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maintenanceUnified observability gateway for AI agents — one MCP server for Prometheus, Loki, and any backend.
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"Methods for Reading PDF Files" matching MCP servers:
- Alicense-qualityAmaintenanceMCP server exposing rlg (RustLogs) log files as tools for on-call / SRE agent workflows. Three tools over JSON-RPC stdio — tail_log (last N events, filtered by level/target), filter_log (predicate filtering), summarize_errors (grouped error taxonomy). Pure Rust. MIT OR Apache-2.0.Last updated34Apache 2.0
- 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
- AlicenseAquality-maintenanceTrustPilot for APIs, built for AI agents. Independent reliability ratings for APIs and MCP servers — look up trust scores, compare providers side by side, and leave reviews from real agent traffic.Last updated31
- 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
- AlicenseAqualityAmaintenanceEnables LLM clients to interact with OpenSearch Dashboards, including reading saved objects, listing tenants and index patterns, and querying logs through the Dashboards API.Last updated5MIT
- 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
- 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
- AlicenseAqualityCmaintenanceMCP server for the beacon log analytics platform, exposing beacon's REST API as MCP tools and resources for AI agents to query and analyse AI-assistant usage data.Last updated11MIT
- AlicenseAqualityDmaintenanceMCP server for querying and analyzing logs from VMware Aria Operations for Logs, enabling log search, incident detection, and vROps correlation.Last updated64MIT
- FlicenseAqualityCmaintenanceEnables read-only access to Cloudflare analytics for the codecrafting.fr zone, providing traffic, threats, and path attack data via local MCP tools for Claude Code.Last updated4
- 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
- AlicenseAqualityDmaintenanceComprehensive MCP server for Langfuse, enabling AI assistants to access and manage traces, observations, scores, datasets, and sessions for observability.Last updated24111MIT
- MIT
- AlicenseAqualityBmaintenanceAn MCP server for querying Observe.com logs using OPAL, with tools for dataset discovery, schema inspection, and log searching.Last updated7MIT
