Cookbook

Complete, runnable multi-agent orchestration examples — each one a self-contained recipe you can copy, paste, and run. Every example shows the exact pip install, the full code, and the expected output.

Filter the recipes below by domain, design pattern, or package — pick any combination (multiple picks in one group match any; across groups they match all).

Customer Onboarding Workflow Intermediate

Verification, setup, FAQ, and success roles onboard a new customer end to end

Customer SupportRole-Basedpyagent-patterns

Support Router Advanced

Classify tickets → route to specialists → escalate to a human

Customer SupportSupervisorTalker-ReasonerHuman-in-the-Looppyagent-patternspyagent-router

Analytics Task Decomposer Intermediate

Orchestrator breaks an analytics request into query, transform, and chart workers

Data & AnalyticsOrchestrator-Workerspyagent-patterns

SQL Analyst Intermediate

Reason-act loop that writes and runs SQL to answer questions

Data & AnalyticsReActpyagent-patternspyagent-router

Incident Triage Intermediate

Stage pipeline that triages incidents with human sign-off

DevOps & SREPipelineHuman-in-the-Looppyagent-patterns

Product Launch Planner Intermediate

Orchestrator splits a launch into pricing/copy/SEO/inventory subtasks for workers

E-commerce & RetailOrchestrator-Workerspyagent-patterns

Essay Grading by Consensus Intermediate

Independent graders score against a rubric; a majority vote sets the grade

Education & TrainingVotingpyagent-patterns

AML Transaction Monitoring Advanced

Screen → score → enrich pipeline gates high-risk transactions to a human reviewer

Finance & TradingPipelineHuman-in-the-Looppyagent-patterns

ESG Report Analyzer Advanced

Orchestrator dispatches ratings, disclosure, and SFDR-scoring workers into an ESG summary

Finance & TradingOrchestrator-Workerspyagent-patterns

Earnings Call Analyzer Intermediate

A self-reflecting agent iterates on an earnings transcript until the analysis clears a quality bar

Finance & TradingSelf-Reflectionpyagent-patterns

Loan Origination Workflow Advanced

Document → income → credit → approval agents pass an application along a chain

Finance & TradingTopologypyagent-patterns

Loan Underwriting Committee Advanced

Approve and decline advocates debate an application; a senior underwriter decides

Finance & TradingDebatepyagent-patterns

Portfolio Review Intermediate

Analyst panel with an evaluator-optimizer quality gate

Finance & TradingSupervisorEvaluator-Optimizerpyagent-patterns

Robo-Advisor Onboarding Intermediate

Intake, risk, suitability, and planning roles rotate to build a client investment plan

Finance & TradingRole-Basedpyagent-patterns

Trading Signal Desk Advanced

Momentum, mean-reversion, and sentiment agents fan out then aggregate into a trade idea

Finance & TradingFan-Out / Fan-Inpyagent-patterns

Wealth Rebalancing Crew Intermediate

Risk → market scan → allocation → compliance pipeline proposes a rebalance

Finance & TradingPipelinepyagent-patterns

Emergent NPC World Advanced

NPC agents read/write a shared world-state blackboard for emergent behavior

Gaming & SimulationBlackboardpyagent-patterns

Policy Briefing Pipeline Advanced

A director delegates to department leads and analysts, then synthesizes a brief

Government & Public SectorHierarchicalpyagent-patterns

CV Screener Intermediate

Parallel reviewers score a CV; aggregate into one verdict

HR & RecruitingFan-Out / Fan-Inpyagent-patterns

Clinical Summary Intermediate

Summarize clinical notes, then self-critique for accuracy

Healthcare & Life SciencesPipelineSelf-Reflectionpyagent-patterns

Contract Review Intermediate

Draft + independent reviewer loop over contract clauses

Legal & ComplianceCross-Reflectionpyagent-patterns

Regulatory Compliance Checker Advanced

A director delegates obligation and control teams, then synthesizes a gap analysis

Legal & ComplianceHierarchicalpyagent-patterns

Campaign Planner Beginner

Parallel channel ideas aggregated into one campaign plan

Marketing & ContentFan-Out / Fan-Inpyagent-patterns

Writers' Room Intermediate

Showrunner, writer, editor, and continuity roles collaborate on an episode outline

Media & EntertainmentRole-Basedpyagent-patterns

Property Valuation Stack Intermediate

Data → comparables → narrative layers produce a valuation report

Real Estate & PropTechLayeredpyagent-patterns

Literature Review Team Advanced

A lead delegates discovery and synthesis sub-teams to produce a cited review

Research & AnalysisHierarchicalpyagent-patterns

Research Assistant Advanced

Gather sources, debate, synthesize, and cite

Research & AnalysisReActFan-Out / Fan-InDebatePipelinepyagent-patternspyagent-compress

Lead Qualifier Intermediate

Score and route inbound leads to the right play

Sales & CRMSupervisorPipelinepyagent-patterns

Peer-Review Mesh Advanced

Reviewers critique a manuscript in a mesh, reconciling notes across rounds

Scientific & AcademicTopologypyagent-patterns

Alert Triage Intermediate

Triage security alerts; escalate true positives to a human

Security & Threat IntelPipelineHuman-in-the-Looppyagent-patterns

Fraud Investigation Assistant Advanced

A reason-act agent calls transaction, anomaly, and sanctions tools to build a case

Security & Threat IntelReActpyagent-patterns

Code Review Advanced

Iterative review + security scan with a human gate

Software EngineeringCross-ReflectionPipelineHuman-in-the-Looppyagent-patternspyagent-router

Software Startup Simulation Advanced

PM, Architect, Engineer, and QA role-play an idea into PRD, design, code, and tests

Software EngineeringRole-Basedpyagent-patterns

Trip-Planning Swarm Advanced

Self-organizing agents negotiate flights, lodging, and activities into an itinerary

Travel & HospitalitySwarmpyagent-patterns