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"Guidance for Understanding Large Codebases and Learning Their Architecture" matching MCP servers:

  • NetDefense for OPNsense by netdefense-io

    NetDefense for OPNsenseofficial

    netdefense-io
    A
    license
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    quality
    A
    maintenance
    Manage a fleet of OPNsense firewalls from an AI agent, inside guardrails it can't drive around. MCP server for central management of OPNsense firewall fleets. 129 tools across devices, config sync, tasks, schedules, templates, backups and remote consoles - destructive actions confirmation-gated, MCP-issued tokens lifetime-bounded, backup and storage secrets excluded from the toolset entirely.
    Last updated
    Apache 2.0

  • Grimoire for Gamemasters

    zafety-vibin
    A
    license
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    quality
    B
    maintenance
    Connect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity schemas (NPCs, factions, locations, sessions, lore), relationship and knowledge-graph queries, wiki blocks, and a narrative-state bundle of open threads and canon facts.
    Last updated
    1
    MIT

  • prismAId

    open-and-sustainable
    A
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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.
    Last updated
    24
    AGPL 3.0

  • gograph

    ozgurcd
    A
    license
    A
    quality
    A
    maintenance
    A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for AI coding agents that need to navigate and reason about large Go codebases without reading raw files.
    Last updated
    65
    205
    MIT

  • immigration-mcp

    tushariitr-19
    A
    license
    A
    quality
    B
    maintenance
    MCP server for US immigration guidance — live Visa Bulletin, priority date checker, and immigration term explanations powered by official government data
    Last updated
    3
    2
    MIT

  • Sense

    luuuc
    A
    license
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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.
    Last updated
    25
    MIT

  • LLM Optimizer

    jonradoff
    A
    license
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    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    Last updated
    10
    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.
    Last updated
    7
    278
    MIT

  • gopls-mcp

    xieyuschen
    A
    license
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    quality
    A
    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.
    Last updated
    57
    BSD 3-Clause

  • Kodit

    helixml
    A
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    quality
    A
    maintenance
    A Code Indexing MCP Server that connects AI coding assistants to external codebases, providing accurate and up-to-date code snippets to reduce mistakes and hallucinations.
    Last updated
    121
    Apache 2.0

  • 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.
    Last updated
    1,570
    BSD 3-Clause

  • lunar-mcp

    XiaoYijiang-c
    F
    license
    -
    quality
    C
    maintenance
    lunar-mcp is a Go-based MCP server that provides 28+ tools for Chinese traditional calendar, fortune telling, and divination. It enables AI agents to integrate Chinese cultural computations into their workflows.
    Last updated

  • 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.
    Last updated
    108