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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tdimino Bundle Claude PeersDiscover, message, and coordinate AI coding agents (Claude Code, Codex CLI) running on the same machine via a shared Unix socket broker backed by SQLite. Supports cross-session task delegation, peer summaries, and session lifecycle management. Triggers on 'peer agents', 'cross-session communication', 'message Codex', 'inter-agent messaging', 'coordinate agents'.
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tdimino Bundle Codex OrchestratorThis skill should be used to spawn specialized OpenAI Codex CLI subagents for code review, debugging, architecture analysis, security audits, refactoring, documentation, comparative evidence adjudication, and autonomous /goal runs via AGENTS.md persona injection. Supports GPT-6-Astra across low, medium, high, xhigh, max, and ultra reasoning with default or priority service tiers, plus GPT-5.6 and GPT-5.5 models. Triggers on 'delegate to Codex', 'Codex Astra', 'Astra subagent', 'Codex subagent', 'code review agent', 'security audit', 'refactor with Codex', 'goal run', 'autonomous goal', 'have Codex weigh this'.
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tianzecn Skill Claudish UsageCRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with OpenRouter models (Grok, GPT-5, Gemini, MiniMax). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
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abzhaw Skill MCPOperate, debug, and extend local MCP servers (bridge, future services) using mcporter + Node tooling.
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abzhaw Skill API SecurityAuth patterns, rate limiting, input validation, CORS, HTTPS. Use when securing Julia's backend API, bridge, or any HTTP endpoint.
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abzhaw Bundle ArchitectureArchitectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design.
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abzhaw Skill Nestjs ExpertNest.js framework expert specializing in module architecture, dependency injection, middleware, guards, interceptors, testing with Jest/Supertest, TypeORM/Mongoose integration, and Passport.js auth...
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abzhaw Skill Juliaz DebugCross-system diagnostics and troubleshooting for the juliaz_agents multi-agent system. Trigger when Raphael reports something is broken, not working, or behaving unexpectedly — messages not arriving, Julia not responding, bridge errors, orchestrator crashes, rate limits, silent failures, queue issues, or any 'why isn't X working' question. Also trigger for: 'debug', 'broken', 'not working', 'error', 'Julia isn't responding', 'messages stuck', 'bridge down', 'check logs', 'what went wrong', or any troubleshooting request. If something in the multi-agent system is misbehaving, this is the skill to reach for.
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abzhaw Skill Access ControlRole-based access, allowlists, Telegram pairing security. Use when securing Julia's communication channels or implementing authorization for multi-user scenarios.
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abzhaw Skill Log ManagementStructured logging, log rotation, PM2 logs, aggregation. Use when setting up consistent logging across Julia's services or debugging runtime issues.
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abzhaw Skill Webhook DesignReceiving webhooks, verification, idempotency, event routing. Use when Julia needs to receive events from external services.
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abzhaw Skill AgentsDesign, create, and update OpenClaw agent manifests in `agents/` (skills, transports, behaviors).
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abzhaw Skill Cron SchedulingCron expression design, PM2 cron, LaunchAgent intervals, and scheduling agents reliably. Use when setting up Julia's scheduled agents like ADHD agent, security sentinel, or task manager.
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abzhaw Skill Shell ScriptingBash best practices, startup scripts, error handling in shell. Use when writing or debugging Julia's startup scripts, agent loop scripts, or any shell automation.
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tianzecn Skill Skill Creation使用 Skill Seekers MCP 工具生成 Claude AI 技能的完整工作流指南
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tianzecn Skill Ultrathink Detective⚡ PRIMARY TOOL for: 'comprehensive audit', 'deep analysis', 'full codebase review', 'multi-perspective investigation', 'complex questions'. Combines ALL detective perspectives (architect+developer+tester+debugger). Uses Opus model. REPLACES grep/glob entirely. Uses claudemem v0.3.0 AST with ALL commands (map, symbol, callers, callees, context). GREP/FIND/GLOB ARE FORBIDDEN.
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tianzecn Skill Claudemem OrchestrationMulti-agent code analysis orchestration using claudemem. Share claudemem output across parallel agents. Enables parallel investigation, consensus analysis, and role-based command mapping.
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abzhaw Bundle Playwright SkillComplete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots, check responsive design, validate UX, test login ...
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abzhaw Skill Agent Soul DesignWriting SOUL.md, HEARTBEAT.md, and identity files for Julia's sub-agents. Use when creating a new agent, configuring its personality, or defining its scheduling and escalation rules.
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abzhaw Skill Agent Tool DesignDesign reliable, well-documented tools for LLM agents — input schemas, error returns, idempotency, and naming conventions. Use when adding new MCP tools to bridge, cowork-mcp, or the orchestrator.
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abzhaw Skill Incident ResponseSecurity incident handling, escalation, auto-quarantine patterns. Use when Julia's security sentinel detects a critical finding or when designing incident workflows.
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abzhaw Skill Launchagent MacosmacOS LaunchAgent plists, RunAtLoad, scheduling, debugging. Use when configuring auto-start for Julia's services at login or debugging why a service didn't start on boot.
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abzhaw Skill Security ScanningDependency audits, SAST, credential leak detection, and daily scans. Use when building or running Julia's security sentinel or setting up automated security checks.
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abzhaw Skill Task Queue DesignYAML task queues, priority, stale detection, weekly summaries. Use when building or extending Julia's TODO system and task-manager agent.
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abzhaw Skill Environment Config.env files, secrets management, multi-environment configs, and never-commit rules. Use when dealing with API keys, environment variables, or setting up new services in Julia.
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abzhaw Skill Javascript MasteryComprehensive JavaScript reference covering 33+ essential concepts every developer should know. From fundamentals like primitives and closures to advanced patterns like async/await and functional p...
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abzhaw Skill JSON Data PatternsJSON persistence, schema validation, migration patterns. Use when working with JSON files in the bridge queue, memory files, or any file-based agent storage.
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abzhaw Skill LLM Output ParsingParse and validate structured output from LLMs — JSON mode, Zod validation, retry on bad output. Use when any agent needs reliable structured data from an LLM response.
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abzhaw Skill Scientific WritingObjective voice, argumentation, abstract writing, IMRaD structure. Use when Julia's thesis agent writes scientifically structured sections for Raphael's thesis.
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abzhaw Skill Secrets ManagementVault patterns, .env.secrets, credential rotation, never-commit rules. Use when handling API keys, tokens, or any sensitive credentials in the Julia system.
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abzhaw Skill Websocket RealtimeWebSocket servers, reconnect logic, event-driven messaging. Use when building real-time features in Julia's bridge or dashboard.
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avav25 Skill EvalUse this skill when running pre-release validation, detecting calibration regression, or tuning a skill — to run plugin evaluation tiers (Tier 1 linters and Tier 2 judge-calibration drift smoke) by wrapping the eval/runner.py harness. Tier 1 is free (no LLM); Tier 2 budgets tokens per `eval/config.json`. Tier 3 (full behavioral suites) is planned but not yet shipped — runner returns error code 3 if invoked.
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avav25 Bundle AnalyzeUse this skill when the user asks to analyze, investigate, assess, evaluate, compare, or research a codebase, architecture, system, product, market, or research topic in a structured way — including requests that need explicit scope, framework-driven reasoning, and separated facts/inference/recommendation but do not use the word "analyze" — to run a deep analysis workflow producing traceable scope, evidence, and conclusions. Not for quick one-off lookups or implementation work — this is an investigation-and-conclusions workflow.
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avav25 Bundle FeedbackUse this skill when reviewing how the plugin behaved across recent runs, after a release to confirm reliability, before filing a plugin bug report, or when planning the next plugin improvement cycle — to collect and analyze past Claude Code session logs for the ai-skills plugin and surface agent, subagent, skill, command, and hook errors, timeouts, unexpected exits, and other anomalies that point at plugin defects. Defaults to the last 7 days of sessions for the current project. Produces an extended Markdown report on disk plus a brief on-screen summary.
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abzhaw Skill Academic Writing DeGerman academic style, thesis structure, citation formats, and formal writing conventions. Use when Julia's thesis agent writes or edits German academic content for Raphael's master's thesis.
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abzhaw Skill Citation ManagementAPA/AMA/Chicago citations, bibliography generation, DOI lookup. Use when Julia's thesis agent needs to format references for Raphael's master's thesis.
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 academic-writing-de, mcp, api-security. 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.