MCP
Expose graph-backed capabilities to AI agents.
Start the local capability runtime:
ontoly mcpList the capability names available in the current runtime:
ontoly mcp --listRepresentative capabilities include:
ExplainArchitectureFindAuthenticationFlowFindDependenciesFindResponsibleFunctionGraphStatisticsImpactAnalysisSemanticContextTraceRequestLifecycle
The MCP layer consumes the Software Graph. It does not rebuild repository context, search files, or use AI to infer relationships.
When an LLM consumes MCP responses, use LLM Enhancement. Non-LLM tools can call MCP directly, but LLM-facing answers must preserve graph evidence, confidence, and fallback boundaries.