Meshly · Products

Two ways to own your stack.

The control plane for AI coding agents, hosted by Meshly Oy or self-hosted on request, plus the customer-deployed data platform underneath. Both designed for organisations that own their stack.

AI Agent Operations

Meshly Build

meshly.build

The control plane for AI coding agents. Run dozens of agents alongside your team in one workspace, with visibility, shared knowledge, and human approval gates around every action.

  • Visibility: every agent action, every dollar, every ship in one timeline
  • Knowledge: architecture, decisions, and memory shared so the next agent starts warm
  • Control: approval gates, USD and token budgets, three tier RBAC, per role model selection
  • 13 agent roles ready, all extensible, with label routing to the right one
  • Works with any MCP coding agent (Claude Code, Cursor, Codex, VS Code, Windsurf)
  • Enterprise SSO, RBAC, audit export, plus Build Station desktop app for macOS and Windows
  • Hosted by Meshly Oy by default; customer self-hosting available for air-gapped or compliance-driven environments
Visit meshly.build →Book a call
Self-hosted data platform

Meshly Data Stack

meshlystack.com

MDS is a self-hosted data platform deployed on customer infrastructure under license. Ingestion, lakehouse storage, SQL federation, orchestration, AI agents and SSO bundled in one Podman pod.

  • 28+ services in one self-contained pod
  • Iceberg on MinIO with Nessie, Trino, Airflow, Kafka with Debezium CDC, optional Spark and Flink
  • LangGraph customer agentic runtime, Qdrant or Milvus vector search, OpenSearch and OpenMetadata for search, catalog and lineage
  • Bundled MDS Dashboard for real-time stack management; MDS-MCP-Server exposes 200+ tools over MCP for agent-driven operations
  • Keycloak SSO, OPA dynamic RBAC, OpenBao audited secrets, Superset and Grafana for visibility
  • Three license tiers (Growth, Scale, Enterprise); runs on laptop, server, or OpenShift; onboarded by our team
Visit meshlystack.com →Request a demo
FAQ

How they fit together.

Build orchestrates the work.

Meshly Build is the workspace where humans and AI agents share a backlog. Visibility into every agent action, shared knowledge so the next pickup starts warm, and approval gates so humans stay in charge. When MDS is in the picture, Build agents reach into it through MDS-MCP-Server: container lifecycle, Kafka topics, SQL, secrets rotation. No SSH required.

MDS runs the data.

MDS is the data substrate underneath. Self-hosted infrastructure deployed on customer machines, operated standalone or with Build in the loop. Operators get a bundled Dashboard for real-time stack management; AI agents drive operations through MDS-MCP-Server.