Meshly · Products
Three ways to own your stack.
The control plane for AI coding agents, hosted by Meshly Oy or self-hosted on request. The customer-deployed data platform underneath. And your own on-prem AI appliance that runs local models and can operate both, even airgapped. All designed for organisations that own their stack.
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, Windsurf, Copilot)
- 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
Meshly Data Stack
MDS is a complete self-hosted data platform: ingestion, lakehouse storage, SQL federation, orchestration, AI agents and SSO in one integrated stack, deployed on customer infrastructure under license.
- 28+ integrated data services in one platform
- 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 anywhere you run containers, from Podman to OpenShift to cloud; onboarded by our team
Meshly AI
Your own AI, on your own hardware. A compact on-prem appliance that runs local models in three modes (reasoning, coder and image generation), so your data, prompts and models never leave the box.
- Runs entirely on-premises, with no calls to a public AI service; your data and models stay in-house
- Three modes: reasoning, a coder brain, and an artist mode for image generation
- In coder mode it can operate Meshly Build and Meshly Data Stack for you, even fully airgapped: your own AI running your own stack
- Two interfaces: Meshly CLI in the terminal and Ilves, the desktop chat and Image Studio app for macOS and Windows
- Model-neutral: bring your own open or local models, with no per-seat or per-token metering on the box
- Available in early access, by request
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.
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 through MDS-MCP-Server: container lifecycle, Kafka topics, SQL, secrets rotation. No SSH required.
Meshly AI runs it on your hardware.
Meshly AI is the on-prem appliance: local models in reasoning, coder and image modes. In coder mode it can operate Build and MDS for you, even fully airgapped, so the whole stack runs on your own AI. Reach it from the terminal with Meshly CLI or from the desktop with Ilves.