20 Agentic Templates · 5 Categories · MCP + RAG + Tool Use

Agentic AI workflows,
not pipelines

n8n templates with real AI agents — reasoning loops, RAG retrieval, MCP tool use, and autonomous decision-making. Self-hosted. Privacy-first.

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The Agentic Stack

Three pillars that turn workflows into autonomous agents.

Agent Core

n8n + Claude/Ollama reasoning engine. Goal-directed execution with iterative planning and self-correction loops.

RAG & Knowledge

Qdrant vector store, document ingestion pipeline, semantic retrieval. Agents ground decisions in your data.

MCP Tool Use

Model Context Protocol servers for GitHub, filesystems, databases. Agents call tools autonomously.

Get running in minutes

Four steps from zero to autonomous agents.

1

Start the Stack

Docker compose up: n8n + Qdrant + Ollama. One command.

2

Connect MCP Servers

GitHub, filesystem, databases. Agents get tool access.

3

Ingest Your Knowledge

RAG pipeline on your docs. Agents ground in your data.

4

Deploy Agents

Import, activate, autonomous. Agents reason and act.

Agent Categories

Five categories of autonomous agents — reasoning, retrieval, tool use, and iterative execution.

AI

Agent Ops & Eval

4 agents

Monitor, evaluate, and enforce compliance for AI systems. Agents that reason about AI quality and regulatory requirements.

Agent Vector Store RAG Retrieve RAG LOOP Prompt Tester Model Eval Guardrail DSAR Search MCP TOOLS REASONING
agent-001

Prompt Regression Agent

Maintains test corpus, runs prompt variants against golden outputs, detects regressions, proposes fixes. RAG: historical prompt performance data.

agent-002

Model Selection Agent

Benchmarks models across cost, latency, quality. Runs A/B evaluations, recommends optimal model per use case. RAG: past benchmarks, model docs.

agent-003

Guardrail Compliance Agent

Monitors AI outputs against SEC, FINRA, GDPR, HIPAA rules. Investigates violations, proposes rule updates. RAG: regulatory text, precedents.

agent-004

DSAR Investigation Agent

Searches across SaaS tools via MCP for subject data, reasons about completeness, generates response packages. RAG: data mapping docs.

Know

Knowledge Agents

4 agents

Agents that ingest, retrieve, synthesize, and reason over your documents. Core RAG patterns with autonomous iteration.

Agent Vector Store RAG Retrieve RAG LOOP OCR / Ingest Cross-Ref Synthesize Transcribe MCP TOOLS REASONING
know-001

Document Intelligence Agent

Ingests and OCRs documents, builds vector store, answers questions with citations, cross-references sources. Core RAG template. RAG: your document corpus.

know-002

Contract Review Agent

Retrieves similar contracts from corpus, compares clauses, flags risks and unusual terms, generates review memo. RAG: contract corpus.

know-003

Research Synthesis Agent

Multi-hop RAG: searches corpus, synthesizes findings, identifies contradictions, iteratively fills knowledge gaps. RAG: research library.

know-004

Meeting Intelligence Agent

Transcribes audio, extracts decisions and action items, cross-references project docs for context. RAG: project documentation.

Spec

Spec & Code Agents

4 agents

Agents that generate PRDs, decompose issues, analyze screenshots, and verify specifications. Integrates with AI Architect PRD Generator.

Agent Vector Store RAG Retrieve RAG LOOP PRD Generator GitHub MCP Vision Model Verifier MCP TOOLS REASONING
spec-001

PRD Generation Agent

Feature request → 9-file PRD via codebase analysis MCP. Iterates until verification passes. RAG: existing PRDs, architecture docs.

spec-002

Issue Decomposition Agent

PRD → tickets with dependency analysis. Creates issues in GitHub, Linear, or Jira via MCP. RAG: past decompositions.

spec-003

Screenshot-to-Spec Agent

Vision model identifies UI components, generates requirements document with acceptance criteria. RAG: design system docs.

spec-004

Verification Gate Agent

Reviews PRD quality: structural checks, consistency analysis, approve/revise/block verdict. RAG: architecture standards.

Dom

Domain Expert Agents

4 agents

Industry-specific agents for healthcare, legal, finance, and construction. On-device processing for sensitive data.

Agent Vector Store RAG Retrieve RAG LOOP Insurance API Stripe MCP Doc Parser Cost DB MCP TOOLS REASONING
dom-001

Healthcare Intake Agent

Intake forms, insurance verification, appointment scheduling via API. All on-device for HIPAA. RAG: insurance plans, clinical protocols.

dom-002

Legal Discovery Agent

Searches repos and docs, classifies by relevance and privilege, generates discovery index. RAG: case law, classification rules.

dom-003

Financial Analysis Agent

Connects to Stripe and accounting via MCP, analyzes trends, generates investor-ready reports. RAG: historical reports, benchmarks.

dom-004

Construction Bid Agent

Parses bid documents, normalizes pricing structures, generates comparison matrix with recommendations. RAG: cost databases, past analyses.

Rev

Revenue & Growth Agents

4 agents

Agents that drive revenue optimization, content strategy, expense auditing, and compliance evidence collection.

Agent Vector Store RAG Retrieve RAG LOOP Web Search Review APIs SaaS APIs GitHub/AWS MCP TOOLS REASONING
rev-001

Content Strategy Agent

Researches competitors via web search MCP, identifies content gaps, generates SEO briefs with keyword targeting. RAG: brand voice, past performance.

rev-002

Review Intelligence Agent

Monitors reviews across platforms, runs sentiment analysis, clusters themes, escalates critical issues. RAG: product docs, response templates.

rev-003

SaaS Expense Agent

Audits subscriptions via MCP connections, identifies waste and duplicate tools, generates optimization plan. RAG: pricing data, past decisions.

rev-004

SOC 2 Evidence Agent

Collects compliance evidence from GitHub and AWS via MCP, reasons about coverage gaps, generates audit packages. RAG: control descriptions, past audits.

Shared Sub-Workflows

Reusable agentic components included with every template.

sw-agent-loop sw-rag-retrieve sw-rag-ingest sw-mcp-bridge sw-tool-router sw-llm-gateway sw-guardrail sw-error-handler

Agent Pricing

Buy individual agents, category packs, or the full suite.

Single Agent

$99–199

One agent template + sub-workflows

Category Pack

$349–499

All 4 agents in one category

Custom / Managed

Custom

$2K–15K project · $1K–5K/mo managed

Quick Start

Get the full agentic stack running in 5 minutes.

Terminal