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Agentic AI & n8n

Full Roadmap120 TopicsInterview Prep35+ Q&AsProjects & Labs16 CapstonesCheatsheetFastMCP
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Showing 16 of 16 capstone projects
Advanced

Autonomous Financial Reconciliation Agent

Banking & Financial Services

Enterprise ERP & Banking FastMCP connection, auto-identifying ledger mismatches, generating discrepancy audit trails, and requiring CFO approval for ledger adjustments.

FastMCPReAct LoopPydantic ValidationPostgreSQL+2 more
Advanced

Autonomous DevOps & SRE Incident Responder

Cloud & Infrastructure SRE

Kubernetes and CloudWatch error log ingestion, automated root-cause diagnosis, safe fix reproduction in isolated Docker sandboxes, and verified GitHub Pull Request creation.

LangGraphDocker SandboxingKubernetes APIGit Automation+1 more
Advanced

Enterprise Research & Competitor Intelligence Agent

Corporate Strategy & Market Research

Multi-agent system that autonomously conducts parallel web research, parses SEC 10-K PDF filings, validates citations, and synthesizes an executive summary dashboard.

CrewAIMulti-Agent ConsensusChromaDBPDF Table Extraction+1 more
Advanced

Hybrid RPA-Agentic Bridge (UiPath + Claude/MCP)

Enterprise Automation CoE

Combining legacy desktop app automation handled by UiPath Studio bots with advanced unstructured document reasoning and routing powered by Claude MCP.

UiPath StudioClaude 3.5 SonnetFastMCPOrchestrator API+1 more
Advanced

Autonomous Multimodal Candidate & Resume Ingestion Engine (n8n + Whisper + GPT-4o)

Enterprise Executive Search & HR Tech

High-volume unstructured PDF/DOCX resumes and audio interview recordings arriving via cloud storage, requiring automated multimodal extraction, transcription, and Pydantic validation into Supabase.

n8n WorkflowFastAPI Python WrapperWhisper TranscriptionGPT-4o Multimodal Extraction+1 more
Advanced

Enterprise CRM to Supabase Master Sync Engine (n8n Cloud 7-Table ETL)

Enterprise Talent & CRM Operations

Bypassing CRM API rate-limits during peak business hours by constructing a daily incremental sync across 7 relational tables directly into an external Supabase database.

n8n CloudWatermark TimestampsRelational ETLSupabase PostgreSQL+1 more
Intermediate

Automated Pipeline Watchdog & SRE Heartbeat Monitor

Cloud Infrastructure & SRE

Detecting silent token expirations, hung background worker processes, and network micro-outages before recruitment consultants and clients notice pipeline downtime.

n8n Webhook WatchdogSynthetic ProbingSupabase Health RPCMicrosoft Teams Adaptive Cards
Advanced

Universal Real-Time Database Replication Engine (<300ms)

Distributed Systems & Cloud DB

Replicating local workstation transactions to cloud Supabase with sub-300ms latency without paying enterprise CDC software licensing fees.

SQLite WALChange Data Capturen8n Streaming NodeSupabase Realtime+1 more
Intermediate

Automated Compliance & Candidate Data Quality Sweeper Bot

Corporate Legal & Compliance

Auditing thousands of candidate files for missing right-to-work documentation and contact details to eliminate legal compliance bottlenecks prior to placement.

n8n AuditingDatabase Analytical ViewsMicrosoft 365 GraphAdaptive Notification Cards
Advanced

Conversational Candidate Clarification & LLM Poll Agent

Talent Acquisition & Conversational AI

Automating repetitive back-and-forth communication for missing salary expectations, notice periods, and visa requirements across candidate communications.

n8n AI Agent NodeLangChain ToolsGPT-4o MiniContextual Memory+1 more
Intermediate

Intelligent Multi-Channel Engagement & Nudge Engine

HR Tech & Candidate Experience

High drop-off rates during onboarding due to impersonal blast emails, requiring an intelligent multi-channel follow-up sequence across Email, SMS, and WhatsApp.

n8n OrchestrationSendGrid / Resend APITwilio APISupabase Webhook Exit Triggers
Advanced

Executive Monday Pipeline Audit & Automated Briefing Engine

Executive Management & Operations

Eliminating 3-4 hours of manual Monday morning spreadsheet preparation for executive leadership by automating pipeline velocity analytics and narrative generation.

n8n AutomationSupabase SQL AnalyticsGPT-4o Narrative SummarizationTeams Adaptive Cards
Advanced

n8n Autonomous SRE Incident Swarm (Slack + Jira + AWS)

Cloud Reliability & DevOps

High-pressure production microservice outages requiring immediate multi-system triage across AWS CloudWatch logs, RDS Postgres pool diagnostics, PagerDuty on-call routing, and Slack war room creation.

n8n Multi-AgentLangChain ToolsAWS CloudWatch APIPagerDuty Webhooks+1 more
Advanced

Multi-Agent Code Review & Vulnerability Patch Generator

Application Security & DevSecOps

Automating enterprise pull request security audits. Scans git diffs for OWASP Top 10 vulnerabilities (SQLi, hardcoded tokens, SSRF), verifies fixes in isolated Docker sandboxes, and commits verified patches.

LangGraph StateGraphDocker SandboxingGitHub REST APIAST Parsing+1 more
Advanced

FastMCP Enterprise Natural Language Analytics & SQL Copilot

Enterprise Data & Business Intelligence

Enabling non-technical business leaders to query petabyte-scale data warehouses (Snowflake, BigQuery, PostgreSQL) using natural language while strictly preventing data exfiltration or SQL injection.

FastMCP ServerPydantic Schema ValidationSQL AST ParserRedis Semantic Cache+1 more
Advanced

Multimodal Voice-to-Action Field Operations Assistant

Field Engineering & Industrial IoT

Hands-free operations assistant for industrial field engineers servicing high-voltage turbine hardware. Engineers speak spoken queries, and agent retrieves schematics, logs telemetry, and creates work orders.

LiveKit WebRTCWhisper STTReAct Tool CallingSAP Plant Maintenance API+1 more
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