A
license-
qualityD
maintenanceEnables triggering, streaming, and reviewing autonomous production-incident investigations directly from your editor, with human-gated approval for any mutating actions.
Last updated
MIT
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"Automating Testing and Debugging for LLMs in Production" matching MCP servers:
- Alicense-qualityCmaintenanceMCP server for the Production Master incident-investigation service, enabling any MCP client to drive investigations via tool calls with pass-through authentication.Last updatedMIT
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- AlicenseCqualityCmaintenanceAn MCP server implementation that integrates AI assistants with Langfuse workspaces, allowing models to query LLM metrics by time range.Last updated123Apache 2.0
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DBOS MCP Serverofficial
Alicense-qualityAmaintenanceEnables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in development or production.Last updated11MIT- Flicense-qualityCmaintenanceProvides AI assistants with read-only access to AWS CloudWatch Logs for production debugging and log analysis, enabling error searching and bug report generation.Last updated
- AlicenseAqualityBmaintenanceA read-only MCP server that exposes local coding-agent session logs as three tools for introspection of recent work, debugging tool failures, and tracking token usage and estimated cost without parsing log files.Last updated3MIT
- AlicenseAqualityAmaintenanceMCP server for analyzing Perfetto traces with LLMs — query .pftrace files in PerfettoSQL via Claude Code or any MCP clientLast updated1719Apache 2.0
- AlicenseAqualityAmaintenanceAn MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.Last updated1437Apache 2.0
freeplay-mcpofficial
AlicenseAqualityAmaintenanceEnables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.Last updated92Apache 2.0- AlicenseAqualityAmaintenanceSigma detection rule writing, validation, and pySigma-based multi-backend conversion (Splunk, Elastic, Wazuh, Kibana) via 3 MCP tools and 3 Claude Code skills, backed by a 61-rule production corpus across 11 MITRE ATT\&CK tactic categories.Last updated31MIT
- AlicenseAqualityCmaintenanceAn MCP server for AI-powered log analysis that enables parsing, searching, and debugging across nine log formats directly within Claude. It features automated error extraction, sensitive data scanning, and streaming support for large log files.Last updated145MIT
