A
license-
qualityC
maintenanceMCP server providing tools to verify task completion (tests pass and changes match claim) and confirm bug reproduction before fixing.
Last updated
MIT
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"An explanation or exploration of reasoning" matching MCP servers:
Varity MCP Serverofficial
AlicenseAqualityBmaintenanceEnables AI coding tools to scaffold, build, and deploy Node.js or Python apps to Varity with a single command, automatically provisioning databases and backend services.Last updated182571MIT- AlicenseAqualityBmaintenanceMCP server for GitLab CI/CD — pipelines, jobs, schedules, branches, tags, merge requests and repository files. Works with any GitLab (SaaS gitlab.com or self-hosted) via python-gitlab.Last updated231MIT
- AlicenseAqualityDmaintenanceAn MCP server that enables AI assistants to discover and execute Nox sessions for project automation tasks like testing, linting, and building. It provides tools to list available sessions and run them using specific Python versions, tags, or keyword expressions.Last updated2MIT
pinnedai-mcpofficial
AlicenseAqualityAmaintenanceStops your AI from re-introducing bugs, leaking provider keys, or weakening tests. Bug fixes become permanent regression guards; blocked mistakes become AI lessons the agent reads and learns from before its next edit.Last updated62Apache 2.0- AlicenseAqualityBmaintenanceEnables AI coding agents to retrieve the latest stable versions of packages and tools across multiple ecosystems, preventing outdated dependency versions in generated code.Last updated47Apache 2.0
- AlicenseAqualityDmaintenanceEnables deployment and management of applications on the Citizen platform from git repositories or local files. It allows AI assistants to monitor deployment logs, handle authentication, and automatically fix build errors using intelligent error analysis.Last updated115MIT
- AlicenseAqualityAmaintenanceLocal-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes scan, explanation, and fix-planning tools to MCP clients; modifies nothing and makes no outbound requests by default.Last updated31251MIT
- 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.Last updated10
- AlicenseAqualityAmaintenanceEnables inspection and management of Apache Airflow DAGs, runs, and logs across multiple instances. It provides tools for monitoring workflows and performing gated write operations like triggering DAGs or clearing task instances.Last updated162Apache 2.0
- AlicenseAqualityCmaintenanceThis MCP server lets you use Cursor IDE, or any MCP Client enabled agent, to use natural language to accomplish things with CircleCI, e.g: Find the latest failed pipeline on my branch and get logsLast updated1628,16886Apache 2.0
- 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.Last updated36105MIT
- AlicenseAqualityDmaintenanceEnables AI assistants to manage CData Sync operations, including data synchronization jobs, connections, and ETL processes through stdio or HTTP transports. It provides tools for executing jobs, monitoring real-time progress via Server-Sent Events, and handling comprehensive workspace configurations.Last updated244MIT
- AlicenseAqualityDmaintenanceEnables management of Railway.app infrastructure through natural language, including deploying services, managing environment variables, monitoring deployments, and handling databases and volumes.Last updated36105MIT
- AlicenseAqualityBmaintenanceA secure MCP server providing read-only access to Argo CD instances using browser session cookies, enabling querying of applications, projects, clusters, and repositories.Last updated14MIT
- AlicenseAqualityDmaintenanceEnables management of Railway.app infrastructure through natural language, including deploying services, managing environment variables, monitoring deployments, and controlling project resources.Last updated36105MIT
- FlicenseAqualityDmaintenanceAn MCP server that automates the full software development lifecycle through an AI-driven TDD state machine. It handles everything from task decomposition and test-driven development to integration testing and automated pull request creation.Last updated4
- AlicenseAqualityBmaintenanceAn MCP server that lets agents draw 18 diagram types from JSON (no SVG, no headless browser)Last updated2654MIT
atlasent-mcpofficial
AlicenseAqualityCmaintenanceEnforces authorize-before-execute for any MCP-compatible AI agent. Exposes atlasent_evaluate and atlasent_verify_permit tools so a protected tool call only runs after AtlaSent issues and verifies a signed, single-use permit — fail-closed on any error, timeout, or malformed response.Last updated4011MIT- FlicenseAqualityDmaintenanceProvides AI-assisted guidance for the Weik.io integration platform, enabling planning, implementation, testing, and deployment of integrations using Apache Camel and specialized Weik.io features.Last updated12101
