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maintenanceA verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model context.
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MIT
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"Exploring the Concept of Thinking Carefully" 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.
sifflet-mcpofficial
AlicenseAqualityCmaintenanceEnables data observability operations with the Sifflet platform. Supports exploring assets, monitors, incidents, generating monitor-as-code YAML from descriptions, and performing impact analysis.107MIT- Alicense-qualityDmaintenanceEnables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying datasources, managing alerts, incidents, and on-call shifts, and accessing observability data.8Apache 2.0
- Alicense-qualityDmaintenanceRead-only MCP server for exploring and searching OpenSearch clusters, enabling log analysis, index exploration, and query execution.MIT
- 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
- AlicenseAqualityCmaintenanceEnables querying and exploring Cribl Stream and Edge deployments, providing access to worker groups, fleets, sources, destinations, pipelines, routes, event breakers, and lookups through a structured interface.72MIT No Attribution
- 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