Analytics MCP Servers

MCP Server for Prometheus monitoring - query metrics, alerts, targets via natural language

Drop-in reliability layer for MCP tool calls: adaptive retry, cost-aware circuit breaking, fallback chains, and observability.

A lightweight MCP server that feeds local system telemetry to AI agents.

A Model Context Protocol (MCP) server for OpenTelemetry Kubernetes observability.

MCP server for managing Apache Superset — dashboards, charts, datasets, SQL Lab, access control, and more

Jaylog MCP

Model Context Protocol server for Jaylog observability (logs, metrics, services, schedules)

Bonito MCP server — deep DB observability tools for AI agents (BON-004).

MCP server for architectural decision tracking with prediction validation and outcome gates

MCP server, HTTP API and Textual TUI dashboard to track long-running tasks in real time

MCP Server for Chinese literary imagery analysis — tokenization, imagery extraction, frequency statistics, and cross-corpus comparison for digital humanities research.

Portable MCP server for agent handoff state and review tracking.

A Model Context Protocol (MCP) server for Prometheus Alertmanager alert management and incident response.

Framework for building authenticated, scoped, observable MCP servers on top of FastMCP. Tool registry, scoped bearer tokens, Prometheus + OTLP metrics, Grafana dashboards from code, multi-tenancy. `pip install fastmcp-kit` then `from mcp_toolkit import MCPToolkit`.

Bc Telemetry Buddy Mcp

Model Context Protocol server for Business Central telemetry

Portable MCP server for agent handoff state and review tracking.

Hackle Mcp

Model Context Protocol server for Hackle

Evaluate MCP-based LLM agents for task success and security resilience. Configurable attack catalog, OpenTelemetry trace analysis, and pytest integration.

OCI Usage MCP server

Zero-config observability for MCP servers. OTel GenAI conventions. Redaction on by default.

Read-only MCP server for Autodesk Flow Production Tracking