OntoRamp Graph Query
Query your architecture graph for dependencies, governance constraints, and evidence while the agent plans or changes code.
Overview
OntoRamp Graph Query is a MCP server for the Build phase that lets agents query architecture graphs for dependencies, governance constraints, and evidence.
What is this MCP server?
- Architecture-grounded queries for AI agents via MCP
- Surfaces governance constraints and system dependencies
- Returns evidence-backed answers from the OntoRamp graph
- Bearer API key on streamable-http remote (ontoramp.com/mcp)
- Version 1.0.1 with repository MatthewDavisAIArchitect/ontoramp-graph-query
- Server version 1.0.1 in MCP manifest
- Remote URL: https://ontoramp-graph-query.fly.dev/mcp
- GitHub source: github.com/MatthewDavisAIArchitect/ontoramp-graph-query
What problem does it solve?
Agents invent dependency and policy stories because they cannot see your real architecture graph during coding sessions.
Who is it for?
Solo builders with an OntoRamp knowledge graph who want agents to reason over documented system structure.
Skip if: Greenfield repos with no ingested architecture graph, or users who only need unstructured doc search.
What do I get? / Deliverables
After connect, the agent can pull graph-grounded constraints and evidence before proposing changes or deployments.
- Live com.ontoramp/graph-query MCP connection
- Graph-grounded responses covering dependencies, constraints, and evidence
Recommended MCP Servers
Journey fit
Build is canonical because agents most often need grounded system context while implementing features and integrations. Agent-tooling captures MCP tools that supply structured architecture answers instead of hallucinated dependency maps.
How it compares
Architecture graph MCP query layer, not a general web RAG plugin or a code formatter skill.
Common Questions / FAQ
Who is OntoRamp Graph Query for?
Developers using AI coding agents who maintain system models in OntoRamp and need dependency and governance answers during implementation.
When should I use OntoRamp Graph Query?
Use it during build and operate work whenever the agent must verify constraints, trace dependencies, or cite evidence from your architecture graph.
How do I add OntoRamp Graph Query to my agent?
Get a Bearer key at ontoramp.com/mcp, configure remote https://ontoramp-graph-query.fly.dev/mcp with the Authorization header, and call the graph query tools from your MCP-enabled agent.