A
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qualityC
maintenanceA verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model context.
2
MIT
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"Understanding the concept of perplexity" matching MCP servers:
- 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.
- AlicenseAqualityAmaintenanceEnables systematic investigation of VMware errors and events by correlating event timelines, ranking root-cause hypotheses, and suggesting next diagnostic steps.21MIT
- AlicenseAqualityAmaintenanceAriadne's thread — a way out of the microservice maze. Local cross-service semantic chain hinter for microservices (GraphQL/HTTP/Kafka/frontend)52MIT
- 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
- FlicenseAqualityCmaintenanceEnables monitoring and analysis of agent goal achievement and failures across sessions, repos, and tools, with detailed views and tracing.3
- AlicenseAqualityBmaintenanceExposes live industrial IoT telemetry to any MCP client, streaming simulated sensor data from a fleet of machines and detecting anomalies, with the ability to inject faults on demand.4MIT
- AlicenseAqualityBmaintenanceEnables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.314ISC
- AlicenseAqualityCmaintenanceEnables read-only querying of Grafana Loki logs through tools like label discovery, LogQL queries, and recent log retrieval, without requiring knowledge of the Loki API.4MIT
- FlicenseAqualityDmaintenanceEnables diagnostics and troubleshooting of OpenShift clusters through storage analysis, resource monitoring, GPU utilization tracking, and pod health checks using Prometheus metrics and the oc CLI.11
- FlicenseAqualityDmaintenanceEnables investigation and diagnosis of CIB Seven BPM process instances through the CIB Seven REST API. Supports querying process instances, incidents, activity history, and BPMN definitions with Keycloak authentication and configurable variable redaction.7
- AlicenseAqualityCmaintenanceExposes the OpenAI Admin API as MCP tools, enabling management of organization members, projects, service accounts, API keys, rate limits, usage, costs, and audit logs through natural language.31Apache 2.0
- AlicenseAqualityBmaintenanceA read-only MCP server for Umami analytics, enabling natural language queries of website stats, traffic trends, events, sessions, and analytics reports.13121Elastic 2.0
- AlicenseAqualityAmaintenanceRead-only-by-default MCP server for Datanika, an open-source dlt + dbt-core data pipeline platform: browse connections, introspect and preview source tables, compile and run dbt transformations, and monitor pipeline runs. 25 tools (17 read-only, plus 8 write tools gated behind --allow-write); source lives in the datanika-mcp/ subdirectory of the repo.25AGPL 3.0
- AlicenseAqualityCmaintenanceEnables secure, read-only inspection of a VPS over SSH through approved operations such as system health, disk usage, container logs, and service status, without giving the AI unrestricted shell access.81MIT
- AlicenseAqualityDmaintenanceProvides seamless integration between AI assistants and Prometheus, enabling natural language interactions with your monitoring infrastructure. This server allows for effortless querying, discovery, and analysis of metrics.1043027MIT
- FlicenseAqualityBmaintenanceEstimates the environmental footprint of your AI use — energy (kWh), miles driven, water used for cooling, and CO₂ — plus a prompt-efficiency score, working with any AI client by measuring token usage.9
- FlicenseAqualityDmaintenanceEnables centralized management and monitoring of multiple distributed worker MCP servers. Provides tools to list workers, get status of all workers, and query specific worker status.5