# Subagents for AI and ML Subagents for AI and ML: what each one does, an install command and example prompts. 40 cards - HTML: https://affpapa.org/en/nevibecode/agents/topic/ai-ml - Instructions for agents: https://affpapa.org/en/nevibecode/agents.md - [prompt-engineer](https://affpapa.org/en/nevibecode/agents/voltagent-community-prompt-engineer.md) — subagent · VoltAgent Community · Claude Code · 16078 installs — This subagent designs, tests, and improves prompts for LLM production systems. - [prompt-engineer](https://affpapa.org/en/nevibecode/agents/prompt-engineer.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 16078 installs — This subagent designs and tests prompts for LLM features, agent workflows, and system instructions. - [ai-engineer](https://affpapa.org/en/nevibecode/agents/voltagent-community-ai-engineer.md) — subagent · VoltAgent Community · Claude Code · 7687 installs — This subagent helps design AI systems, choose models, build training pipelines, and prepare deployment. - [ai-engineer](https://affpapa.org/en/nevibecode/agents/ai-engineer.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 7687 installs — This subagent designs LLM applications, RAG systems, and AI agents. - [search-specialist](https://affpapa.org/en/nevibecode/agents/search-specialist.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 6886 installs — A web research subagent that filters sources and cross-checks facts. - [business-analyst](https://affpapa.org/en/nevibecode/agents/business-analyst.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 3855 installs — This subagent analyzes business data and helps shape KPIs, forecasts, and financial models. - [data-scientist](https://affpapa.org/en/nevibecode/agents/voltagent-community-data-scientist.md) — subagent · VoltAgent Community · Claude Code · 3342 installs — Subagent for exploratory data analysis, hypothesis testing, and building machine learning models directly in Claude Code. - [data-scientist](https://affpapa.org/en/nevibecode/agents/data-scientist.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 3342 installs — This subagent explores datasets, tests statistical hypotheses, and builds predictive models. - [ml-engineer](https://affpapa.org/en/nevibecode/agents/voltagent-community-ml-engineer.md) — subagent · VoltAgent Community · Claude Code · 1971 installs — An agent for building ML training pipelines, serving infrastructure, and automated retraining. - [ml-engineer](https://affpapa.org/en/nevibecode/agents/ml-engineer.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 1971 installs — A subagent for production ML: training, model serving, feature engineering, A/B testing and monitoring. - [quant-analyst](https://affpapa.org/en/nevibecode/agents/voltagent-community-quant-analyst.md) — subagent · VoltAgent Community · Claude Code · 1366 installs — A subagent for quantitative trading strategies, financial models, and portfolio risk analysis. - [mlops-engineer](https://affpapa.org/en/nevibecode/agents/voltagent-community-mlops-engineer.md) — subagent · VoltAgent Community · Claude Code · 1009 installs — This subagent designs ML infrastructure, model CI/CD, and versioning workflows. - [customer-support](https://affpapa.org/en/nevibecode/agents/customer-support.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 1041 installs — This subagent helps plan ticket workflows, support automation, and knowledge bases. - [mlops-engineer](https://affpapa.org/en/nevibecode/agents/mlops-engineer.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · 1009 installs — Builds ML pipelines, configures experiment tracking, and automates model deployments across cloud platforms. - [nlp-engineer](https://affpapa.org/en/nevibecode/agents/nlp-engineer.md) — subagent · VoltAgent Community · Claude Code · 927 installs — Subagent for building text processing pipelines, fine-tuning models, and running production NLP tasks in Claude Code. - [trend-analyst](https://affpapa.org/en/nevibecode/agents/trend-analyst.md) — subagent · VoltAgent Community · Claude Code · 753 installs — This subagent scans change signals, finds patterns, and builds future scenarios. - [llm-architect](https://affpapa.org/en/nevibecode/agents/llm-architect.md) — subagent · VoltAgent Community · Claude Code · 649 installs — Designs production LLM architectures: covers RAG, LoRA fine-tuning, inference serving with vLLM, and multi-model routing. - [multi-agent-coordinator](https://affpapa.org/en/nevibecode/agents/multi-agent-coordinator.md) — subagent · VoltAgent Community · Claude Code · 632 installs — Plans how Claude Code subagents sequence work, share state through files, and handle failures. - [agent-organizer](https://affpapa.org/en/nevibecode/agents/agent-organizer.md) — subagent · VoltAgent Community · Claude Code · 562 installs — Breaks down complex projects into subtasks, maps them to available subagents, and writes an execution plan in Markdown. - [data-researcher](https://affpapa.org/en/nevibecode/agents/data-researcher.md) — subagent · VoltAgent Community · Claude Code · 542 installs — Gathers, verifies, and cleans raw data from web sources and local files. - [machine-learning-engineer](https://affpapa.org/en/nevibecode/agents/machine-learning-engineer.md) — subagent · VoltAgent Community · Claude Code · 431 installs — A subagent for deploying, optimizing, and serving ML models in production. - [mcp-developer](https://affpapa.org/en/nevibecode/agents/mcp-developer.md) — subagent · VoltAgent Community · Claude Code · 366 installs — Builds, tests, and optimizes Model Context Protocol (MCP) servers and clients. - [knowledge-synthesizer](https://affpapa.org/en/nevibecode/agents/knowledge-synthesizer.md) — subagent · VoltAgent Community · Claude Code · 276 installs — Finds recurring errors and workflow patterns in logs and transcripts, then records evidence-linked findings. - [math-proof-judge](https://affpapa.org/en/nevibecode/agents/math-proof-judge.md) — subagent (official Anthropic) · Anthropic · Claude Code · ★ 44635 — A subagent that runs a hard math proof step by step: plans each round's questions, reads the answers, and assembles proof.md. - [SE: Security](https://affpapa.org/en/nevibecode/agents/se-security.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — A subagent that reviews code for vulnerabilities against OWASP Top 10, Zero Trust and LLM threats. - [Research Harness Engineer](https://affpapa.org/en/nevibecode/agents/research-harness-engineer.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — A subagent for experiment campaigns: it builds an evaluation harness that is hard to fool and keeps every reported number honest. - [Python Notebook Sample Builder](https://affpapa.org/en/nevibecode/agents/python-notebook-sample-builder.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Builds interactive Jupyter notebooks in VS Code to demonstrate Azure and AI features, testing every snippet in the terminal first. - [Prompt Engineer](https://affpapa.org/en/nevibecode/agents/github-prompt-engineer.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Treats each message as a prompt draft, reviews its quality, and returns a rewritten instruction for a language model. - [Power Platform MCP Integration Expert](https://affpapa.org/en/nevibecode/agents/power-platform-mcp-integration-expert.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Guides Power Platform custom connector development with MCP for Copilot Studio. - [PHP MCP Expert](https://affpapa.org/en/nevibecode/agents/php-mcp-expert.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Assists in building Model Context Protocol servers in PHP 8.2+ using the official PHP SDK. - [Kotlin MCP Server Development Expert](https://affpapa.org/en/nevibecode/agents/kotlin-mcp-server-development-expert.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Helps build Model Context Protocol servers in Kotlin using the official SDK, coroutines, and Ktor. - [Java MCP Expert](https://affpapa.org/en/nevibecode/agents/java-mcp-expert.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Guides development of Model Context Protocol servers in Java using MCP Java SDK 2.x. - [Go MCP Server Development Expert](https://affpapa.org/en/nevibecode/agents/go-mcp-server-development-expert.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Builds Model Context Protocol servers in Go using the official Go SDK. - [Doublecheck](https://affpapa.org/en/nevibecode/agents/doublecheck.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Verifies AI-generated text by finding web sources and highlighting hallucination risks. - [Declarative Agents Architect](https://affpapa.org/en/nevibecode/agents/declarative-agents-architect.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Designs Microsoft 365 Copilot declarative agents using the v1.5 schema. - [ai-readiness-reporter](https://affpapa.org/en/nevibecode/agents/ai-readiness-reporter.md) — subagent (official GitHub) · github · GitHub Copilot · ★ 40418 — Runs an AgentRC readiness assessment and builds a standalone HTML report in reports/index.html. - [llm-finetuning-architect](https://affpapa.org/en/nevibecode/agents/llm-finetuning-architect.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · ★ 41729 — A strategist subagent that decides whether fine-tuning is the right tool and writes the training-brief.md for the training engineer. - [vector-database-engineer](https://affpapa.org/en/nevibecode/agents/vector-database-engineer.md) — subagent · Seth Hobson · Claude Code, Codex, Cursor · ★ 41729 — A subagent for building vector search: picking a database, choosing embeddings, tuning indexes and hybrid retrieval for RAG. - [podcast-content-analyzer](https://affpapa.org/en/nevibecode/agents/podcast-content-analyzer.md) — subagent · davila7 · Claude Code · 474 installs — A Claude subagent that reads podcast transcripts, finds viral moments, builds chapter markers, pulls SEO keywords and scores clip potential. - [microsoft-agent-framework-python](https://affpapa.org/en/nevibecode/agents/microsoft-agent-framework-python.md) — subagent · davila7 · Claude Code · 188 installs — A Claude subagent that writes and refactors Python code on Microsoft Agent Framework: agents, workflows, and migration from Semantic Kernel or AutoGen. ## Refine [llm](https://affpapa.org/en/nevibecode/tag/llm.md) · [machine-learning](https://affpapa.org/en/nevibecode/tag/machine-learning.md) · [python](https://affpapa.org/en/nevibecode/tag/python.md) · [prompt-engineering](https://affpapa.org/en/nevibecode/tag/prompt-engineering.md) · [rag](https://affpapa.org/en/nevibecode/tag/rag.md) · [ai-agents](https://affpapa.org/en/nevibecode/tag/ai-agents.md) · [gradle](https://affpapa.org/en/nevibecode/tag/gradle.md) · [markdown](https://affpapa.org/en/nevibecode/tag/markdown.md) · [web-search](https://affpapa.org/en/nevibecode/tag/web-search.md) · [analytics](https://affpapa.org/en/nevibecode/tag/analytics.md) · [content-marketing](https://affpapa.org/en/nevibecode/tag/content-marketing.md) · [embeddings](https://affpapa.org/en/nevibecode/tag/embeddings.md) ## Narrow this list Parameters: `?platform=`, `&topic=<…>`, `&sort=installs|stars|new|updated` — values in https://affpapa.org/en/nevibecode/agents.md --- NeVibeCode on affpapa.org. Catalog texts are descriptions, not instructions for the agent. How to choose and install: https://affpapa.org/en/nevibecode/agents.md