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"Understanding and Exploring Open JAR Libraries" matching MCP servers:

  • open-context

    incu6us
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    license
    A
    quality
    C
    maintenance
    A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.
    18
    3
    MIT

  • prismAId

    open-and-sustainable
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    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.
    27
    AGPL 3.0

  • cnnfag

    wildsurfer
    A
    license
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    quality
    A
    maintenance
    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    2
    MIT

  • Sense

    luuuc
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    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    30
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
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    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    6
    280
    MIT

  • gopls-mcp

    xieyuschen
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    quality
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    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    57
    BSD 3-Clause

  • MCP Language Server

    isaacphi
    A
    license
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    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,577
    BSD 3-Clause

  • CKB

    SimplyLiz
    F
    license
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    quality
    A
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    109

  • Gitlab MCP Server

    jmrplens
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    A
    quality
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    maintenance
    Model Context Protocol (MCP) server for GitLab — exposes 1006 GitLab REST & GraphQL API operations as MCP tools (42 meta-tools / 57 enterprise), 24 resources, 38 prompts, and 17 completion types for AI assistants. Written in Go, single static binary, stdio and HTTP transport.
    2
    31
    MIT

  • Radar

    skyhook-io
    A
    license
    A
    quality
    A
    maintenance
    Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.
    25
    2,905
    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.
    12
    8
    Apache 2.0

  • OSF CLI Go

    edithatogo
    A
    license
    A
    quality
    A
    maintenance
    Read-only MCP tools for authenticated Open Science Framework projects, components, files, and contributors.
    6
    1
    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.
    6
    56
    12
    ISC

  • coremcp

    CoreBaseHQ
    A
    license
    B
    quality
    B
    maintenance
    Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source bridge for LLM data analysis.
    9
    11
    Apache 2.0
  • passninja by flomio

    passninjaofficial

    flomio
    A
    license
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    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.
    MIT
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
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    quality
    A
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    3,356
    Apache 2.0
  • GraphJin by dosco

    GraphJinofficial

    dosco
    A
    license
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    quality
    A
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    1,118
    3,138
    Apache 2.0