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maintenanceMCP servers for real-time development monitoring and interactive pair programming.
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"The role of planning in project development" matching MCP servers:
- Alicense-qualityBmaintenanceMITM proxy MCP server that intercepts and verifies AI agent tool calls, detecting fabrication, tracking costs, verifying outcomes, and inferring user satisfaction.MIT
- Alicense-qualityCmaintenanceA verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model context.2MIT
- Alicense-qualityDmaintenanceA comprehensive project management and workflow tracking system that integrates with Claude Code via MCP, automatically capturing sessions, tools, agents, and project tasks into a centralized dashboard and database.21MIT
- AlicenseAqualityBmaintenanceProvides MCP tools to create and query SigNoz trace funnels, enabling agents to measure their own step conversion rates from within the agent loop.5MIT
- AlicenseBqualityDmaintenanceEnables natural language interaction with Plausible Analytics data to query traffic, visitors, engagement, and more using conversational questions.41MIT
- AlicenseBqualityDmaintenanceEnables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.18MIT
- Flicense-qualityBmaintenanceRead-only MCP server that surfaces UniFi network data from a UCG-Fiber console to Claude, enabling monitoring of hosts, sites, devices, clients, ISP metrics, and device stats via read-only API tools.
- Flicense-qualityCmaintenanceA secure MCP proxy server with JWT authentication, SQL guardrails, rate limiting, and Kafka audit logging, enabling enterprise-grade access control for MCP clients like Cursor and Claude Desktop.
DBOS MCP Serverofficial
AlicenseAqualityAmaintenanceEnables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in development or production.2511MIT- AlicenseAqualityBmaintenanceEnables LLMs to answer Berserk observability questions by calling verified KQL tools instead of hand-authoring queries, with role-based tool filtering and automated query discovery.351MIT
- FlicenseBqualityFmaintenanceA Model Context Protocol server that enables AI assistants to interact with Sentry for error tracking and monitoring, allowing retrieval and analysis of error data, project management, and performance monitoring through the Sentry API.1121
- FlicenseBqualityCmaintenanceA Model Context Protocol (MCP) server that exposes 48 tools covering the full spectrum of iSuite enterprise administration — user management, role verification, job monitoring, scheduler control, batch execution, audit trail lookup, and configuration validation.48
- Alicense-qualityDmaintenanceEnables seamless interaction with the IBM Instana observability platform, allowing access to real-time observability data directly within development workflows.4Apache 2.0
- Alicense-qualityDmaintenanceThis remote MCP server allows interaction with the Dynatrace observability platform. Bring real-time observability data directly into your development workflow.MIT
- Alicense-qualityBmaintenanceProvides MCP servers for managing Huawei Cloud ECS, CodeArts Pipeline, and CTS audit logs with unified JWT authentication and role-based access control.5MIT
- Flicense-qualityDmaintenanceMonitors development server logs in real-time and provides Claude with immediate error notifications via Server-Sent Events. Intelligently parses TypeScript, Svelte, and Vite errors with severity classification and file correlation.9
- Flicense-qualityBmaintenanceMCP server to start, monitor, search, and detect errors in logs from any project, even those without log files.
- Flicense-qualityDmaintenanceReal-time observability dashboard for monitoring AI agents in multi-agent development workflows, with live WebSocket updates of tool calls, sessions, and usage statistics.
- Flicense-qualityCmaintenanceProvides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous incident triage with grounded verification and human-in-the-loop remediation.