Le catalogue réel des outils pour IA

Monitor MCP servers, API contracts and AI outputs for schema drift. Alerts on breaking changes.

Premium agentic endpoint for bias-drift-monitor-mcp.

Cloudflare Workers MCP server: api-schema-drift-detector

API Schema Drift Monitor — detect breaking changes in OpenAPI specs

Tracks conversation health in real time — drift, desync, and causal collapse — for any AI agent.

Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.

Behavioral drift context (Behavioral Load Map, hot paths, release brief) for coding agents, per PR.

Paid remote MCP for schema drift checks, approvals, receipts, and release audit logs.

DriftOracle - 15 tools for model/data drift monitoring: PSI, KS-test, alerts, evidence packs.

Signed drift reports for the ai-agents-for-beginners course. Free summary; $0.25 full report.

MCP uptime, schema, auth, and SLA receipt monitoring.

MCP deployment checks: required tools, schema drift and verifiable receipts. Free preflight.

Operation-level risk guidance for consolidated MCP tools, including schema drift and retry signals.

List datasets, schemas, run APL queries, and use prompts for exploration, anomalies, and monitoring.

Check an MCP endpoint resolves: liveness, live tool list, schema drift. Free.

Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.

Schema-aware API monitoring: diff OpenAPI specs for breaking changes, manage endpoints.

Unified sensor + actuator schema MCP for aquaculture / aquaponic / koi systems. Wraps Atlas

Safe PostgreSQL migrations: schema drift, lock analysis, safe rewrites, data checksums. Read-only.

The AI that understands raw data: Schema over your tables and databases, as MCP tools.