Model Context Protocol (MCP) Server Directory

Distributed tracing data lives in Jaeger and Grafana Tempo dashboards that agents can't query. This FastMCP server bridges the gap, exposing OpenTelemetry traces, service dependencies, and latency percentiles directly to AI agents in Claude Desktop and Cursor for real-time debugging.

Terraform state files hold the complete picture of your infrastructure, but querying them requires manual JSON parsing. This FastMCP server exposes Terraform state intelligence — resource inventory, drift detection, and cost estimation — directly to AI agents in Claude Desktop and Cursor.

Debugging Kubernetes clusters requires jumping between kubectl, Grafana dashboards, and logging tools. This FastMCP server consolidates cluster health, pod diagnostics, and resource optimization into a single MCP tool that AI agents can query directly from Claude Desktop or Cursor.

Gatik just raised $200M to scale driverless freight for PepsiCo, Walmart, and Tyson. This MCP server exposes autonomous freight tracking to AI agents with real-time ETA, route optimization, and exception management.

Google just launched Gemini Enterprise for Legal. This MCP server provides the backend tooling—clause extraction, due diligence checks, and regulatory compliance—for AI agents working in legal workflows.

AI coding agents write code in seconds but wait 8 minutes for CI feedback. This CircleCI MCP server bridges the gap—letting agents trigger pipelines, parse test failures, and auto-fix builds without leaving their IDE.

NVIDIA Jetson Orin Nano 2 powers millions of edge AI devices, but monitoring fleet health requires a native MCP server. This guide builds one with tools for device telemetry, inference status, battery management, and task assignment.

Multi-region agent deployments lose state on failover. CockroachDB's distributed SQL provides globally consistent agent state with automatic failover. This MCP server exposes CockroachDB to AI agents for transactional state management across regions.

Weaviate's vector database powers semantic search for agent RAG pipelines, but connecting it to MCP requires stateless-aware tool design. This guide builds a production Weaviate MCP server with hybrid search, reranking, and per-tenant collection isolation using the 2026-07-28 spec.

Okta's open-source MCP server introduces customization tools for AI clients. This FastMCP server extends Okta's identity governance to enforce least-privilege access for AI agents with real-time permission auditing.

Digital.ai's release MCP server enables AI agents to create release templates by understanding requirements and implementing best practices. This FastMCP server extends deployment automation with agent-driven release orchestration.

MCP 2026-07-28 drops session state for a stateless core, unlocking horizontal scaling on ordinary HTTP infrastructure. This Cloudflare Workers server implements the new spec for globally distributed agent tool access.