Live API contract layer
for AI coding assistants.
Keep Claude, Cursor, and VS Code Copilot in sync with your real microservices. Contract validation, schema guardrails, and MCP-native integration — so AI-generated code always matches your APIs.
Built for AI-first teams
Schema guardrails, contract validation, and live API truth for every AI coding assistant in your stack.
Contract Validation
Validate every AI-generated request against your live API schemas. Catch missing fields, wrong types, and phantom endpoints before they hit production.
Multi-Service Awareness
Register local microservices, staging environments, and third-party APIs. Conciliate tracks them all and surfaces contract mismatches instantly.
MCP-Native Integration
Expose your API contracts to Claude, Cursor, and Copilot via the Model Context Protocol. AI assistants query live truth, not stale docs.
Cross-Environment Diffs
Compare API contracts between staging and production, or across microservices. Get AI-consumable explanations of what changed and what code needs updating.
Local-First Privacy
Your proprietary code never leaves your machine. Conciliate processes and validates contracts entirely within your local infrastructure.
Framework Auto-Detection
Drop Conciliate into any project. It auto-detects FastAPI, Flask, and Express backends and extracts OpenAPI specs without configuration.
FAQ
Common questions about Conciliate.