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"Troubleshooting and debugging errors" matching MCP servers:

  • prismAId

    open-and-sustainable
    A
    license
    -
    quality
    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    Last updated
    24
    AGPL 3.0

  • ContextLattice

    sheawinkler
    A
    license
    A
    quality
    A
    maintenance
    ContextLattice is an HTTP-first, MCP-compatible memory/context/task orchestrator that persists writes and returns fused recall from specialized stores with local-first defaults. Primary URL: https://contextlattice.io/ Install: https://contextlattice.io/installation.html Troubleshooting: https://contextlattice.io/troubleshooting.html
    Last updated
    3
    141
    Apache 2.0

  • gemini-media-mcp

    mordor-forge
    A
    license
    A
    quality
    C
    maintenance
    Unified MCP server for Gemini media generation --Nano Banana (images), Veo 3.1 (video), TTS, and Lyria 3 (music). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
    Last updated
    12
    8
    Apache 2.0

  • Scrapfly MCP

    scrapfly
    A
    license
    A
    quality
    B
    maintenance
    Gives AI assistants real-time access to web data with the ability to scrape any website, bypass anti-bot systems, extract structured data, and capture screenshots through enterprise-grade infrastructure.
    Last updated
    6
    96
    12
    ISC
  • passninja by flomio

    passninjaofficial

    flomio
    A
    license
    -
    quality
    A
    maintenance
    MCP server for managing Apple Wallet and Google Wallet passes via the PassNinja API. Provides tools to create, list, update, and delete pass templates, passes, and webhooks.
    Last updated
    MIT
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
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    quality
    B
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    Last updated
    3,314
    Apache 2.0
  • GraphJin by dosco

    GraphJinofficial

    dosco
    A
    license
    -
    quality
    B
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    Last updated
    1,159
    3,130
    Apache 2.0
  • pgEdge Postgres MCP Server by pgEdge

    pgEdge Postgres MCP Serverofficial

    pgEdge
    A
    license
    -
    quality
    B
    maintenance
    Enables SQL queries against PostgreSQL databases through MCP-compatible clients and includes a natural language agent for forming SQL queries from natural language.
    Last updated
    210
    PostgreSQL
  • SigNoz MCP Server by SigNoz

    SigNoz MCP Serverofficial

    SigNoz
    A
    license
    -
    quality
    A
    maintenance
    Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language.
    Last updated
    113
    Apache 2.0
  • stackql by stackql

    stackqlofficial

    stackql
    A
    license
    -
    quality
    B
    maintenance
    Open source SQL-native query and provisioning engine for cloud and SaaS infrastructure. Ships as a single signed binary with MCP tools for provider discovery, schema exploration, queries, and lifecycle operations.
    Last updated
    867
    MIT

  • Qurio MCP Server

    irahardianto
    A
    license
    -
    quality
    D
    maintenance
    Enables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated documentation.
    Last updated
    17
    MIT

  • mcp-trino

    txn2
    A
    license
    -
    quality
    B
    maintenance
    A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata catalogs.
    Last updated
    2
    Apache 2.0

  • helmdeck

    tosin2013
    A
    license
    -
    quality
    B
    maintenance
    A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON calls, enabling reliable agentic workflows even with small open-weight models.
    Last updated
    5
    Apache 2.0