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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only access to operations and telemetry data across 12 domains through 45 agent tools, including asset inventory, metrics, outages, incidents, and platform settings, with support for AWS SigV4-signed live access and a fixture-based mock mode that runs without a backend.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables comprehensive PostgreSQL database monitoring, analysis, and management through natural language queries. Provides performance insights, bloat analysis, vacuum monitoring, and intelligent maintenance recommendations across PostgreSQL versions 12-17.
    34
    161
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for search ranking evaluation and drift monitoring, enabling ranking of documents, scoring against editorial judgments, and detecting ranking regressions with a tamper-evident audit trail.
    Academic Free v1.1
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides read-only MCP tools for market snapshots, position risk, order reconciliation, and daily report previews with deterministic financial calculations, evidence chains, and audit trails.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A safe, read-only MCP server that gives Codex structured access to engineering operations evidence, with validated queries, secret redaction, and audit logging. Provides a search_logs tool for filtering logs by service, environment, severity, and time range.
    -
  • F
    license
    B
    quality
    B
    maintenance
    A read-only MCP server that lets an AI assistant inspect a single AWS lab instance's EC2 health, recent system/nginx errors from CloudWatch, and nginx service status via SSM, with strict allowlisting and no generic shell access.
    5
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables querying and analysis of container terminal operations including vessel tracking, crane management, and productivity metrics through natural language interactions with a MySQL database.
    MIT
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    A comprehensive network management platform for tracking devices, sites, and topologies across platforms like ZeroTier and UniFi. It enables automated device discovery, multi-hop access path visualization, and infrastructure troubleshooting through the Model Context Protocol.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Deploys 25 MCP tools for Apache Doris, enabling SQL execution, metadata queries, monitoring, and data governance over HTTPS via AWS Bedrock AgentCore Runtime.
    -
  • F
    license
    B
    quality
    Not graded
    maintenance
    Provides comprehensive tools for managing Elasticsearch clusters, including security management, search operations, and index administration. It enables users to monitor cluster health, handle InfoSec tasks, and execute complex queries using Elasticsearch Query DSL and ES|QL.
    37
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for MetaTrader 5 that provides account monitoring, risk checks, and Algo Trading toggle without trading operations. Designed to work over SSH across Windows sessions.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI-assisted management of multi-vendor network devices (Cisco, Juniper, Nokia, Arista, Linux) through natural language, supporting health checks, configuration changes, routing analysis, and automation workflows.
    MIT