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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zuoguyoupan2023 Skill PostizPostiz is a tool to schedule social media and chat posts to 28+ channels X, LinkedIn, LinkedIn Page, Reddit, Instagram, Facebook Page, Threads, YouTube, Google My Business, TikTok, Pinterest, Dribbble, Discord, Slack, Kick, Twitch, Mastodon, Bluesky, Lemmy, Farcaster, Telegram, Nostr, VK, Medium, Dev.to, Hashnode, WordPress, ListMonk
- zuoguyoupan2023 Bundle Cuopt Developer
Modify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI). Use for solver internals, PRs, DCO, and code conventions.
- zuoguyoupan2023 Bundle Kibana Vega
Create Vega and Vega-Lite visualizations with ES|QL data sources in Kibana. Use when building custom charts, dashboards, or programmatic panel layouts beyond standard Lens charts.
- zuoguyoupan2023 Skill Lean Ctx 2
Context Runtime for AI Agents — 67 MCP tools, 10 read modes, 60+ shell patterns, tree-sitter AST for 18 languages. Compresses LLM context by up to 99%. Use when reading files, running shell commands, searching code, or exploring directories. Auto-installs if not present.
- zuoguyoupan2023 Bundle Observability Logs Search
Search and filter Observability logs using ES|QL. Use when investigating log spikes, errors, or anomalies; getting volume and trends; or drilling into services or containers during incidents.
- zuoguyoupan2023 Skill Observability Manage Slos
Create and manage SLOs in Elastic Observability using the Kibana API. Use when defining SLIs, setting error budgets, or managing SLO lifecycle.
- zuoguyoupan2023 Skill Pm Skills
6 project management agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw. Senior PM, scrum master, Jira expert (JQL), Confluence expert, Atlassian admin, template creator. MCP integration for live Jira/Confluence automation.
- zuoguyoupan2023 Bundle Kibana Audit
Enable and configure Kibana audit logging for saved object access, logins, and space operations. Use when setting up Kibana audit, filtering events, or correlating Kibana and ES audit logs.
- zuoguyoupan2023 Bundle Vss Manage Video Io Storage
Use to call the VIOS REST API (sensor list, timelines, clip extraction, snapshots, add/delete sensors and streams). Not for VLM inference or search.
- zuoguyoupan2023 Bundle Pymc
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.
- zuoguyoupan2023 Skill Configs Create
Create and configure configs in LaunchDarkly. Helps you choose between agent vs completion mode, create the config, add variations with models and prompts, and verify the setup.
- zuoguyoupan2023 Skill Configs Update
Update, archive, and delete LaunchDarkly configs and their variations. Use when you need to modify config properties, change model parameters, update instructions or messages, archive unused configs, or permanently remove them.
- zuoguyoupan2023 Bundle Nemoclaw User Agent Skills
Describes the agent skills shipped with NemoClaw and how to access them by cloning the repository. Use when users ask about AI agent support, coding assistant integration, or the .agents/skills/ directory. Trigger keywords - nemoclaw agent skills, ai coding assistant, cursor, claude code, copilot.
- zuoguyoupan2023 Skill Wiki Init
Bootstrap a fresh LLM Wiki vault with the three-layer structure, schema files, and starter templates. Usage /wiki-init <path> --topic "<topic>" [--tool all|claude-code|codex|cursor|antigravity]
- zuoguyoupan2023 Skill Wiki Lint
Run a health check on the LLM Wiki vault — mechanical checks (orphans, broken links, stale pages, missing frontmatter, log gap, duplicates) plus semantic checks (contradictions, cross-reference gaps, concepts missing their own page). Outputs a markdown report with suggested actions. Usage /wiki-lint [--stale-days N] [--log-gap-days N]
- zuoguyoupan2023 Bundle Kibana Dashboards
Create and manage Kibana Dashboards and visualizations. Use when you need to define dashboards and visualizations declaratively, version control them, or automate their deployment.
- zuoguyoupan2023 Skill Observability Edot Java Migrate
Migrate a Java application from the classic Elastic APM Java agent to the EDOT Java agent. Use when switching from elastic-apm-agent.jar to elastic-otel-javaagent.jar.
- zuoguyoupan2023 Bundle Music
Generate music using ElevenLabs Music API. Use when creating instrumental tracks, songs with lyrics, background music, jingles, or any AI-generated music composition. Supports prompt-based generation, composition plans for granular control, and detailed output with metadata.
- zuoguyoupan2023 Bundle Elasticsearch Esql
Execute ES|QL (Elasticsearch Query Language) queries, use when the user wants to query Elasticsearch data, analyze logs, aggregate metrics, explore data, or create charts and dashboards from ES|QL results.
- zuoguyoupan2023 Bundle Simulation Failure Triage
Triage cross-code simulation failures and propose safe retry ladders for nonconvergence, NaN/Inf, exploding energies, unstable timesteps, pressure blow-up, missing potentials, bad pseudopotentials, corrupted output, and incomplete runs. Use when an agent sees a failed or suspicious materials simulation and needs a defensible first response.
- zuoguyoupan2023 Skill N8n MCP Tools Expert
Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, managing credentials, auditing instance security, or using any n8n-mcp tool. Provides tool selection guidance, parameter formats, and common patterns. IMPORTANT — Always consult this skill before calling any n8n-mcp tool — it prevents common mistakes like wrong nodeType formats, incorrect parameter structures, and inefficient tool usage. If the user mentions n8n, workflows, nodes, or automation and you have n8n MCP tools available, use this skill first.
- zuoguyoupan2023 Bundle Observability Service Health
Assess APM service health using SLOs, alerts, ML, throughput, latency, error rate, and dependencies. Use when checking service status, performance, or when the user asks about service health.
- zuoguyoupan2023 Skill Wiki Ingest
Ingest a source file from raw/ into the LLM Wiki — read, discuss, write summary page, update cross-references across 5-15 pages, regenerate index, append to log. Usage /wiki-ingest <path-to-source>
- zuoguyoupan2023 Skill Observability Edot Dotnet Migrate
Migrate a .NET application from the classic Elastic APM .NET agent to the EDOT .NET SDK. Use when switching from Elastic.Apm.* packages to Elastic.OpenTelemetry.
- zuoguyoupan2023 Skill Observability Edot Python Migrate
Migrate a Python application from the classic Elastic APM Python agent to the EDOT Python agent. Use when switching from elastic-apm to elastic-opentelemetry.
- zuoguyoupan2023 Bundle Elasticsearch Authn
Authenticate to Elasticsearch using native, file-based, LDAP/AD, SAML, OIDC, Kerberos, JWT, or certificate realms. Use when connecting with credentials, choosing a realm, or managing API keys. Assumes the target realms are already configured.
- zuoguyoupan2023 Bundle Elasticsearch Authz
Manage Elasticsearch RBAC: native users, roles, role mappings, document- and field-level security. Use when creating users or roles, assigning privileges, or mapping external realms like LDAP/SAML.
- zuoguyoupan2023 Bundle Scikit Learn
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building ML pipelines. Provides comprehensive reference documentation for algorithms, preprocessing techniques, pipelines, and best practices.
- zuoguyoupan2023 Skill Snippets
Create and manage prompt snippets — reusable text blocks referenced inside config variation prompts. Keeps common instructions, personas, and guardrails consistent across multiple configs.
- zuoguyoupan2023 Skill First Flag
Create a boolean first flag, add evaluation, toggle on/off for end-to-end proof. Parent onboarding Step 6; uses MCP, API, or ldcli; optional flag-create skill.
- zuoguyoupan2023 Skill Pkulaw MCP Law Retrieval
北大法宝原生 MCP 的法规/精准法条检索 Skill。当前本机已配置 `law-keyword`（检索法律法规-关键词）和 `fatiao`（精准查找法条-关键词），不得假定 `law-semantic`、`law-recognition` 等旧 MCP 可用。Use when：用户明确要找法规、规范性文件、司法解释、配套依据，或希望围绕一个法律问题先找相关法规材料；若已知法规名加条号，需要优先走精准法条。NOT for：案例检索、案号识别、网页端登录、网页详情页点击、复制网页 URL；网页兜底应转用户自建的 `pkulaw-legal-search`。须已配置并订阅法宝 MCP；禁止无检索依据编造法规名称、文号、条号或效力状态。
- zuoguyoupan2023 Bundle Cuopt Numerical Optimization API C
LP, MILP, and QP (beta) with cuOpt — C API only. Use when the user is embedding LP, MILP, or QP in C/C++.
- zuoguyoupan2023 Skill Configs Targeting
Configure config targeting rules to control which variations serve to different users. Enable percentage rollouts, attribute-based rules, segment targeting, and guarded rollouts.
- zuoguyoupan2023 Skill Pkulaw Legal Search
用户自建的北大法宝（pkulaw.com）网页/Computer Use 检索入口与兜底流程。用于 MCP 结果不足、需要登录网页详情页、需要复制/核验 URL、需要 IP/机构登录状态、或需要像人一样操作北大法宝网页时。当前本机也已配置三个北大法宝 MCP：检索法律法规-关键词、精准查找法条-关键词、检索司法案例-关键词；能用 MCP 时先用 MCP，网页/Computer Use 负责补查和核验。不要把本 skill 视为可被原生 MCP skill 替代的重复项。
- zuoguyoupan2023 Skill Nemoclaw User Monitor Sandbox
Inspects sandbox health, traces agent behavior, and diagnoses problems. Use when monitoring a running sandbox, debugging agent issues, or checking sandbox logs. Trigger keywords - monitor nemoclaw sandbox, debug nemoclaw agent issues.
- zuoguyoupan2023 Skill Claude Memory Kit
Persistent memory for Claude Code agents with an agent-audit-ritual architecture. User only talks; agent captures, audits, proposes promotions, and writes. Four layers — daily logs, hot cache (MEMORY.md), role-based reference skills (Anthropic-native, user-invocable: false), canonical rules. /close-day runs the audit ritual at end of day. Multi-project isolation via projects/<name>/. Zero external dependencies.
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 postiz, cuopt-developer, kibana-vega. 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.