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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"Improving the Intelligence of Large Language Models" 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.
- 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
- Alicense-qualityCmaintenanceA verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model context.2MIT
- AlicenseAqualityBmaintenanceProvides MCP tools to create and query SigNoz trace funnels, enabling agents to measure their own step conversion rates from within the agent loop.5MIT
- AlicenseBqualityDmaintenanceEnables natural language interaction with Plausible Analytics data to query traffic, visitors, engagement, and more using conversational questions.41MIT
- Flicense-qualityBmaintenanceRead-only MCP server that surfaces UniFi network data from a UCG-Fiber console to Claude, enabling monitoring of hosts, sites, devices, clients, ISP metrics, and device stats via read-only API tools.
- Flicense-qualityCmaintenanceEnables AI assistants to query software supply chain compliance data, including asset status, security vulnerabilities, and evidence lineage. It allows for natural language analysis of compliance posture, policy violations, and deployment blockers across an organization.
- AlicenseAqualityDmaintenanceMCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.798MIT
- Alicense-qualityDmaintenanceA TypeScript implementation of a Model Context Protocol server that connects to Sentry error tracking service, allowing AI models to query and analyze error reports and events.157MIT
- Alicense-qualityDmaintenanceA production-ready Model Context Protocol (MCP) server for seamless integration between Wazuh SIEM and Large Language Models (LLMs).88AGPL 3.0
- AlicenseAqualityAmaintenanceAriadne's thread — a way out of the microservice maze. Local cross-service semantic chain hinter for microservices (GraphQL/HTTP/Kafka/frontend)52MIT
- AlicenseAqualityAmaintenanceAn MCP server that connects language models to a Wazuh SIEM cluster, enabling read-only plain-language queries, schema inspection, field coverage analysis, and decoder testing.10Apache 2.0
- AlicenseAqualityAmaintenanceEnables natural language queries of the Chrome UX Report API to fetch Core Web Vitals (LCP, INP, CLS, FCP, TTFB), compare form factors, benchmark pages against site averages, and analyze up to 40 weeks of performance trends.6134MIT
- AlicenseAqualityBmaintenanceEnables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.314ISC
- 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
- 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.145MIT
- AlicenseAqualityAmaintenanceMCP server for Uptime Kuma that enables monitoring and management of uptime monitors, heartbeats, notifications, tags, and maintenance windows via natural language.3141441MIT
