A
licenseA
qualityB
maintenanceA black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.
4
15
2
MIT
70,097 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
io.github.srotzin
io.github.mifactory-bot
io.github.Vonage
com.thenextgennexus
"A server or tool using RAG for documentation scraping, storage, and retrieval with SSE support" matching MCP servers:
- Alicense-qualityCmaintenanceA read-only MCP server exposing SLURM, GPFS, Prometheus (node exporter + DCGM GPU metrics) and generic Elasticsearch exploration as diagnostic tools for LLM-based HPC support assistants.Apache 2.0
- Alicense-qualityBmaintenanceProvides a unified MCP server to interact with multiple middleware (Loki, MySQL, Redis, RocketMQ, Elasticsearch, MongoDB) through a desktop application for connection management and configuration export.MIT
- Alicense-qualityDmaintenanceA modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.1MIT
- AlicenseAqualityAmaintenanceEnables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.5327Apache 2.0
- AlicenseCqualityDmaintenanceEnables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.401Apache 2.0
Log Analyzer with MCPofficial
Alicense-qualityDmaintenanceA Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.167Apache 2.0
IBM Storage Insights MCPofficial
Alicense-qualityDmaintenanceEnables AI agents to integrate with IBM Storage Insights for seamless observability and diagnosis of registered storage assets. It provides tools to retrieve alerts, performance metrics, and system configurations via the IBM Storage Insights External APIs.9Apache 2.0- Alicense-qualityCmaintenanceAn enterprise MCP server scaffold that provides secure, governed access to internal tools through RBAC, audit logging, rate limiting, and prompt-injection boundaries, with a FastAPI control plane and OpenTelemetry observability.MIT
- Flicense-qualityCmaintenanceProvides MCP tools to perform Looker health checks (health_pulse, health_analyze, health_vacuum) via the MCP Toolbox connector.
- AlicenseAqualityCmaintenanceA comprehensive Linux system performance profiler with MCP remote invocation support, featuring advanced process profiling and flame graph generation.101Apache 2.0
- AlicenseBqualityCmaintenanceA Model Context Protocol server that provides seamless integration with Coroot observability platform, enabling monitoring of applications, analysis of performance metrics, examination of logs and traces, and management of infrastructure through Coroot's comprehensive API.6116MIT
- AlicenseCqualityCmaintenanceAn MCP server implementation that integrates AI assistants with Langfuse workspaces, allowing models to query LLM metrics by time range.1123Apache 2.0
- AlicenseCqualityCmaintenanceProvides a standardized way for MCP clients to interact with Apache Airflow's REST API, supporting operations like DAG management and monitoring Airflow system health.68173MIT
- Alicense-qualityAmaintenanceMCP server that integrates with VictoriaMetrics vmanomaly API to enable AI-assisted anomaly detection, model management, and configuration generation.9Apache 2.0
- Alicense-qualityBmaintenanceEnables AI clients like Claude to triage, investigate, and operate Icinga installations through natural language, integrating with Icinga's REST APIs and providing deep awareness of monitoring plugins and historical performance data.4The Unlicense
- Alicense-qualityCmaintenanceA safety layer and monitoring copilot for AI agents using Splunk MCP, recording tool calls, enforcing policies, and blocking risky actions.MIT
- Alicense-qualityDmaintenanceEnables natural language analysis of network packet captures, including protocol detection, flow analysis, and security threat identification, integrated with AI assistants.3MIT
- Flicense-qualityDmaintenanceEnables AI agents to diagnose Linux server incidents by collecting and structuring system diagnostics from multiple servers via SSH, with tools for finding incident clusters, gathering context (memory, CPU, swap, etc.), and running arbitrary commands.
- AlicenseAqualityBmaintenanceAn 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.6MIT
