Founder of ClariLayer, Ex-Databricks, Ex-Cloudflare

Kyle Hui • Peerlist

<h3>Connect ClariLayer over MCP, and stop re-explaining your data, architecture and decisions in every session. </h3><ul><li>Bootstrap from existing files</li><li>Analyst and Software Engieering domain packs available</li><li>Data source reconciliation through agent-supplied actual_sample evidence</li><li>Durable bounded context_checkpoint completion receipts</li><li>claude.ai OAuth plus context-key MCP connections for Claude Code, Cursor, and Codex</li></ul>The context layer that checks itself, delivered over MCP for claude.ai, Claude Code, Cursor, and Codex. Bootstrap SQL, dbt, CLAUDE.md, dictionary/codebook, or semantic-model artifacts; reconcile one compatible definition through warehouse actual_sample or bounded row-free HubSpot crm_evidence; and record a narrowly scoped completion receipt.