renaming and transplantation.
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motlin Skill Markdown Add TaskAdd a self-contained task to .llm/todo.md. Use when the user asks to add one task or append work to the markdown task list.
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motlin Skill Markdown Do One TaskFind and implement the next incomplete task from .llm/todo.md.
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boltaai Bundle Bolta Team Rotate KeyRotate or revoke an existing API key for a human or agent principal, issuing a replacement key.
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boltaai Bundle Bolta Audit Export ActivityExport audit/activity events for a workspace (agent + human actions) for debugging and compliance.
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boltaai Bundle Bolta Team Create Agent TeammateCreate an agent identity (service account) inside a workspace and issue an API key with least privilege.
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bcastelino Bundle Embedding StrategiesSelect and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific dom...
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tondevrel Bundle DowhyDoWhy — Causal Inference
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sammcj Skill HandoffCreate a handoff document for the current conversation, ready for another agent to pick up.
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joelhooks-joelclaw Bundle RecallFan-out search across all memory sources when context is unclear or vaguely referenced. Triggers on: 'from earlier', 'remember when', 'what we discussed', 'that thing with', 'the conversation about', 'did we ever', 'what happened with', 'you mentioned', 'we talked about', 'earlier today', 'last session', 'the other day', or any vague reference to past context that needs resolution before the agent can act.
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joelhooks-joelclaw Bundle Gateway SetupSet up a persistent AI agent gateway on macOS with Redis event bridge, heartbeat monitoring, and multi-session routing. Interactive Q&A to match your intent — from minimal (Redis + extension) to full (embedded daemon + Telegram + watchdog). Use when: 'set up a gateway', 'I want my agent always on', 'event bridge', 'heartbeat monitoring', 'agent notifications', or any request to make an AI agent persistent and reachable.
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joelhooks-joelclaw Skill Session Search 2Search captured agent Runs and raw local/remote Pi sessions, especially flagg sessions, using the joelclaw sessions bridge. Use when the user asks to search sessions, find prior flagg/Panda/pi/codex/claude context, recover conversation history, verify session indexing, or bypass stale rag_search_sessions/Typesense results.
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joelhooks-joelclaw Skill Gateway DiagnoseDiagnose gateway failures by reading daemon logs, session transcripts, Redis state, and OTEL telemetry. Full Telegram path triage: daemon process → Redis channel → command queue → pi session → model API → Telegram delivery. Use when: 'gateway broken', 'telegram not working', 'why is gateway down', 'gateway not responding', 'check gateway logs', 'what happened to gateway', 'gateway diagnose', 'gateway errors', 'review gateway logs', 'fallback activated', 'gateway stuck', or any request to understand why the gateway failed. Distinct from the gateway skill (operations) — this skill is diagnostic.
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existential-birds Skill Pydantic AI TestingTest PydanticAI agents using TestModel, FunctionModel, VCR cassettes, and inline snapshots. Use when writing unit tests, mocking LLM responses, or recording API interactions.
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 3d-sky-background, 3d-high-poly-models, 3d-retina-resolution. 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.