"Understanding Base64 Encoding for Images" matching MCP connectors:

290+ quality-scored API capabilities for AI agents across 27 countries via MCP.

Zero-trust gateway for AI agents: score tool calls, verify agent cards, enforce policy, audit.

Dead-man's-switch heartbeat monitor for agents, cron jobs & workers. Late ping = you get emailed.

Live health, tool inventory, and schema-drift checks for public MCP endpoints. Free, no auth.

Stateful WebSocket session registry with per-connection Shannon entropy delta tracking for schema di

Read-only triage for n8n, MCP, webhook, and AI agent workflow production failures.

Real-time status for 75+ AI services (OpenAI, Anthropic, Cursor). No auth, CORS-enabled.

Measured latency & uptime for AI inference APIs, by region. Exposes a get_ai_api_latency tool.

Live status and health checks for AI coding providers: Claude, Cursor, Copilot, Codex and more.

Read-only Increase banking observability plus one safe non-money-moving write, for AI agents.

Uptime and website monitoring for AI agents. Query monitor status, incidents, heartbeats, domain expiry, and status pages in your Vantaj Uptime workspace.

Diagnose AI workflows for failure, security, and handoff risks — RED/AMBER/GREEN per node.

Live reliability for AI agent tools: is it working right now, and how do I call it correctly?

Connect engineering metrics, DORA performance, and deploy risk scoring to any AI assistant. Score PRs for deployment risk using a 36-signal model, query team health, incidents, coverage, and more.

DORA OS Conductor — 16-tool meta-orchestrator for DORA compliance workflow automation.

ThousandEyes MCP Server for network intelligence: outages, anomalies, alerts, events, and tests.

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

DORA OS EventFabric - 14-tool event stream for DORA compliance signals and pub/sub fabric.

The Cortex MCP server provides read-only access to real-time engineering context from the Cortex developer portal, allowing AI coding assistants to answer natural language questions about your organization's catalog (microservices, libraries, domains, teams, infrastructure), scorecards (engineering standards and best practices), initiatives (goals and deadlines), and Engineering Intelligence metrics. It includes tools for querying documentation, tracking personal entities, and accessing AI-assisted insights across the entire Cortex ecosystem.

Mezmo MCP is a remote Model Context Protocol (MCP) server that lets AI assistants and IDE chat agents interact with the Mezmo observability platform via the Model Context Protocol. Use it for streamlined observability, log analysis, and root-cause analysis in your favorite tools. Add Mezmo MCP and you can: 🕵️ Run advanced Root-cause analysis over recent logs 📦 List and describe Pipelines 📤 Export and filter Logs with powerful query syntax