A
licenseA
qualityD
maintenanceAnalyzes AI agent traces to diagnose failures, score performance, and provide actionable fixes using tools like judge_trace and trace_breakdown.
3
2
MIT
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"Code intelligence tools for LLMs to understand codebase structure and locate functionality" matching MCP servers:
- FlicenseAqualityBmaintenanceEnables AI agents to investigate Splunk exports or live queries using deterministic detectors and an iterative analysis loop, all running locally without data leaving the machine.7
- Flicense-qualityCmaintenanceMCP server for semantic log ingestion, hybrid retrieval, and cleanup, enabling natural-language querying of log files with dense+BM25 retrieval and full provenance.
- FlicenseAqualityCmaintenanceEnables agents to interact with the Logflare API by writing JavaScript functions that run in a Vercel Sandbox, using three tools: search, execute_read, and execute_write.3
- AlicenseAqualityCmaintenanceMCP server that provides read-only analysis of Claude Code session transcripts, enabling queries about project activity, session details, and tool usage.3MIT
- AlicenseAqualityCmaintenanceA Model Context Protocol server for Zoho Site24x7 that uses a JavaScript sandbox to execute API calls, enabling management of monitors, accounts, and MSP/BU tenancy through natural language.2MIT
- AlicenseAqualityAmaintenanceGoverned AI-ops for Ceph, providing root-cause health analysis and guarded destructive operations via a built-in governance harness with risk tiers, audit, and undo recording.37MIT
- AlicenseAqualityFmaintenanceMaintenance, recovery, and observability for Claude Code. CLI + MCP server + dashboard.4036107MIT
- AlicenseAqualityAmaintenanceEnables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.5227Apache 2.0
- AlicenseBqualityDmaintenanceAn MCP server for managing and monitoring Docker, Docker Compose, and Kubernetes environments alongside Azure Application Insights. It enables advanced log filtering, container lifecycle management, and querying of cloud application traces and metrics.7MIT
- AlicenseCqualityDmaintenanceEnables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.401Apache 2.0
- Flicense-qualityCmaintenanceProvides AI agents with tools to retrieve live system statistics (CPU, memory) and safely evaluate basic arithmetic expressions.
- Flicense-qualityCmaintenanceEcho tool MCP server that extracts and logs W3C Trace Context from requests to verify propagation from Claude Code.
- Flicense-qualityDmaintenanceMCP server for Grubhub Data Platform operations, providing 40+ tools across 18 service categories for data platform management, observability, analytics, and collaboration.
- AlicenseAqualityCmaintenanceAggregates real-time threat intelligence from multiple sources including Feodo Tracker, URLhaus, CISA KEV, and ThreatFox, with IP/hash reputation checking via VirusTotal, AbuseIPDB, and Shodan for comprehensive security monitoring.11196MIT
- Alicense-qualityFmaintenanceExtends Veeam Intelligence to MCP-compatible clients, enabling secure, real-time operational insight across Veeam Backup & Replication, Veeam ONE, and VSPC via natural language or AI workflows.10MIT
HuGR Toolsofficial
Alicense-qualityBmaintenanceA monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools across SaaS providers and AWS, with composite tools for security, incident response, billing, and cloud cost optimization.MIT- Alicense-qualityBmaintenanceSurface Claude Code token usage, estimated cost, and plan-limit status in any MCP client. Enables agents to query usage data from local logs and Anthropic API.MIT
- Alicense-qualityDmaintenanceClaude Code token usage and cost visibility for MCP-capable agents.41MIT
- AlicenseAqualityCmaintenanceFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural language.31MIT
