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.
-
grp06 Skill Implement ExecplanExecute an ExecPlan from a work item under `.agent/work/` or, when necessary, from the older singleton `.agent/execplan-pending.md` flow. Use when the user asks to implement a plan, execute the pending plan, or resume blocked implementation work.
-
mathaix Skill Ocm DebuggingDebug OpenClaw Machines profile, auth, Worker routing, host enrollment, agent API, Firecracker, rootfs, and VM runtime behavior by choosing the right boundary and proof before changing code.
-
mathaix Skill Ocm IntegrationsUse OCM workspace integrations exposed by the native `mcp.servers.ocm` MCP server. Trigger when a user asks to use connected workspace apps or external SaaS tools such as Google Workspace, GitHub, Jira, Linear, Slack, Notion, custom REST APIs, OpenAPI tools, or remote MCP servers through OCM.
-
rilldata Skill Rill Model 3Detailed instructions and examples for developing model resources in Rill
-
pedronauck Bundle Deep Review 2Deep review of branch diffs, working trees, or GitHub PRs at any size. Use when the user asks for CodeRabbit-grade review, an incremental re-review after new pushes, publication of findings to a PR, a cross-LLM peer-review verdict round, or conformance review against spec artifacts. Don't use for applying fixes, reviewing specs or PRDs as documents, or quick single-file feedback.
-
pedronauck Bundle QA Execution 2Runs real-user dogfooding sessions through the product's public interfaces: a persona walks a journey in the browser, takes a thematic tour, probes edges, hunts paper cuts, and reports what a real user would experience. Reads its plan from the living QA docs tree (<qa-docs-path>, default docs/qa/). Use when validating a release candidate, branch diff, migration, or user-facing change against production-like behavior. For planning that tree — personas, journeys, charters, the bug registry — use qa-report; for CI gate runs, AI implementation audits, or integration/security/performance suites, use agent-output-audit.
-
pedronauck Bundle Writing Skills 2Author, refactor, and debug agent skills. Use when creating a new skill from scratch, pruning or restructuring a bloated SKILL.md, tightening a skill description's triggers, or diagnosing bundled references the agent ignores. Don't use for agent instruction files like CLAUDE.md or AGENTS.md (use writing-agents-md), general documentation, or READMEs.
-
pedronauck Skill Writing Agents Md 2Author lean AGENTS.md/CLAUDE.md instruction files — resident system-prompt context where every line pays rent. Use when writing an agent instruction file from scratch, auditing or trimming a bloated one, or gating whether a new rule earns residence and at which scope. Don't use for on-demand skills (use writing-skills) or human-facing docs and READMEs.
-
superior-trade Bundle Superior Trade Auth 2Use when an agent needs to register a Superior Trade account, verify an email OTP, configure x-api-key authentication, or recover from missing or invalid credentials before using the Unified API.
-
omicverse Bundle Single Cell Preprocessing With Omicverse 2Single-cell QC, normalization, HVG detection, PCA, neighbor graph, UMAP/tSNE embedding pipelines in OmicVerse (CPU/GPU).
-
omicverse Bundle Omicverse Visualization For Bulk Color Systems And Singl 2OmicVerse plotting: volcano, venn, boxplot, embedding, density, dotplot, convex hull, stacked bar, and Forbidden City color palettes.
-
lythos-labs Bundle Lythoskill Coach 2Analyzes SKILL.md files against Agent Skills best practices. Reviews body size, description quality, progressive disclosure, frontmatter usage, and context efficiency. Provides actionable optimization advice.
-
lythos-labs Bundle Lythoskill Dreaming 2Project memory consolidation — 夜有所梦 ("night dreams": the day's scattered notes get consolidated into long-term memory while "sleeping"). Daily (scribe) captures raw experience, weekly extracts patterns and anomalies, dreaming consolidates the accumulated memory into the single source of truth (SSOT). External review via a zero-knowledge subagent (a fresh agent with no conversation context — the same pattern Hermes Curator uses for forked-agent review), with cross-model validation via arena for critical docs.
-
raine Skill Collab 3Gemini and Codex collaboratively brainstorm solutions, building on each other's ideas across rounds. Agent synthesizes the best ideas into a plan.
-
raine Skill Debate 3LLMs propose and critique approaches, agent moderates the debate and synthesizes the best solution, then implements.
-
raine Skill Consult 3Consult an external LLM with the user's query.
-
raine Skill Collab Vs 3Claude brainstorms with an opponent LLM (Gemini or Codex) in alternating turns, building on each other's ideas. Synthesizes the best ideas into a plan.
-
raine Skill Debate Vs 3Claude debates an opponent LLM (Gemini or Codex) through multi-turn MCP conversation, then synthesizes the best approach and implements.
-
bigpengsays Bundle Oil Cover生成小红书和 B 站 AI 工具实操视频封面,支持脚本模式与 Agent 自主模式、真实视频证据、三画幅输出和可选创作者头像。仅在用户明确提到 oil-cover、$oil-cover、使用 oil-cover 或指定本 Skill 时触发;普通封面、首图、视频封面请求不要自动触发。
-
bigpengsays Skill Add Creator SkillsAdd creator-focused Agent Skills from one or more URLs into this catalog. Handles GitHub skill repos (including multi-skill trees), WeChat official-account articles, and other pages that introduce skills. Use when the user asks to add-creator-skills, 收录技能, 导入 skill, 从链接添加, ingest, vendor from url, or paste GitHub / 微信文章 / 公众号 links that describe skills.
-
kreuzberg-dev Skill Liter LLM 4Universal LLM API client for 165 providers with native bindings for 14 languages. Use when writing code that calls LLM APIs via liter-llm in Python, TypeScript, Rust, Go, Java, C#, Ruby, PHP, Elixir, WASM, or C, when running the OpenAI-compatible proxy, or when calling LLMs through the MCP server. Covers chat, streaming, tool calling, embeddings, image generation, speech, transcription, moderation, web search, OCR, reranking, provider routing, middleware, and configuration.
-
kreuzberg-dev Skill Calling Llms 5Use when sending chat completions through liter-llm and routing to a specific provider via the `provider/model` prefix. Covers the chat call shape, provider routing, model_hint, message roles, and error categories.
-
kreuzberg-dev Skill Tool Calling 5Use when defining functions/tools for an LLM to call through liter-llm, or requesting structured JSON outputs. Covers tool schemas, tool_calls handling, and response formats.
-
kreuzberg-dev Skill Running The Proxy 4Use when running the `liter-llm api` OpenAI-compatible gateway — virtual keys, per-key rate limits, budgets, cost tracking, and model routing. Covers the TOML config and the 22 REST endpoints.
-
kreuzberg-dev Skill Streaming Responses 4Use when streaming tokens incrementally from an LLM via liter-llm over SSE or async iterators. Covers chat_stream, delta handling, and null-content chunks.
-
kreuzberg-dev Skill Embeddings And Search 5Use when generating embeddings, calling the 12 web-search providers, or running OCR over documents with the 4 OCR providers through liter-llm. Covers embed, search, and ocr methods plus reranking.
-
anton-abyzov Skill Obsidian Brain 3Autonomous Obsidian vault management using the PARA + LLM Wiki pattern. Three operations: ingest (inbox to wiki + PARA routing), query (cross-vault synthesis), lint (health check). Scheduled via CronCreate 4x/day. Filesystem-only -- no Obsidian app dependency. Activate when the user mentions 'ingest', 'vault', 'wiki page', 'obsidian brain', 'vault lint', 'inbox', 'wiki index', 'knowledge base query', or wants to process, organize, query, or audit their Obsidian vault.
-
dokhacgiakhoa Skill Plan Writing 2Structured task planning with clear breakdowns, dependencies, and verification criteria.
505 -
dokhacgiakhoa Skill Behavioral Modes 2AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate).
505 -
dokhacgiakhoa Bundle I18N Localization 2Internationalization and localization patterns.
505 -
dokhacgiakhoa Skill Server Management 2Server management principles and decision-making.
505 -
dokhacgiakhoa Skill Powershell Windows 2PowerShell Windows patterns and pitfalls.
505 -
wubabalala Bundle Doc AuditDocumentation drift auditor and normalizer for CLAUDE.md / AGENTS.md projects (supports Claude Code, Codex, and any project using agent instruction files at root and/or per module). Use when the user says "audit docs", "check doc freshness", "doc drift", "docs out of date", "文档审计", "文档漂移", "检查文档", "文档同步", "memory index", "MEMORY.md check", "normalize docs", "整理文档", "更新文档", "update docs", "doc health", "文档健康". Also triggers implicitly when user mentions stale docs, wrong ports in CLAUDE.md / AGENTS.md, or missing memory entries.
-
a-attia Bundle Agent Resource DisciplineAgent Resource Discipline
-
ai-sns Bundle Draw ImageGenerate an image from a text prompt using the default OpenAI-like LLM config (gpt-image-1-mini or compatible image generation API). The image is uploaded to the gofile.io public file sharing service and ONLY the public download page URL is returned.
-
ai-sns Bundle A2a JSON Rpc CallCall a peer agent's A2A JSON-RPC endpoint. Supports tasks/send (send a task message) and tasks/get (query task status).
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 implement-execplan, ocm-debugging, ocm-integrations. 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.