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Related Servers

Alternatives to lastwords

No user-submitted related servers found.

    Related Servers

    • A
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      Enables read-only, stack-aware diagnostics for microservices on Kubernetes, turning debugging runbooks into conversational tools that investigate slow requests, changes, leaks, and in-pod conditions without exposing cluster credentials.
      57
      Apache 2.0
    • A
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      Not graded
      quality
      B
      maintenance
      Enables coding agents to observe any running process — syscalls, CPU flamegraphs, thread stacks, sockets and file descriptors, packets, heap retainers, and container state — without breakpoints, restarts, or instrumentation. It turns output from local tools like strace, py-spy, perf, lsof, tcpdump, and gdb/lldb into structured findings that cite evidence, supporting guided triage of leaks, slowness, hangs, and crashes.
      83 npm
      13
      MIT
    • A
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      quality
      C
      maintenance
      Exposes read-only Kubernetes investigation tools — pod listing/descriptions, log tails (including previous crashes), events, deployment and rollout history, node status, and Prometheus metrics — over MCP so Claude Desktop or any MCP client can diagnose the root cause of an incident. Proposed fixes are never exposed as executable actions; remediation stays behind a policy-checked human approval gate.
      1
      MIT
    • A
      license
      A
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      maintenance
      Gives AI assistants read-only access to a Kubernetes cluster's observability stack — Loki, Prometheus, Tempo, the Kubernetes API — plus AWS telemetry from CloudTrail, Config, ECR, and RDS. 23 tools for querying logs, metrics, traces, Kubernetes events, deployments, and audit history in plain language.
      23
      Apache 2.0
    • A
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      maintenance
      Enables AI agents to inspect Kubernetes pods and cluster events, query Prometheus and Loki, and diagnose pod health with suggested actions through MCP tools.
      MIT
    • F
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      quality
      C
      maintenance
      Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform pod health analysis with resource trend tracking.
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    TDQS

    A3.9/5.0

    Scored across 4 tools

    Disambiguation5/5

    Each tool occupies a distinct slot: list_captures is the index, get_capture is the per-incident detail view, read_file retrieves raw evidence artifacts, and watchlist is live/look-ahead monitoring rather than postmortem inspection. The descriptions make the list→get→read progression and the live-vs-historical split explicit, so an agent should not misfire.

    Naming Consistency4/5

    All four tools share the same 'lastwords_' namespace prefix and snake_case, and three follow a verb_noun shape (get_capture, list_captures, read_file). 'lastwords_watchlist' is a bare noun rather than a verb-led name, the one small deviation in an otherwise predictable pattern.

    Tool Count4/5

    Four tools is on the thin side but each maps to a real step in the OOM/crash investigation workflow, with no filler or redundancy. The server is narrowly scoped to evidence retrieval, so a small surface is defensible rather than deficient.

    Completeness4/5

    The core lifecycle — discover captures, inspect a capture, and read its evidence files — is fully covered, plus a proactive watchlist for imminent OOMs. Minor gaps exist: no filtering/search of captures by workload or time, and no way to prune or manage stored evidence.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues