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"RAG MCP servers with quality validation" matching MCP servers:
deeptempo-mcp-serversofficial
Flicense-qualityDmaintenanceProvides tools for DeepTempo AI SOC including findings and case management, investigation workflow orchestration, action approval workflows, and MITRE ATT&CK layer generation.Last updated2
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.Last updated167Apache 2.0- 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.Last updatedMIT
- Alicense-qualityBmaintenanceProvides MCP servers for managing Huawei Cloud ECS, CodeArts Pipeline, and CTS audit logs with unified JWT authentication and role-based access control.Last updated4MIT
- Alicense-qualityBmaintenanceEnables natural language Kubernetes operations, including smart resource queries, pod root-cause analysis, cross-environment diffs, and manifest generation.Last updatedMIT
- Alicense-qualityDmaintenanceEnables natural language analysis of network packet captures, including protocol detection, flow analysis, and security threat identification, integrated with AI assistants.Last updated3MIT
- Flicense-quality-maintenanceProvides a scalable, containerized infrastructure for deploying and managing Model Context Protocol servers with monitoring, high availability, and secure configurations.Last updated
- Flicense-qualityBmaintenanceEnables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident reports.Last updated1
- Flicense-qualityDmaintenanceAn MCP server that enables interaction with Google Cloud Logging API, allowing users to write, read, and manage log entries and configurations through natural language.Last updated
- Alicense-qualityFmaintenanceAn enterprise-level MCP gateway and proxy that sits between an organization's MCP servers and clients. MCP Manager mitigates security threats, enables fine-grained permissions, enforces policies and guardrails, and generates comprehensive, end-to-end logs.Last updated195AGPL 3.0
- Alicense-qualityCmaintenanceEnables LLM evaluation and observability by uploading documents, building test sets, running RAG pipelines, and automatically scoring answers for groundedness, hallucination risk, retrieval quality, latency, and cost, with tools exposed to MCP-compatible clients.Last updated1MIT
- -license-qualityBmaintenanceThis server provides tools to inspect error reports, stacktraces, and other debugging information from your Sentry account.Last updated88,579MIT
- AlicenseAqualityBmaintenanceMCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.Last updated91278MIT
ThinkNEO MCP SMBofficial
AlicenseAqualityAmaintenance8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets detection), FinOps (AI cost tracking and budgets), Observability (agent tracing), Smart Router (17+ models, 9 providers), Trust Score (governance scoring 0-100), Memory (persistent agent memory), ThinkSecure (runtime security + SOC2/GDPR audit), and A2A Lite (agent-to-agent protocol). 37 tools total, TNC creditsLast updated4MIT- AlicenseAqualityDmaintenanceAn MCP server that automatically instruments Python AI agents with the ioa-observe-sdk, adding OpenTelemetry-based tracing, metrics, and logs with zero manual effort.Last updated2Apache 2.0
- AlicenseAquality-maintenanceTrustPilot for APIs, built for AI agents. Independent reliability ratings for APIs and MCP servers — look up trust scores, compare providers side by side, and leave reviews from real agent traffic.Last updated31
- AlicenseAqualityAmaintenanceMCP server for analyzing Perfetto traces with LLMs — query .pftrace files in PerfettoSQL via Claude Code or any MCP clientLast updated1719Apache 2.0
freeplay-mcpofficial
AlicenseAqualityAmaintenanceEnables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.Last updated92Apache 2.0- AlicenseAqualityAmaintenanceSigma detection rule writing, validation, and pySigma-based multi-backend conversion (Splunk, Elastic, Wazuh, Kibana) via 3 MCP tools and 3 Claude Code skills, backed by a 61-rule production corpus across 11 MITRE ATT\&CK tactic categories.Last updated31MIT