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
72,445 servers. Updated
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"Logs of user or system queries" matching MCP servers:
- AlicenseAqualityBmaintenanceRead-only MCP server for Woodpecker CI that allows AI agents to check pipeline status and retrieve step logs across multiple self-hosted instances.5MIT
- AlicenseAqualityCmaintenanceA Model Context Protocol server for Bitbucket Cloud that lets agents read pull request diffs, comments, and pipeline logs, as well as write PR comments and edit PR details.13121MIT
- 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.119MIT
astro-airflow-mcpofficial
AlicenseAqualityFmaintenanceAn MCP server that enables AI assistants to interact with Apache Airflow's REST API for DAG management, task monitoring, and system diagnostics. It provides comprehensive tools for triggering workflows, retrieving logs, and inspecting system health across Airflow 2.x and 3.x versions.3113Apache 2.0- FlicenseAqualityFmaintenanceEnables interaction with Rundeck instances to list jobs, execute jobs with options, and retrieve execution status and logs through natural language commands.53
- 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.162Apache 2.0
- AlicenseAqualityAmaintenanceEnables AI assistants to deploy, manage, and rollback websites via the Krexel API, supporting site uploads, deploys, logs, rollbacks, environment variables, and status checks.9145MIT
- 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 logs1639,77389Apache 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.3661MIT
- AlicenseAqualityDmaintenanceEnables natural language interactions with CircleCI through Model Context Protocol, allowing users to retrieve build logs, find flaky tests, check pipeline statuses, and manage workflows without leaving their IDE.1339,773Apache 2.0
- AlicenseAqualityCmaintenanceMCP server that connects AI agents to Jenkins, supporting stdio and HTTP transports with tools for jobs, builds, logs, and queue management.9122MIT
- AlicenseAqualityBmaintenanceA local MCP server that exposes Blacksmith.sh's usage and cost data, enabling queries for CI spend through agents, alerts, or dashboards.13MIT
- FlicenseAqualityCmaintenanceConnects AI assistants to GitLab to interact with merge requests, reviews, discussions, pipelines, and test results through natural language queries. Supports viewing MR details, responding to comments, checking test summaries, and analyzing job logs.122
- AlicenseAqualityDmaintenanceMCP server for GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.9494MIT
- AlicenseAqualityCmaintenanceA local MCP server for Jenkins that provides 17 tools to interact with Jenkins jobs, builds, logs, SCM, and test results via REST API, no plugin required.171431MIT
- AlicenseAquality-maintenanceConnects AI assistants to GitHub Actions workflows to monitor CI/CD pipelines, view run logs, diagnose failures, and optionally trigger or manage workflows with granular permission controls.101
- AlicenseAqualityDmaintenanceEnables AI systems like Claude and Cursor to directly manage Railway projects, deployments, services, environment variables, and monitor logs through natural language commands.97MIT
- FlicenseAqualityDmaintenanceEnables monitoring and control of the SST development process by streaming dev logs, managing Lambda invocations, and executing lifecycle commands like start, stop, and restart. It provides real-time access to event streams and deployment status directly through the Model Context Protocol.62
- AlicenseBqualityAmaintenanceDatadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet automation. Includes incident-triage-snapshot aggregation tool and 4 workflow Prompts.1005302MIT
