A
licenseA
qualityC
maintenanceMCP server providing tools to verify task completion (tests pass and changes match claim) and confirm bug reproduction before fixing.
2
MIT
72,476 servers. Updated
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"Examples of online search and data retrieval services" matching MCP servers:
- Alicense-qualityDmaintenanceMCP aggregator with many existing NCP templates and allows running external MCP servers too21Elastic 2.0
- AlicenseAqualityFmaintenanceA Model Context Protocol server that enables AI assistants to interact with Azure DevOps services, allowing users to query work items with plans to support creating/updating items, managing pipelines, handling pull requests, and administering sprints and branch policies.2179MIT
- FlicenseAqualityBmaintenanceMCP server that automates the publishing and validation of Tableau workbooks and data sources on Tableau Server or Tableau Cloud, enabling an AI agent to discover, build, validate, and publish content without human intervention.10
- AlicenseAqualityAmaintenanceAn MCP server that connects LLMs to CERN GitLab to discover and analyze High Energy Physics code, documentation, and analysis examples. It provides 14 tools for repository browsing, dependency parsing, and CI/CD configuration analysis.154AGPL 3.0
- AlicenseAqualityDmaintenanceEnables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.3661MIT
- AlicenseAqualityDmaintenanceEnables management of Railway.app infrastructure through natural language, including deploying services, managing environment variables, monitoring deployments, and handling databases and volumes.3661MIT
- AlicenseAqualityDmaintenanceEnables management of Railway.app infrastructure through natural language, allowing users to deploy services, manage environment variables, monitor deployments, and configure projects directly from MCP clients like Claude.3861MIT
- AlicenseAqualityDmaintenanceEnables management of Railway.app infrastructure through natural language, including deploying services, managing environment variables, monitoring deployments, and controlling project resources.3661MIT
- AlicenseAqualityCmaintenanceEnables monitoring and analysis of Ansible playbook executions through the Ara Records API. Provides real-time playbook monitoring, task progress tracking, and comprehensive access to Ansible execution data.391MIT
- FlicenseAqualityDmaintenanceExposes a Jenkins controller's REST API to MCP-compatible clients, enabling job management, build triggering, and log retrieval through natural language.114
- AlicenseAqualityBmaintenanceEnables MCP-compatible AI agents to deploy applications to Google Cloud Run by providing tools for deploying code, listing services, and managing Google Cloud projects.81,976624Apache 2.0
- AlicenseAqualityDmaintenanceEnables test execution and management through MCP clients, allowing retrieval of projects, listing tests, executing tests with browser selection, and monitoring results.614MIT
- AlicenseAqualityDmaintenanceA Model Context Protocol server that provides integration with the Coolify API, enabling DevOps teams to manage Coolify deployments, applications, services, and servers through MCP tools.3220842MIT
- AlicenseAqualityDmaintenanceEnables AI systems like Claude and Cursor to directly manage Railway projects, deployments, services, environment variables, and monitor logs through natural language commands.97MIT
- AlicenseBqualityAmaintenanceIntegrates Ploi.io API functionality into AI assistants for managing servers, sites, and databases through natural language. It enables features like one-command deployments, project linking, server log retrieval, and database backup management.46183MIT
- AlicenseBqualityDmaintenanceAn MCP server that enables reviewing Azure DevOps Pull Request comments using the Azure CLI, with features like comment retrieval and status filtering.2MIT
- AlicenseBqualityDmaintenanceIntegrates Cline with Azure DevOps services, enabling access to work items, repositories, and pull requests through configurable MCP tools.1533MIT
- AlicenseBqualityDmaintenanceEnables comprehensive Jenkins automation through MCP interface, allowing users to manage builds, jobs, artifacts, and queues with natural language commands. Supports build triggering, monitoring, artifact retrieval, and system status checks with automatic CSRF protection and authentication.14122MIT
- FlicenseBqualityDmaintenanceEnables automated VPS initialization and management through SSH connections. Supports installing common services like Node.js, Nginx, and Redis, configuring domains with SSL certificates, and setting up GitHub CI/CD pipelines with deploy keys.53
