QDNASales and integration of LLM inference and training platforms, on-premises or hybrid

Private MCP servers

Multi-agent orchestration

Private MCP servers

A set of self-hosted MCP connectors equips the agents: memory, visual document search, wiki recall, web search and reading, diagram generation, application control and code indexing. These services stay on your infrastructure.

Key points: Self-hosted connectors · Memory and wiki · Web search and reading · Visual document search · Diagrams and control · Code indexing.

Self-hosted connectors

A set of MCP servers runs on your infrastructure. Agents access them through a standard protocol, with no dependency on a third-party service and no data leaving the premises.

Memory and wiki

Connectors expose the three-layer memory and the knowledge wiki. The agent recalls and records durable facts as work proceeds.

Web search and reading

Connectors search and extract pages, working around anti-bot blocks when the context warrants it, to feed the agent with up-to-date sources.

Visual document search

A connector built on a vision model retrieves documents and videos by their content, beyond plain text.

Diagrams and application control

Other connectors generate diagrams and drive native applications, extending the agent's reach beyond text.

Code indexing

A connector indexes repositories and offers semantic code search, useful for development agents.

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