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

  • CodebaseAgent-MCP

    FI-Mihej
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    CodebaseAgent-MCP is an MCP server that uses a lightweight RAG pipeline to delegate repository analysis to a dedicated OpenAI-compatible LLM, reducing token consumption by having the primary assistant receive only the relevant findings instead of repeatedly scanning the entire codebase.
    Last updated
    8
    6
    1
    Apache 2.0

  • MCP Server for Stealth Web

    maxylev
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    quality
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    maintenance
    A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching. Built for AI Agents (Cursor, Claude Code, OpenCode), it uses a stealth browser engine to fetch pages, dynamically handles SPAs/React, and converts bloat into token-optimized Markdown.
    Last updated
    182
    3
    MIT

  • Marrow

    desikai-lab
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    maintenance
    Marrow is a persistent multi-project memory backend that provides AI agents with MCP tools for semantic code navigation, task backlog management, and versioned artifact storage. It enables seamless, token-optimized context sharing and asynchronous handoffs between different AI models working on the same codebase.
    Last updated
    24
    5
    MIT

  • sourcesage

    sarathsp06
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    license
    B
    quality
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    maintenance
    SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
    Last updated
    13
    7
  • Verificate MCP by Verificate-Dev

    Verificate MCPofficial

    Verificate-Dev
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    quality
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    Verificate combines 17 applications each designed to address a separate issue with AI Coding supported with a Frontier AI Model. This allows you to Vibe Code with confidence and even dropped down to a more basic model with a better outcome.
    Last updated
    8
    4
    MIT

  • SENTINEL

    teodorofodocrispin-cmyk
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    license
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    quality
    C
    maintenance
    Agent-Level Transaction Safety Oracle. Before an AI agent signs a blockchain transaction, it returns a SAFE/UNSAFE verdict with a SENTINEL Score (AAA-D) and risk flags. Pay-per-call $0.005 USDC via x402 on Base.
    Last updated
    1

  • microcharts

    ganapativs
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    quality
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    maintenance
    Renders word-sized charts — sparklines, bars, bullets and 100+ more types — to self-contained SVG with generated alt text, small enough to sit inline in a model's reply or a table cell. Three tools: find the right chart for a question, get its wiring, and render it.
    Last updated
    18
    3
    979
    96
    MIT

  • coldstart

    AkashGoenka
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    coldstart gives coding agents durable memory of a specific codebase, with no embeddings, no vector store, and no API key. Agents write notes after real tasks — what a file is for, how a flow spans files, which invariants hold — and those notes are surfaced automatically to a later session whose task matches, so nothing gets rediscovered from scratch. Every note is anchored to real files by content
    Last updated
    6
    646
    6
    MIT

  • secret-scanner

    Baneado98
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    quality
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    maintenance
    Enables scanning diffs or code blobs for leaked secrets, returning a verdict with severity and masked findings, all processed locally with no data sent externally.
    Last updated
    1
    MIT

  • Grafyx

    bilal07karadeniz
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    Enables AI coding assistants to understand codebase architecture in real time by parsing source code into a relationship graph and exposing call chains, dependencies, class hierarchies, and conventions via MCP tools.
    Last updated
    6
    14
    4
    MIT

  • LeetCode MCP Server

    jinzcdev
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    A Model Context Protocol server that provides integration with LeetCode APIs, enabling automated interaction with programming problems, contests, solutions, and user data across both leetcode.com and leetcode.cn platforms.
    Last updated
    9
    335
    136
    MIT

  • Jira-Next-Gen

    Jira-MCP
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    license
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    quality
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    maintenance
    A Model Context Protocol (MCP) server for interacting with Atlassian Jira. Connect AI assistants like Claude, Cursor AI, and others directly to your Jira projects, issues, and workflows.
    Last updated
    6
    85
    3

  • TempoGraph

    Elmoaid
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    license
    A
    quality
    C
    maintenance
    Code graph context engine that parses codebases with tree-sitter (170+ languages), builds structural dependency graphs, and provides 24 MCP tools for code intelligence. One prepare_context call gives your AI agent the right files for any task. Includes focus, blast radius, hotspots, dead code detection, and hybrid search.
    Last updated
    24
    1
    AGPL 3.0