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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables 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.
  • F
    license
    Not graded
    quality
    C
    maintenance
    A local-first MCP server that gives AI coding agents runtime visibility and AI-managed debug logging. It replaces blind print() debugging by turning runtime execution into causal chains, allowing agents to instantly locate bugs by finding missing .success events in Python and TypeScript code. Single binary with MCP, CLI, and HTTP interfaces.
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server exposing rlg (RustLogs) log files as tools for on-call / SRE agent workflows. Three tools over JSON-RPC stdio — tail_log (last N events, filtered by level/target), filter_log (predicate filtering), summarize_errors (grouped error taxonomy). Pure Rust. MIT OR Apache-2.0.
    3
    4
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables coding agents to read performance findings from sixty, get detailed evidence for each finding, and close or resolve them with descriptions, while also checking service telemetry and providing installation instructions.
    6
    23
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server for Grafana Loki that enables LLMs to query, tail, and analyze logs, featuring fuzzy container-name matching, compact output, and tools for log patterns, volume, and label discovery. It can run as a local stdio server or a containerized HTTP service.
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An 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.
    9
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that stream-parses NDJSON log files without loading them into memory — filter by pattern, detect error spikes via Z-score analysis, summarize severity timelines by time window.
    8
    33
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    An MCP server that enables LLMs to analyze pcap files by providing tools for packet dissection, stream following, and data extraction via tshark. It supports protocol hierarchy analysis, credential scanning, and threat intelligence checks on captured network traffic.
    51
    201
    MIT
  • F
    license
    C
    quality
    D
    maintenance
    Monitors and analyzes interactions between MCP servers to detect emergent patterns, visualize coupling relationships, and suggest optimal next actions based on system coherence and resonance state.
    12
  • A
    license
    C
    quality
    D
    maintenance
    A server monitoring and inspection tool collection that provides remote utilities for checking network interfaces, service statuses, and firewall configurations on servers.
    19
    58
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Query and interact with kubernetes environments monitored by Metoro. Look at APM, metrics, traces, profiling information with LLMs.
    51
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Reduces log files to remove noise and duplicate information, cutting tokens by 70-90% for AI agents, preserving only errors, warnings, and unique events.
    78
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables managing incident response workflows including incidents, on-call, postmortems, and more through the Runframe platform using MCP tools.
    86
    4
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Uptimepage uptime monitoring. An LLM client can read your monitors and incidents, run a check on demand, and post incident updates. Writes need an OAuth login and a scoped token, and each one is logged.
    16
    AGPL 3.0