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maintenanceAn MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
6
MIT
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"Generating a series of images using MCP from a sample image" 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
- AlicenseAqualityCmaintenanceEnables AI agents to monitor Docker containers, system resources, ports, and logs in real-time.5MIT
- AlicenseNot gradedqualityBmaintenanceMITM proxy MCP server that intercepts and verifies AI agent tool calls, detecting fabrication, tracking costs, verifying outcomes, and inferring user satisfaction.MIT
- AlicenseNot gradedqualityAmaintenanceRead-only MCP server for TrueNAS Scale debugging, providing k3s tools for kubectl operations and whitelisted midclt calls for system info, apps, and pools.MIT
- FlicenseNot gradedqualityCmaintenanceA secure MCP proxy server with JWT authentication, SQL guardrails, rate limiting, and Kafka audit logging, enabling enterprise-grade access control for MCP clients like Cursor and Claude Desktop.
- AlicenseAqualityAmaintenanceThe policy enforcement plane for MCP: deterministic admission and egress policy, attributable audit, and SIEM export for your MCP server fleet. Self-hosted and MIT licensed.2214MIT
- AlicenseAqualityCmaintenanceEnables analysis of JVM thread dumps to detect deadlocks, CPU spikes, pool exhaustion, and virtual thread pinning, returning a health score and interactive report link.252MIT
- 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
- FlicenseAqualityBmaintenanceMCP server wrapping the Akamai mPulse Query API v2 to fetch RUM aggregate data (summaries, histograms, per-minute time series) with loss-free numbers for downstream statistical analysis.8
- AlicenseAqualityBmaintenanceAn on-call agent for data incidents, built on a bio-inspired context protocol. It triages data quality and freshness issues using DataHub, computing severity, blast radius, and ownership from the catalogue before generating prose.9Apache 2.0
- AlicenseAqualityDmaintenanceAn MCP server that exposes GPU-accelerated anomaly detection to AI assistants via the Model Context Protocol. Provides two MCP tools: waveguard_scan (send training + test data in one call, returns per-sample anomaly scores and top explanatory features) and waveguard_health (check API and GPU status). Works on time series, JSON, numbers, text, and images — fully stateless.34MIT
- AlicenseAqualityDmaintenanceAn MCP server that enables AI assistants to interact with Tenzir, a data pipeline engine for security operations, including executing pipeline queries, managing OCSF schemas, and generating parsers.15Apache 2.0
Drumbeats MCPofficial
AlicenseAqualityAmaintenanceMCP server for Drumbeats monitoring. Enables creating monitors, triaging incidents, and running HTTP/SSL/DNS checks using natural language from any AI client.16222Apache 2.0- AlicenseAqualityAmaintenanceStreams live progress from long-running MCP tool calls to any connected client. Instrument a tool call with mcp-telemetry-sdk, and telemetry_subscribe pushes its steps, logs, cost, and completion over notifications/progress — no polling, and a job started in one session can be watched from a different one.3122MIT
- AlicenseAqualityCmaintenanceA read-only MCP server for ClickHouse that enables AI agents to discover schema, sample data, and run read-only SQL queries to investigate observability data like logs, metrics, and traces.610MIT
- FlicenseAqualityCmaintenanceMCP server that exposes plugin crash reports from a crash reporting site to Claude, enabling querying and managing crash data via tools like listing frequent crashes, searching, adding comments, and managing plugins.12
- AlicenseAqualityBmaintenanceA dependency-free MCP server providing tools for tailing logs, checking endpoint health, and searching/updating a runbook of past fixes.420MIT
- AlicenseAqualityAmaintenanceEnables forensic analysis of Windows event logs (.evtx) using Hayabusa, providing tools for timeline generation, threat hunting, and rule updates via MCP.17MIT
- FlicenseAqualityCmaintenanceCollects page performance metrics using Playwright, CDP, and Lighthouse, and returns a normalized PerformanceReport.11
