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
72,476 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
online.numbers
com.iwebdevelopment
ai.firmbrain
run.mcpize.pubmed-search
"Examples of online search and data retrieval services" matching MCP servers:
- AlicenseAqualityBmaintenanceMCP server that exposes Avangenio's service status by fetching and parsing status.avangenio.com/data.txt into normalized JSON.12861MIT
- AlicenseAqualityDmaintenanceRead-only MCP server for querying ClickHouse (product telemetry) and Elasticsearch (download analytics), built for Percona VISTA.9Apache 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
- Alicense-qualityCmaintenanceMCP server that unifies real-time telemetry from industrial systems into a single queryable interface, enabling production visibility, anomaly detection, and operational insights.9MIT
- Flicense-qualityDmaintenanceEnables ingestion and full-text search of Windows application logs via MCP tools. Supports dual-backend indexing with Elasticsearch and SQLite for fast retrieval.
- 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
- FlicenseAqualityBmaintenanceMCP server for read-only investigation of Aliyun SLS logs fixed to cn-beijing/taient-rpa/node-rpa. Exposes search_logs, get_context_logs, and check_connection tools with a guided investigation skill.3
- AlicenseCqualityBmaintenanceProvides an MCP-native operational interface for diagnostics, explainability, regression checks, and operational memory on data-system internals like PostgreSQL and Databricks toy engines.47MIT
- Alicense-qualityDmaintenanceMCP server for Nagios Core that enables querying host and service status, alerts, configuration, and other monitoring data through CGI binaries.5Apache 2.0
- Flicense-qualityBmaintenanceEnables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident reports.1
- 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
- AlicenseAqualityDmaintenanceEnables real-time tracking of AI task starts and completions with integrated webhook notifications for monitoring activity. It allows users to log progress and send task-related event data to external services via configurable webhook URLs.3181MIT
- AlicenseAqualityCmaintenanceA community-maintained MCP server for interacting with PagerDuty accounts, enabling management of incidents, services, schedules, and event orchestrations through MCP-enabled clients.201Apache 2.0
- FlicenseBqualityFmaintenanceA Model Context Protocol server that enables AI assistants to interact with Sentry for error tracking and monitoring, allowing retrieval and analysis of error data, project management, and performance monitoring through the Sentry API.1121
- AlicenseCqualityBmaintenanceMonitor the real-time status of 200+ popular APIs and services. Check if services like GitHub, Stripe, AWS, and Slack are experiencing outages or degraded performance directly from your AI assistant.5101MIT
Sentio MCP Serverofficial
Alicense-qualityDmaintenanceThis MCP server integrates with Sentio's API services to provide web, data, price, processor, and alerts tools, enabling users to manage and query Sentio resources through natural language.861Apache 2.0- Alicense-qualityAmaintenanceEnables troubleshooting of LDAP directory services through natural language queries, providing health diagnostics, replication status, performance metrics, log analysis, and configuration comparisons across multiple servers.1GPL 3.0
- Alicense-qualityDmaintenanceProvides tools and context for interacting with Google Cloud services, enabling natural language management of billing, monitoring, logging, IAM, Spanner, and more.148Apache 2.0