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7 AI agents · hybrid analysis · live streaming

Your microservices are a tangle. Mergent makes them a system.

Paste a GitHub URL or drop a zip. A team of AI agents maps every service, dependency, API and database — then proposes a safe, ordered migration plan. Weeks of manual analysis, done in minutes.

7
specialized agents
4 langs
Java · Node · Python · Go
~3 min
to full report
mergent · live graph
scanning dependencies
The problem

Every growing system drowns in its own services.

user-service, auth-service, profile-service, billing-service… duplicate code, overlapping APIs, shared tables. Before anyone can safely merge or migrate, an engineer spends weeks reading it all by hand.

3–6
weeks of manual dependency & API analysis before a single safe migration decision.
40%+
of endpoints in sprawling systems are duplicated or semantically equivalent across services.
High
risk of breakage from shared databases and hidden circular dependencies nobody documented.
How it works

Seven agents. One pipeline. Real architecture intelligence.

Each agent runs the same disciplined pattern — a deterministic parse extracts hard facts, then a focused reason step lets the model judge. You watch every agent work, live.

1
Service Discovery
Detects each service, framework, language & port from build files.
parse
2
Dependency Map
Extracts inter-service calls into edges; flags circular deps.
reason
3
API Analysis
Normalizes every endpoint, then detects overlap & duplication.
reason
4
Database
Inventories tables & datastores; suggests merge opportunities.
reason
5
Migration Strategy
Current → target architecture, ordered step by step.
reason
6
Risk Analysis
Classifies risks High / Medium / Low with mitigations.
reason
7
Documentation
Writes the plan, rollback & exec summary; exports PDF.
parse
Parse — deterministic fact extraction Reason — Gemini judges over facts only
The centerpiece

Watch 11 services become 4.

Mergent renders your current architecture and its proposed target side by side. Toggle between them — the graph reorganizes, the numbers drop.

11
services
28
dependencies
9
duplicate APIs
7
databases
Capabilities

Everything you need to plan a migration with confidence.

Real GitHub ingestion

Paste any public repo URL. Mergent clones it server-side, handles mono-repos and multi-service layouts, and feeds it straight into the pipeline — no manual steps.

public reposmono-repo awarezip uploadOpenAPI specs

Before / after diagrams

Generated architecture diagrams for both the current sprawl and the proposed target — service boxes, dependency arrows, side by side. The demo centerpiece, export-ready.

current + targetin-app renderembeds in report

Downloadable report

Full migration plan, rollback strategy & exec summary as PDF or rich HTML.

Jira-ready backlog

Auto-generated tasks with epics, priorities & dependencies. Export JSON / CSV.

Live streaming progress

Every agent's status updates in real time. Never a frozen spinner — you watch the analysis happen.

Why it's different

We don't dump your repo into a model.

✕ naïvesend entire repo → LLM
parseextract endpoints, deps, tables, configs
reasonmodel judges over facts only
✓ resultreliable, cheap, scales to large repos
01

A deterministic fact-extraction layer

Parsers read build files, controllers, ORM models & specs — pulling hard facts no model ever has to hallucinate.

02

The model reasons, it doesn't read

Gemini receives only the structured facts. That saves quota, scales past free-tier limits, and produces output you can trust.

03

Structured output, validated & orchestrated

Every agent emits schema-validated JSON that the next agent consumes — a real multi-agent pipeline, not one giant prompt.

About Mergent

Mergent was built by a platform engineer who lived the problem — consolidating services across Kubernetes clusters and VMs. It encodes that senior-level systems thinking into an automated multi-agent workflow any team can run.

Built forPlatform & backend engineers
LLMGoogle Gemini · swappable
LanguagesJava · Node · Python · Go
IntegrationsGitHub · Jira export
Made byXorvion
Contact

Let's build something.

Questions about a migration, the agent pipeline, or a custom deployment? Send a note — every message reaches the team, and we read every one.

  • Migrations. Point Mergent at your services and get a safe, ordered consolidation plan.
  • The pipeline. Ask how the 7-agent hybrid parse → reason flow actually works.
  • Custom deploys. Self-host Mergent or wire in your own LLM provider.

This is a portfolio demo — no message is actually sent.