Agents4Everything: Unified Generative AI Agent Platform

What we do:

Agents4Everything is a framework that consolidates multiple Gen AI agents: Insights Engine (multimodal RAG), Talk2DB (natural-language-to-SQL with visualization), ML Agent (on-demand analytics and ML pipelines), and a central Orchestrator behind a single adaptive interface. An intelligent orchestration layer coordinates agents across modalities (text, images, tables, graphs, video) while end users customize layouts, widgets, and views without engineering effort. The platform is built on the MCP (Model Context Protocol) standard, deployed on AWS ECS Fargate with per-service auto-scaling, secured via Keycloak OAuth2/OIDC and Eunomia RBAC, and observable through Langfuse and CloudWatch. The platform has the possibility to integrate custom agents as the part of the solution using MCP to meet the unique needs and use cases.

What you get:

• A deployable Gen AI reference architecture (Terraform-managed, dual-environment dev/prod pipeline) delivered by SoftServe on AWS.

• A polymorphic, widget-based UI (Chart, Table, Code, Image, Citations, plus custom widgets) that can be assembled from a natural-language prompt, drag-and-drop rearranged, and saved per user.

• Pre-built agent suite: Insights Engine (multimodal RAG), Talk2DB (SQL + visualization), ML Agent (analytics/ML pipelines), Orchestrator (ReAct loop), plus integration patterns for custom agents.

• MCP-based agents-as-tools integration so new capabilities plug in without architectural changes to the core platform.

• Full CI/CD with selective service rebuilds, automated quality gates (lint, type-check, tests, Terraform plan), enterprise-grade security, and integrated observability.

• SoftServe Data Science Group engineering expertise for customization, new agent development, and production rollout.