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 'handle' in different contexts" 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
- AlicenseBqualityDmaintenanceEnables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.18MIT
- 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.
- AlicenseAqualityCmaintenanceRelays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.37MIT
- AlicenseAqualityAmaintenanceFirst-line incident triage you can trust: ranked root-cause hypotheses where every claim cites a real evidence handle — and the agent abstains rather than guess.11MIT
- Alicense-qualityDmaintenanceEnables advanced management of Kubernetes clusters through natural language interactions. Supports querying, managing, and monitoring pods, deployments, nodes, and logs across multiple contexts and namespaces.10MIT
- Flicense-qualityDmaintenanceA Model Context Protocol (MCP) server that provides comprehensive Datadog monitoring capabilities, enabling Claude to manage CI/CD pipelines, analyze logs, query metrics, and handle monitors and SLOs.
- Flicense-qualityCmaintenanceProvides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous incident triage with grounded verification and human-in-the-loop remediation.
- 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
- 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
- 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
- AlicenseAqualityAmaintenanceShows what is consuming your agent context window before a session starts: always-loaded skill descriptions ranked by token cost, skills installed more than once under different names, CLAUDE.md/AGENTS.md sizes including what their @import lines pull in, and MCP servers configured across clients. Read-only: no child processes, no network.5170MIT
- AlicenseAqualityAmaintenanceAn MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.1418Apache 2.0
- AlicenseAqualityAmaintenanceA drop-in Model Context Protocol (MCP) server that lets an AI agent query PostgreSQL — read-only, enforced at the database level, with real SQL validation, timeouts, cost limits, OAuth 2.1, and an audit trail.10MIT
- AlicenseAqualityBmaintenanceAn instrumented MCP server for debugging lost tool calls in Claude Desktop, using ping, echo, sized_echo, and slow_echo tools to record and analyze the full protocol flow.4MIT
- 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