Le catalogue réel des outils pour IA

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

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

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.

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

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

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.