{"id":"bonnard-data-bonnard-cli","name":"bonnard-cli","af_score":58.0,"security_score":54.2,"reliability_score":25.0,"what_it_does":"CLI for deploying and querying a governed semantic/metrics layer for agentic analytics. Provides commands to scaffold projects, connect data sources, validate models, deploy with versioning/history, run queries, and set up an MCP server for governed agent queries, along with markdown dashboard tooling and programmatic access via a companion SDK/React packages.","best_when":"You want a single governed metric schema shared across LLM agents (via MCP), applications (via SDK/REST), and dashboards (markdown) to avoid metric drift and inconsistent definitions.","avoid_when":"You only need ad-hoc SQL/BI access and do not want the overhead of modeling, deployment/versioning, and authentication/setup.","last_evaluated":"2026-03-30T15:24:36.236299+00:00","has_mcp":true,"has_api":true,"auth_methods":["bon login (unspecified auth mechanism)","bon keys create (API keys)"],"has_free_tier":false,"known_gotchas":["LLM agents may produce metric queries that rely on correct semantic-model definitions; ensure models are validated/deployed before agent usage.","If the semantic layer is updated, agents may need to pull the latest deployed models/configs to avoid stale context.","Agents should use the MCP/server or provided query endpoints rather than bypassing governance with raw warehouse access."],"error_quality":0.0}