Le catalogue réel des outils pour IA

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

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

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

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

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

Summarize local dependency manifest and lockfile drift without returning package names,...

Test whether AI agents retain critical instructions as conversations grow.

Multi-sensory AI experiences with time-locked progression and structured sensory data

Catch spec drift before it catches you. Detect overlap, stale docs, and code drift.

Portfolio-aware finance tools: drift, risk, earnings, benchmarks, news, tax harvesting

Finds the removed components and renamed attributes in an OpenTelemetry Collector config before the

Finds the tax years, statutory limits, filing thresholds, rates and deadlines hardcoded in payroll a

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

Synthetic checks, nightly regression replay and model-drift alerts for AI agents

Pre-commit code quality guardian. Detects semantic drift in AI-generated code.

Concierge MCP for agentic workflows: verified time + drift, uuid, diff, calc, attest, verify.

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

Design spec + milestones AI coding agents read before building; drift flagged, changes reviewed.

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

Verify npm packages before your AI agent installs them: hallucinations, advisories, API drift.