A
license-
qualityC
maintenanceMCP server that unifies real-time telemetry from industrial systems into a single queryable interface, enabling production visibility, anomaly detection, and operational insights.
Last updated
4
MIT
59,809 servers. Last updated
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"Methods to Extract Data from Files" matching MCP servers:
- Alicense-qualityBmaintenanceRead-only MCP server for querying ClickHouse (product telemetry) and Elasticsearch (download analytics), built for Percona VISTA.Last updatedApache 2.0
- AlicenseCqualityBmaintenanceProvides an MCP-native operational interface for diagnostics, explainability, regression checks, and operational memory on data-system internals like PostgreSQL and Databricks toy engines.Last updated47MIT
- Alicense-qualityAmaintenanceFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural language.Last updated1MIT
- Flicense-qualityBmaintenanceEnables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident reports.Last updated1
- AlicenseAqualityAmaintenanceMCP server for analyzing Perfetto traces with LLMs — query .pftrace files in PerfettoSQL via Claude Code or any MCP clientLast updated1719Apache 2.0
- 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
- AlicenseAqualityBmaintenanceLets AI agents query, manage, and operate their LLM observability data directly from the conversation. Provides 87 tools for cost analysis, alerting, anomaly detection, and runtime control gates.Last updated87969MIT
- AlicenseAqualityBmaintenanceEnables AI assistants to look up uptime commitments, service credits, and per-service SLAs for cloud and SaaS vendors directly from SLA.directory.Last updated6MIT
- AlicenseAqualityCmaintenanceA Python MCP server that reduces token usage by ~98% when working with log files by auto-detecting format and stripping noise to return only actionable signal.Last updated52MIT
Logfire MCP Serverofficial
AlicenseAqualityAmaintenanceA Model Context Protocol server that enables LLMs to retrieve and analyze OpenTelemetry traces and metrics from Logfire, supporting exception tracking and custom SQL queries against telemetry data.Last updated4162MIT- AlicenseAqualityAmaintenanceLocal-first dashboard + MCP server that parses Claude Code and Codex JSONL files into a SQLite cost / token tracker. Per-MCP and per-tool breakdown, session drill-down, dedup by request_id; never talks to vendor APIsLast updated57401MIT
- AlicenseAqualityBmaintenanceiOS leak hunting and performance investigation. Reads .memgraph and .trace files, classifies retain cycles against a 34-pattern catalog with Swift fix templates, bridges to source via SourceKit-LSP. 28 MCP tools, 34 catalog resources, 5 investigation prompts.Last updated4215813Apache 2.0
- AlicenseAqualityCmaintenanceEnables AI agents to analyze ROS2 log files across multiple nodes by merging them into a unified timeline and providing smart query tools, without requiring ROS2 installation.Last updated114MIT
- FlicenseAqualityCmaintenanceMCP server that exposes plugin crash reports from a crash reporting site to Claude, enabling querying and managing crash data via tools like listing frequent crashes, searching, adding comments, and managing plugins.Last updated12
- FlicenseAqualityDmaintenanceProvides tools for AI assistants to manage and diagnose MWAA Airflow environments, EMR Serverless jobs, S3 files, and Confluence documentation. It features automated pipeline failure diagnosis and comprehensive log retrieval across these integrated platforms.Last updated44
- AlicenseAqualityDmaintenanceMCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.Last updated795MIT
- AlicenseAqualityCmaintenanceMCP server that reads Spark profiler files to give accurate Minecraft server tuning advice, parsing binary protobuf directly and diagnosing TPS, MSPT, GC, heap, and call-tree issues.Last updated14161MIT
- FlicenseAquality-maintenanceProvides tools to query and calculate AWS EBS performance metrics from CloudWatch, including IOPS, throughput, and latency. It also enables users to manage snapshots and retrieve advanced diagnostic data like I/O utilization and burst balance.Last updated7
