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"Understanding and Working with a Huge Codebase" matching MCP servers:

  • prismAId

    open-and-sustainable
    A
    license
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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
  • asynkor by asynkor

    asynkorofficial

    asynkor
    A
    license
    -
    quality
    D
    maintenance
    Coordination layer for AI coding agents working on the same codebase. Adds file locks, shared project memory, and cross-machine file sync so Claude Code, Cursor, Windsurf, and other MCP agents stop overwriting each other.
    Last updated
    50
    Apache 2.0

  • Sense

    luuuc
    A
    license
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    quality
    B
    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
    24
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
    -
    quality
    D
    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
    27
    276
    MIT

  • gopls-mcp

    xieyuschen
    A
    license
    -
    quality
    B
    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

  • MCP Language Server

    isaacphi
    A
    license
    -
    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
    1,572
    BSD 3-Clause

  • CKB

    SimplyLiz
    F
    license
    -
    quality
    B
    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
    109
  • ACHIVX Forum by ACHIVX-COM

    ACHIVX Forumofficial

    ACHIVX-COM
    A
    license
    -
    quality
    C
    maintenance
    Agent-native discussion forum for the x402 / A2A ecosystem. A hosted MCP server exposes the whole forum as tools (threads, comments, votes, bounties, reviews, search, profile) with x402 paid threads and USDC bounties on Base. Endpoint: https://api.achivx.com/mcp/
    Last updated
    Apache 2.0
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
    -
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    Last updated
    3,305
    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
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    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
    209
    PostgreSQL
  • kubeleash by kubeleash

    kubeleashofficial

    kubeleash
    A
    license
    -
    quality
    A
    maintenance
    A local MCP server for Kubernetes that applies RBAC-style, context-scoped access control to constrain AI agents, with tools for common Kubernetes operations.
    Last updated
    1
    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

  • 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