TracePII Shield MCP
Paid remote MCP for LLM trace PII scanning, payload redaction, sensitive field classification, privacy receipts, and trace audit exports.
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MCP Agent Trace Inspector
Step-by-step observability for MCP agent workflows — trace, inspect, and debug multi-step agent executions
Anomalyarmor
Data observability for engineering teams: alerts, freshness monitoring, schema drift detection, validity rules, lineage. Connect any MCP client (Claude Code…
Scout Monitoring MCP
Scout's official MCP pipes error, trace and metric data from production to your AI agent
zephex MCP
Zephex is a hosted MCP gateway built for AI coding editors. It gives your agent 10 ready-to-use tools — check npm packages for vulnerabilities, audit security…
zephex
Zephex is a hosted MCP gateway built for AI coding editors. It gives your agent 10 ready-to-use tools — check npm packages for vulnerabilities, audit security…
Perfetto
Turn natural language into powerful Perfetto trace analysis. Quickly explain jank, diagnose ANRs, spot CPU hot threads, uncover lock contention, and find…
Inspector Mcp Server
The Inspector MCP Server bridges the gap between AI coding assistants and production application monitoring, enabling developers to leverage AI for faster…
Iris
The first MCP-native eval and observability tool for AI agents. Any MCP-compatible agent discovers and uses Iris automatically — no SDK, no code changes. Log…
Rewindex - Auto-snapshot tool for AI agents. Auto backup, Avoid the mistakes of AI.
Rewindex is an auto-snapshot MCP server for AI agents. It automatically captures every file change in the background — no commits needed — so when something…
Last9
Integrates with Last9's observability platform to enable exception retrieval and service dependency analysis for efficient troubleshooting within monitoring…
Duplicacy Mcp
<h1 align="center">Duplicacy-MCP</h1> <p align="center"> <a href="https://www.npmjs.com/package/duplicacy-mcp"><img…
Cashpilot Mcp
<h1 align="center">CashPilot-MCP</h1> <p align="center"> <a href="https://www.npmjs.com/package/cashpilot-mcp"><img…
mcp-gitlab MCP Server (English)
[中文版](./README.md)  [
Confluent Cloud
# Confluent MCP Server [](https://www.npmjs.com/package/@confluentinc/mcp-confluent)…
Spaceship Mcp
# spaceship-mcp [](https://www.npmjs.com/package/spaceship-mcp) [
Nacos Mcp Router
# nacos-mcp-router: A MCP server that provides functionalities such as search, installation, proxy, and more. [
Atlassian MCP Server Client
# Atlassian MCP Server Client A command-line client for connecting to Model Context Protocol (MCP) servers, specifically designed to work with Atlassian's…
Airflow MCP Server
[](https://mseep.ai/app/yangkyeongmo-mcp-server-apac…
MCP vs Manual vs A2A Nginx Installation
# MCP vs Manual vs A2A Nginx Installation ## Introduction This project simulates three different approaches to setting up a server (e.g., Nginx): 1. A…
Xitoring Mcp
# Xitoring MCP Server [](https://modelcontextprotocol.io/) [
Mcp Agentbay
# Wuying AgentBay MCP Server English | [中文](README_zh.md) [](https://opensource.org/licenses…
Alibabacloud Observability Mcp Server
# 阿里云可观测 MCP Server（Go 版） <p align="center"> <a href="./README.md"><img alt="中文" src="https://img.shields.io/badge/简体中文-d9d9d9"></a> <a…
Vertex AI MCP Server
[](https://mseep.ai/app/shariqriazz-vertex-ai-mcp-server)…