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"Understanding File Reading in Programming" matching MCP servers:

  • Shepherd MCP

    neuralis-in
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    Last updated
    18
    MIT

  • iris-eval/mcp-server

    iris-eval
    A
    license
    A
    quality
    B
    maintenance
    MCP-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 updated
    9
    127
    8
    MIT

  • yokozuna-mcp

    mbe24
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives coding agents programmatic access to Sumo Logic logs via the Search Job API, enabling issue triage in preview deployments and production without leaving the editor.
    Last updated
    14
    37
    Apache 2.0

  • opensearch-dashboard-mcp

    danilin-em
    A
    license
    A
    quality
    A
    maintenance
    Enables LLM clients to interact with OpenSearch Dashboards, including reading saved objects, listing tenants and index patterns, and querying logs through the Dashboards API.
    Last updated
    5
    MIT

  • WaveGuard

    gpartin
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes GPU-accelerated anomaly detection to AI assistants via the Model Context Protocol. Provides two MCP tools: waveguard_scan (send training + test data in one call, returns per-sample anomaly scores and top explanatory features) and waveguard_health (check API and GPU status). Works on time series, JSON, numbers, text, and images — fully stateless.
    Last updated
    3
    4
    MIT

  • mcp-dotnet-diagnostics

    aayushmdesai
    A
    license
    A
    quality
    B
    maintenance
    Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required.
    Last updated
    7
    1
    MIT

  • mcp-telemetry

    arnavranjan005
    A
    license
    A
    quality
    A
    maintenance
    Streams live progress from long-running MCP tool calls to any connected client. Instrument a tool call with mcp-telemetry-sdk, and telemetry_subscribe pushes its steps, logs, cost, and completion over notifications/progress — no polling, and a job started in one session can be watched from a different one.
    Last updated
    3
    6
    2
    MIT

  • Gizmo Analytics

    sudomichael
    A
    license
    A
    quality
    C
    maintenance
    Privacy friendly, cookieless web analytics built MCP-first. "Add analytics to my Next.js app" → an AI agent runs the setup_analytics_for_site tool, picks the right install snippet, edits your layout file, and verifies the script is loading. OAuth onboarding, no API keys to paste.
    Last updated
    28
    105
    1
    MIT

  • log-mcp

    ascii766164696D
    A
    license
    A
    quality
    D
    maintenance
    MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.
    Last updated
    7
    95
    MIT

  • mcp-session-insight

    ArtLjn
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to query and analyze past Claude Code sessions, providing structured insights like file changes, decisions, errors, and git history across projects.
    Last updated
    11
    40
    1
    MIT

  • devpulse-mcp

    tao-izm
    A
    license
    A
    quality
    C
    maintenance
    Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, git state, and provides a health diagnosis in one call.
    Last updated
    3
    13
    1
    MIT