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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konrod007 Bundle Nocode XCreate applications using NoCode-X visual development platform with AI assistance. Use Rocket Mode for app generation, build logic with Actions, create UI components, design databases, and integrate APIs. Includes prompt engineering best practices for effective AI collaboration.
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johannesrabauer Skill Javafx Workflow Graph EditorsBuild node-based JavaFX workflow editors, graph canvases, and visual programming surfaces with clean model separation.
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hyeon-kang Bundle Codex Session HandoffMaintain a resume-ready transition file for active software projects. Use when the user asks to prepare a handoff, refresh HANDOFF.md, capture current engineering state before switching chats, preserve progress before a major refactor, or leave a clean restart point for another Codex session or coding agent. Reconcile any existing HANDOFF.md with the latest repo state, verification results, constraints, and next move. Do not use for generic summaries or non-development topics.
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shreyas70773 Bundle Oracle Dba CommonMANDATORY shared foundation for EVERY oracle-dba skill. Import this BEFORE writing or running any DBA task. It is the single source of truth for: the SQLcl MCP connection contract (saved named connection "dba_ai_conn" only — never SYS/SYSTEM, never hardcoded creds), secret resolution from the Oracle Wallet / external password store (NO plaintext in argv/env/files EVER), the structured logging contract and canonical log paths, the exit-code convention (0=ok, documented non-zero codes), and the risk-tier banner + autonomy policy (T1 observe / T2 reversible-with-dry-run / T3 destructive-runbook-only). Do NOT reinvent connection, logging, dry-run, or approval-token logic in any other skill — source _common/scripts/lib.sh or lib.ps1 and follow this contract verbatim.
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ai-x-builder Bundle Xcode MCP DocsSearch Apple Developer Documentation through Apple Xcode MCP semantic documentation search. Use when the user asks for Apple platform API guidance, framework usage, Swift/SwiftUI/UIKit/AppKit documentation, current Apple docs, or how an Apple API should be used from Xcode context.
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ai-x-builder Bundle Xcode MCP EditModify Xcode project files and groups through Apple Xcode MCP. Use when the user explicitly asks to edit through Xcode MCP, create or overwrite files in the Xcode project, apply exact text replacements, create project groups/directories, rename/move/copy project items, or remove files from the Xcode project structure.
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ai-x-builder Bundle Xcode MCP BuildBuild the active Xcode workspace/project scheme through the Xcode MCP tools. Use when the user asks to compile, build, rebuild, or verify an iOS/macOS/Xcode project with Xcode MCP, especially when they explicitly say "xcode mcp", "use Xcode", "build current project", or "compile in Xcode".
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ai-x-builder Bundle Xcode MCP FilesNavigate, read, inspect, and search files through Apple Xcode MCP project-structure tools. Use when the user asks to list Xcode project files, find files, grep source, read a file as Xcode sees it, inspect the active editor file or selection, or locate project navigator paths before build/edit/test/preview actions.
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ai-x-builder Bundle Xcode MCP TestsDiscover and run tests from Xcode's active scheme and active test plan through Xcode MCP. Use when the user asks to run all tests, run selected XCTest cases, list available tests, or verify test behavior in the currently open Xcode project.
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ai-x-builder Bundle Xcode MCP PreviewBuild and render SwiftUI previews through Xcode MCP. Use when the user asks to render, verify, inspect, or snapshot a SwiftUI Preview or
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ai-x-builder Bundle Xcode MCP SnippetExecute a Swift snippet in the context of a specific Xcode source file through Xcode MCP. Use when the user asks to quickly evaluate Swift logic, inspect fileprivate behavior, print local type results, or run a small code experiment inside an app/framework/library target.
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ai-x-builder Bundle Xcode MCP WindowsList open Xcode windows, workspace/project paths, and tab identifiers through Xcode MCP. Use when the user asks which Xcode workspace is open, what tabIdentifier to use, whether Xcode MCP can see the current project, or to inspect active Xcode tabs before another MCP action.
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ai-x-builder Bundle Xcode MCP DiagnosticsInspect Xcode MCP build logs, Issue Navigator diagnostics, and per-file compiler issues. Use when the user asks for Xcode errors, warnings, why a build failed, current Issue Navigator contents, compiler diagnostics for a file, or build log details from Xcode MCP.
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shreyas70773 Bundle Oracle Dba Multitenant Cdb PdbUSE THIS SKILL WHENEVER the user mentions multitenant, container database / CDB, pluggable database / PDB, CDB$ROOT, PDB$SEED, open/close a PDB, PDB open mode (READ WRITE / READ ONLY / MOUNTED / RESTRICTED), SAVE STATE / DISCARD STATE, PDB clone or snapshot copy, PDB unplug / plug / manifest (.xml/.pdb), PDB relocation, CDB resource plan / inter-PDB shares, lockdown profile / PDB_LOCKDOWN, application container / application root / application PDB, PDB_PLUG_IN_VIOLATIONS, or the related views V$PDBS / CDB_PDBS / DBA_PDB_SAVED_STATES — EVEN IF they do not name the specific task. Covers PDB status monitoring, PDB open/close, save/discard state, local clone & snapshot copy, unplug-to-manifest, CDB-level Resource Manager configuration, lockdown profile rules + assignment, and the plan-only Tier-3 runbooks for PDB relocation, application-container management, plug, drop, and lockdown-profile drop. Follows the oracle-dba-common contracts: SQLcl MCP saved connection dba_ai_conn, Oracle Wallet secrets (never plaintex
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shreyas70773 Bundle Oracle Dba Routine MaintenanceUSE THIS SKILL WHENEVER the user mentions routine / housekeeping DBA maintenance: recompiling INVALID objects (utlrp / UTL_RECOMP), purging old trace / alert / incident files (ADR / adrci), the standard daily/weekly health-check report, sequence cache tuning (row-cache / SQ enqueue / "sequence" waits), index rebuild / coalesce, partition add / drop / split / merge maintenance, materialized-view refresh, PURGE RECYCLEBIN, AWR snapshot / retention management, optimizer stats-history purge, or Unified/standard audit-trail purge (DBMS_AUDIT_MGMT) — EVEN IF they do not name the specific task. Covers Oracle 19c and 23ai, EE, single-instance and Data Guard, on-prem. Follows the oracle-dba-common contracts: in-DB work via the SQLcl MCP saved connection dba_ai_conn, Oracle Wallet secrets (never plaintext, never SYS/SYSTEM), --dry-run default on every T2 script (explicit --execute to act), structured logging, and tier gating (max self-execute = T2; structural DROP/SPLIT/MERGE/EXCHANGE and big segment moves are T3 runbo
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shreyas70773 Bundle Oracle Dba Backup And RecoveryUSE THIS SKILL WHENEVER the user mentions RMAN, backups, restore, recover/recovery, Data Pump, expdp/impdp, archivelog, FRA / fast recovery area, retention policy, crosscheck, obsolete/expired backups, recovery catalog, control file or spfile autobackup, restore points, flashback, PITR / point-in-time recovery, TSPITR, block media recovery / block corruption, DR drills, cross-platform CONVERT, or any of the errors ORA-01578 (block corruption), ORA-19xxx (RMAN/backup I/O), or RMAN-xxxxx — EVEN IF they do not name the specific task. Covers scheduled RMAN full/incremental/archivelog backups, RMAN CONFIGURE, backup status monitoring and VALIDATE, crosscheck+delete within retention, recovery-catalog maintenance, Data Pump export/import, guaranteed restore point create/list/drop, and (plan-only, human-driven) recovery runbooks. Follows the oracle-dba-common contracts: SQLcl MCP saved connection dba_ai_conn, Oracle Wallet secrets (never plaintext), --dry-run defaults on T2, and tier gating (max self-execute = T2; al
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param087 Skill Model ServingUse when deploying a trained model behind an API. Covers FastAPI inference services, loading artifacts safely, request validation, batching, ONNX/quantization for speed, health checks, and monitoring.
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param087 Skill LLM FinetuningUse when fine-tuning a large language model. Covers choosing full vs LoRA/QLoRA, dataset formatting, the transformers/PEFT/TRL stack, key hyperparameters, and evaluating fine-tunes without overfitting.
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param087 Skill Reproducible MlUse when an ML result must be reproducible — fixing seeds, pinning environments, versioning data, and structuring projects so runs can be exactly recreated. Covers determinism gotchas across NumPy, PyTorch, and CUDA.
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param087 Skill Model EvaluationUse when choosing metrics, validating models, or interpreting results. Covers metric selection by problem type, cross-validation strategy, calibration, confusion-matrix analysis, and avoiding misleading scores.
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param087 Skill Experiment TrackingUse when running ML experiments that need to be compared, reproduced, or shared. Covers MLflow/Weights & Biases logging, what to track, run organization, and model registry basics.
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param087 Skill Hyperparameter TuningUse when optimizing model hyperparameters. Covers search strategy (random vs Bayesian/Optuna), leakage-safe tuning inside CV, search-space design, early stopping, and budget management.
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param087 Skill Exploratory Data AnalysisUse when starting on a new dataset, before modeling, or when asked to "explore", "profile", "understand", or "summarize" data. Covers structured EDA, distributions, correlations, target leakage checks, and visualization.
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yangyuchen-work Skill Todoist Task ManagerTodoist 任务管理器(Agent 可视化)
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yangyuchen-work Skill Knowledge Base RAG个人知识库(RAG)
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carosiafrancisco-svg Bundle Optimus Prime CarosiaSecurity monitoring agent for Claude Skills and MCP servers. v2 adds a real-time protection layer (PreToolUse hook) that blocks malicious tool calls — credential exfiltration, known-bad domains like giftshop.club (Postmark MCP incident), reverse shells, curl|bash pipes — BEFORE they execute, with zero LLM cost. v1 static analysis still runs: scans installed skills/MCPs against multiple vulnerability databases (GitHub Advisory DB, vulnerablemcp.info, CVE feeds, mcpscan.ai, Snyk, ClawHub/VirusTotal) and community alerts (Reddit r/ClaudeAI, Discord), maintains a local threat database, performs coherence analysis and update diff detection. Use this skill whenever: the user asks about security of their skills or MCPs, wants to audit installed plugins, enable real-time protection, mentions "vulnerability", "CVE", "malicious skill", "security scan", "threat", "audit", "runtime protection", "block", says "is this skill safe?", asks to check dependencies, or wants ongoing security monitoring. Also trigger proactively
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amit-sw Bundle Engineering DesignDesign or redesign small-team, mission-critical Cloudflare-first services that target 99.9% availability, automatic Cloudflare Workers GitHub integration deploys, strong tests, observability, runbooks, admin impersonation audit trails, R2/D1 storage discipline, and Deep Agent based LLM workflows.
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yangyuchen-work Skill Agent Skills Directory代理技能目录
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shreyas70773 Bundle Oracle Dba Job Scheduling AutomationUSE THIS SKILL WHENEVER the user mentions DBMS_SCHEDULER, the Oracle Scheduler, scheduler jobs / programs / schedules / job classes / windows, job CHAINS, external (OS-executable) jobs, scheduler CREDENTIALS, calendaring repeat_interval strings, cron jobs or Windows Task Scheduler that drive Oracle work, BROKEN / FAILED / stuck scheduler jobs, rescheduling a job, "run a job now" / STOP_JOB / RUN_JOB, job-log retention/purge, or migrating a legacy DBMS_JOB — EVEN IF they do not name the specific task. Covers scheduler + OS-cron job MONITORING (T1), DBMS_SCHEDULER and external job CREATION, RESCHEDULING, job-chain configuration, and job-failure diagnose+remediate (T2, dry-run default), plus the plan-only Tier-3 runbooks for drops / forced runs / complex chains / credential creation / log purge / DBMS_JOB migration. Follows the oracle-dba-common contracts: SQLcl MCP saved connection dba_ai_conn, Oracle Wallet secrets (never plaintext, never SYS/SYSTEM by default), --dry-run defaults on T2, and tier gating (max s
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bearcoder6 Bundle Resume2site SkillRoot pointer for the Resume2Site Agent Skill repository. Use when an agent is given this repository and needs to find the primary Resume2Site Skill instructions for turning resumes, projects, and papers into polished GitHub Pages personal websites.
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aerenkaradag Bundle Fhir To Ml Dataset BuilderFHIR to ML Dataset Builder
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aerenkaradag Bundle Medical Imaging Dataset AuditorMedical Imaging Dataset Auditor
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shreyas70773 Bundle Oracle Dba Decommissioning Lifecycle EndUSE THIS SKILL WHENEVER the user is retiring, decommissioning, sunsetting, parking, or ending the life of an Oracle database, PDB, schema, or instance - EVEN IF they do not name the specific task. Covers the FINAL backup before decommission (RMAN KEEP archival), orderly database shutdown / park (SHUTDOWN IMMEDIATE / srvctl stop), schema / object cleanup (reversible ACCOUNT LOCK + PASSWORD EXPIRE quarantine, and the irreversible DROP USER runbook), license / inventory reclamation evidence, data archival & retention compliance (logical archive export + ILM / Flashback Data Archive posture + governed purge), and secure data destruction (TDE crypto-erase / OS secure wipe / media shred). Trigger phrases: "decommission", "retire / sunset the database", "shut down for good", "park the DB", "drop the database / schema", "data destruction / sanitize / wipe", "retention / legal hold at end of life", "reclaim the license", "end of life", "tear down". Follows the oracle-dba-common contracts: SQLcl MCP saved connection db
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shreyas70773 Bundle Oracle Dba Provisioning Installation ConfigurationUSE THIS SKILL WHENEVER the user mentions provisioning or installing Oracle, an RDBMS or Grid Infrastructure (GI) binary install, runInstaller / gridSetup / root.sh, ASM disk groups / CREATE DISKGROUP / +ASM, creating a database (DBCA silent/template or custom CREATE DATABASE), multitenant CDB creation, PDB creation / CREATE PLUGGABLE DATABASE, listeners / listener.ora / lsnrctl, tnsnames.ora / sqlnet.ora / tnsping, init or spfile parameters / ALTER SYSTEM SET / pfile, a parameter baseline or fleet standardization, character set / NLS / AL32UTF8, database links / CREATE DATABASE LINK, directory objects / CREATE DIRECTORY, default or temp tablespace configuration, or block size / storage standards — EVEN IF they do not name the exact task. Covers Oracle 19c and 23ai, EE, single_instance and Data Guard, on-prem. Follows the oracle-dba-common contracts: SQLcl MCP saved connection dba_ai_conn, Oracle Wallet secrets (never plaintext, never SYS/SYSTEM unless a runbook needs SYSDBA), --dry-run defaults on T2, and ti
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trotsky1997 Bundle Openspec Agent SddUse when an autonomous coding agent (no human in the loop) needs to drive OpenSpec spec-driven development end-to-end — bootstrap, propose, implement, and archive a change without slash commands or interactive prompts. Triggers on "用 openspec 自主开发", "agent-own spec-driven dev", "openspec 无人值守 / 非交互", "spec-driven 自动跑一遍", "openspec init/propose/apply/archive 全自动", "drive OpenSpec from an agent". Captures the verified non-interactive CLI loop, the status/instructions state machine, the substitutions for OpenSpec's built-in "ask the user" stops, and validation-driven self-correction.
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roclv Bundle TestcopilotUse this skill when the user asks Codex to work with TestCopilot or run a TestCopilot MCP closed-loop workflow from a requirement document or requirement text: configure MCP token/server/runtime paths, query/select a TestCopilot project, generate functional cases, validate generated cases against the requirement, save cases, create or use the MCP-created module/test plan, trigger AI execution, poll logs, collect structured defects, and optionally repair code and rerun regression. Triggers include "$testcopilot", "TestCopilot 闭环", "初始化 TestCopilot MCP", "配置 TestCopilot token", "配置执行环境", "用 MCP 跑需求", "完整跑一遍流程", "只执行第一个测试用例", "生成用例并触发 AI 执行", or similar Chinese/English requests.
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 nocode-x, javafx-workflow-graph-editors, codex-session-handoff. 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.