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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abzhaw Skill MCP Client PatternsConnecting to MCP servers, tool invocation, session management. Use when the orchestrator or any agent needs to call tools on an MCP server (bridge, cowork-mcp).
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abzhaw Bundle Monorepo ManagementMaster monorepo management with Turborepo, Nx, and pnpm workspaces to build efficient, scalable multi-package repositories with optimized builds and dependency management. Use when setting up monor...
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abzhaw Skill Julia RelayRelay incoming Telegram messages to Julia via the local MCP bridge server (http://localhost:3001). Use whenever a user sends a message that requires Julia's intelligence to answer. Forward the message, wait for Julia's reply, then send it back to the user.
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abzhaw Skill Agent Memory SystemsShort/long-term memory for LLM agents — vector stores, context window management, memory consolidation. Use when Julia needs to remember user preferences, past decisions, or conversation history across sessions.
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abzhaw Bundle Debugging StrategiesMaster systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use when investigating bugs, performance iss...
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abzhaw Bundle E2e Testing PatternsMaster end-to-end testing with Playwright and Cypress to build reliable test suites that catch bugs, improve confidence, and enable fast deployment. Use when implementing E2E tests, debugging flaky...
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abzhaw Skill Notification SystemsPush notifications, alerting, escalation chains, multi-channel delivery. Use when Julia needs to alert Raphael via Telegram, or when designing escalation paths for agent failures.
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abzhaw Skill Openclaw IntegrationOpenClaw CLI, gateway setup, pairing, agent skills, and relay patterns. Use when configuring Julia's Telegram gateway, debugging pairing issues, or extending OpenClaw with new skills.
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abzhaw Skill Todo Workflow DesignTODO systems for agents, TASK-NNN format, agent-readable specs. Use when creating, reading, or managing tasks in Julia's todo/ directory.
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abzhaw Bundle Julia BridgeOperate and maintain the Julia MCP bridge server (start/stop, health checks, send/receive flows, queue inspection) so OpenClaw and Julia stay in sync.
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kortix-ai Skill Codex CLIDrive OpenAI's Codex CLI (`codex exec`) as a non-interactive coding sub-agent from inside Claude Code. Load WHENEVER you want to delegate a coding/analysis/refactor task to Codex, get a second opinion / adversarial review from another model, fan out parallel agents across files or worktrees, or run a long mechanical job while you stay the planner. Covers the exact `codex exec` flags, sandbox tiers, output capture, JSON/schema modes, session resume, parallel fan-out, and the mandatory "delegate → capture → independently verify, never trust the self-report" supervision loop.
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kortix-ai Skill Claude CodeDrive Anthropic's Claude Code CLI (`claude -p`) as a non-interactive coding sub-agent from inside Codex. Use when you want to delegate a coding/analysis/refactor task to Claude, get a second opinion / adversarial review from another model, hand off long-context planning, or fan out parallel agents. Covers the exact `claude -p` flags, permission modes, output capture, JSON/stream-json modes, session resume, parallel fan-out, and the mandatory "delegate → capture → independently verify, never trust the self-report" supervision loop.
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abzhaw Skill Deployment ProceduresProduction deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.
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abzhaw Skill Nodejs Best PracticesNode.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.
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abzhaw Skill Thesis Agent WorkflowAgent-assisted thesis writing loops, draft-review-revise cycles. Use when the thesis agent is writing, expanding, or refining sections of Raphael's master's thesis.
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abzhaw Skill Juliaz Agent BuilderScaffolding and creating new agents or sub-agents within the juliaz_agents ecosystem. Trigger whenever Raphael wants to create a new agent, add a new sub-agent, define a new agent's personality/identity, set up agent heartbeats, or modify an existing agent's SOUL/IDENTITY/TOOLS/AGENTS files. Also trigger when discussing agent conventions, the SOUL.md pattern, or how agents should be structured in this project. If someone says 'new agent', 'create an agent', 'agent personality', 'SOUL.md', or 'add a bot' — this is the skill to use.
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abzhaw Skill Agents SystemManage the OpenClaw agent system end-to-end (agents/, skills/, MCP servers) so the workspace stays healthy.
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abzhaw Skill LLM Prompt EngineeringDesign effective system prompts, few-shot examples, chain-of-thought instructions, and output constraints for LLM agents. Use when writing or tuning prompts for Julia's orchestrator, cowork-mcp, or any sub-agent.
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abzhaw Skill Message Queue PatternsQueue design, polling vs push, persistence, dead-letter handling. Use when working with the bridge's queue.json or designing message flow between agents.
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abzhaw Skill Pm2 Process ManagementPM2 config, ecosystem files, restart strategies, log management, cron jobs. Use when configuring Julia's services, debugging crashes, or adding new managed processes.
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abzhaw Skill RAG Retrieval PatternsRetrieval-augmented generation patterns — chunking, embedding, vector search, and reranking. Use when Julia needs to search through documents, research papers, logs, or knowledge bases.
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abzhaw Bundle Openapi Spec GenerationGenerate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when creating API documentation, generating SDKs, or ensuring API contract compliance.
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abzhaw Skill Research Paper AnalysisExtracting key points, methodology analysis, literature review patterns. Use when Julia's thesis agent needs to process research papers for Raphael's master's thesis.
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abzhaw Skill Juliaz Agent ArchitectArchitecture patterns and anti-patterns for Julia's multi-agent system. Trigger when making architectural decisions — adding agents, changing message flow, redesigning tool registries, or evaluating the system's structure. Also trigger for: 'architecture', 'system design', 'how should agents work together', 'add a new agent', 'agent patterns', or any structural question about the multi-agent system.
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avav25 Skill Context LoadUse this skill when assembling a subagent prompt and you need its context kept small and on-topic (db-engineer gets DB sections, ui-ux-designer gets UI/UX sections, etc.) — to load a per-role slice of project context from CLAUDE.md / AGENTS.md / ARCHITECTURE.md / project memory and return Markdown ready to embed in a subagent prompt.
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abzhaw Skill Medium ResearchAmbient research agent for tracking Medium articles relevant to the agentic system project. Scans liked posts and discovers new articles on topics like multi-agent orchestration, autonomous AI, tool-calling patterns, and agentic workflows. Summarizes findings and bubbles up skill ideas to Julia.
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abzhaw Skill Telegram Bot DevelopmentTelegram Bot API, polling, webhooks, message formatting, inline keyboards, and file sending. Use when building or extending Julia's Telegram communication layer via OpenClaw.
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abzhaw Skill Agent Orchestration PatternsLoop patterns, delegation strategies, retry logic, and multi-agent coordination. Use when designing or debugging Julia's orchestrator loop, sub-agent delegation, or inter-agent communication via bridge/MCP.
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abzhaw Skill Openclaw Self ManageSelf-management skill for the OpenClaw agent. Use when you need to check your own health, diagnose gateway issues, inspect channel status, or restart the gateway. Run this before reporting any connectivity issue to Raphael.
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abzhaw Skill Skill AuditorAudit all skill registries in the juliaz_agents ecosystem for duplicates, near-duplicates, empty skills, and merge candidates. Use this when asked to "clean up skills", "find duplicate skills", "audit the agent system", or "what skills are redundant?". Always produces a JSON findings report and a prioritized list of proposals for Raphael to approve via Telegram.
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abzhaw Skill Port ScanScan all open ports on localhost and detect unexpected listeners across all services
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abzhaw Skill Draft WriterSchreibt Erstentwuerfe in deutschem Wissenschaftsstil als LaTeX. Nimmt Notizen, Stichpunkte und Session-Logs als Input und produziert akademische Prosa.
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abzhaw Skill Telegram ApprovalHuman-in-the-loop approval via Telegram. Use whenever the ADHD agent needs Raphael's permission before taking an action. Sends a structured proposal message directly via the Telegram Bot API, then polls for YES/NO/LATER reply. Never acts without a YES. Treats timeout as NO and snoozes the finding.
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abzhaw Skill Latex BuilderLokale LaTeX-Kompilierung auf dem Mac Mini. Fehlerbehandlung, Paketverwaltung, Template-Setup. Kompiliert die Thesis zu PDF.
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abzhaw Skill Code To ThesisLiest juliaz_agents-Quellcode (READ-ONLY) und extrahiert Architekturmuster, Code-Beispiele und Implementierungsdetails fuer die Thesis. Formatiert als LaTeX-Listings.
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abzhaw Skill Research ScoutSucht und analysiert akademische Literatur. Findet relevante Papers, erstellt strukturierte Zusammenfassungen. Zitiert NIEMALS — schlaegt nur vor.
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 mcp-client-patterns, monorepo-management, julia-relay. 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.