Workflow Examples

Production-ready agent configurations for real business workflows. Each example includes system prompt, skills, tools, MCP integration, and grading suite — ready to deploy on Kopern.

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MCP

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DevOps / Code Quality

PR Review Guardian

Automated pull request analysis with security, performance and convention checks

30-60 min per PR review reduced to 10 seconds
~$45K/year for a team of 8 developers (senior reviewer time)
Catches 92% of common vulnerabilities before human review
Backend / DBA

Database Migration Auditor

Analyze migration files for breaking changes, lock risks, and auto-generate rollback scripts

2-4 hours of DBA review per migration
Prevents downtime incidents worth $10K-$500K each
100% of destructive migrations flagged before execution
DevOps / SRE

CI/CD Pipeline Monitor

Real-time pipeline failure analysis with root cause detection and fix suggestions

15-45 min per pipeline failure investigation
$30K/year in developer time on a team with 5+ daily deploys
Reduces mean time to recovery (MTTR) by 60%
FinOps / Infrastructure

Cloud Cost Optimizer

Analyze cloud billing data and identify savings opportunities with ROI estimates

2-3 days of monthly FinOps audit reduced to minutes
Typically identifies 20-40% savings ($50K-$500K/year)
Prevents budget overruns with automated threshold alerts
SRE / Operations

Incident Post-Mortem Generator

Auto-generate structured post-mortems from incident logs with timeline and action items

2-4 hours per post-mortem reduced to 5 minutes
$25K/year for a team handling 2+ incidents/month
Ensures 100% of incidents have documented post-mortems
Team Management

Slack Standup Synthesizer

Aggregate daily standups from Slack into team dashboards with blocker detection

20 min/day for engineering managers (reading + summarizing)
$15K/year per manager in recovered productive time
Blockers detected 2x faster, preventing sprint slippage
Legal / Procurement

Contract Clause Analyzer

Detect risky clauses, GDPR violations, and missing protections in contracts

1-2 hours per contract review for legal team
$40K/year for companies reviewing 50+ contracts/year
Prevents signing contracts with hidden liability exposure
Sales / Prospecting

Sales Lead Qualifier

Score and qualify inbound leads with enrichment data and personalized outreach drafts

10-15 min per lead qualification, 80% of SDR research time
$60K/year per SDR in recovered selling time
Increases conversion rate 25% by prioritizing high-intent leads
Marketing / Growth

Marketing Campaign Analyzer

Multi-channel campaign performance analysis with attribution and optimization suggestions

4-6 hours of weekly marketing reporting
15-25% ROAS improvement from data-driven budget shifts
Prevents budget waste on underperforming channels
MLOps / Data Science

ML Model Drift Monitor

Detect data drift, concept drift, and model performance degradation in production

Continuous monitoring vs 2-hour weekly manual checks
Prevents revenue loss from stale models ($100K+ impact)
Catches model degradation before it impacts business metrics
Security / Compliance

Security Vulnerability Scanner

Continuous codebase security analysis with CVE detection and remediation guidance

8-16 hours of manual security audit per sprint
$80K/year vs external penetration testing frequency
Reduces security incident probability by 75%
Engineering Management / HR

Onboarding Knowledge Agent

Accelerate developer onboarding with instant answers from internal documentation

2-4 weeks of onboarding reduced to 3-5 days
$25K per new hire in reduced onboarding cost
Reduces senior engineer interruptions by 60%
Finance / Accounting

Financial Report Analyzer

Extract KPIs, detect anomalies, and generate executive summaries from financial data

3-5 hours per financial reporting cycle
$35K/year in FP&A analyst time
Catches accounting anomalies 10x faster than manual review
Platform Engineering

API Schema Changelog Generator

Detect breaking changes between API versions and generate migration guides

1-2 hours per API release for documentation
Prevents downstream integration breakage ($20K+ per incident)
Zero silent breaking changes reaching production
Product / Customer Success

Customer Feedback Classifier

Classify, prioritize and route customer feedback to the right product team

5-10 hours/week of manual feedback triage
$30K/year in customer success team time
Catches emerging product issues 5x faster, reducing churn
Multi-Agent / DevOps

Agent Team: Full-Stack Code Review

Three specialist agents review code in parallel, then a coordinator synthesizes a unified report

45-90 min per complex PR reduced to 20 seconds of parallel analysis
~$80K/year for a team of 10 developers (replaces 3 senior reviewer passes)
3x coverage depth — security, performance, and convention issues caught simultaneously
Pipeline / Content

Content Pipeline: Research → Write → SEO

A 3-step pipeline where agents research, write, and optimize content sequentially

4-6 hours per article reduced to 15 minutes of review
~$60K/year replacing freelance writer + SEO specialist costs
Consistent brand voice and SEO compliance across 100% of published content
Meta-Agent / Platform

Meta-Agent: AI Agent Architect

Describe what you need in plain language and get a fully configured agent

2-4 hours of agent configuration reduced to a 5-minute conversation
Enables non-technical users to build agents ($0 training cost)
Generated configs follow proven patterns, reducing misconfiguration by 85%
Multi-Agent / SRE

Incident Response Squad

Router agent triages alerts to the right specialist, who diagnoses and fixes while a comms agent updates stakeholders

15-30 min of initial triage + 30-60 min of status communication per incident
~$120K/year for a 5-person on-call rotation (faster MTTR, less toil)
Reduces MTTR by 65% with automated triage and parallel diagnosis + communication
Pipeline / Observability

Observable Data Pipeline

A fully traced ETL pipeline with token cost tracking, error handling, and quality validation at every step

3-8 hours of manual ETL debugging reduced to instant root-cause identification
~$50K/year in data engineering time + prevents $200K+ in bad-data downstream costs
99.5% data quality with pre-load validation — zero silent data corruption