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"Code intelligence tools for LLMs to understand codebase structure and locate functionality" matching MCP servers:

  • Database Tools for Claude AI

    elber-code
    A
    license
    B
    quality
    D
    maintenance
    MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.
    1
    0
    4
    MIT

  • hugo-llms-mcp

    biccio
    A
    license
    -
    quality
    C
    maintenance
    A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cloudflare Workers. It reads your blog's llms.txt and llms-full.txt files and exposes them as structured tools that AI assistants can query to understand your content.
    MIT

  • codebase-indexer

    ygtdgn
    F
    license
    -
    quality
    D
    maintenance
    A semantic codebase indexer MCP server that chunks source code, generates embeddings via Ollama, and stores them in Qdrant for natural-language code search.
    10

  • Obsidian-Intelligence

    GuideThomas
    A
    license
    -
    quality
    B
    maintenance
    Obsidian Intelligence turns your vault into a Model Context Protocol server. Any MCP-enabled AI client (Claude Desktop, Claude Code, Cursor, OpenWebUI, Cline, Continue.dev, ChatGPT Desktop) can then search, analyze, and reason over your vault — without your notes ever leaving your machine.
    9
    2
    MIT

  • Research Intelligence MCP

    supuni9622
    A
    license
    A
    quality
    B
    maintenance
    A unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge sources.
    7
    1
    MIT

  • code-rag-mcp

    qduc
    A
    license
    A
    quality
    D
    maintenance
    Enables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude Code for automatic codebase exploration.
    1
    1
    MIT

  • kr-crypto-intelligence

    bakyang2
    A
    license
    A
    quality
    C
    maintenance
    Korean crypto market data API for AI agents. Real-time Kimchi Premium (Upbit vs Binance), Korean exchange prices, USD/KRW FX rate. First verified Korean market data MCP server. Pay-per-use via x402 on Base.
    17
    1
    MIT

  • sales-intelligence

    jbalbu01
    A
    license
    A
    quality
    F
    maintenance
    Enables research on prospects, pull call transcripts, and enrich leads using Gong, ZoomInfo, Clay, and LinkedIn Sales Navigator through natural language.
    16
    1
    MIT

  • mcp-tools

    egnaro9
    A
    license
    A
    quality
    B
    maintenance
    Provides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.
    5
    MIT

  • Citation Intelligence MCP

    AutomateLab-tech
    A
    license
    A
    quality
    A
    maintenance
    Free, self-hosted MCP server that reports which URLs ChatGPT, Claude, Perplexity, Gemini, and Bing cite for any query. Install with npx -y @automatelab/citation-intelligence.
    24
    244
    8
    MIT

  • MCP CNPJ Intelligence

    raphaelmarra
    A
    license
    A
    quality
    D
    maintenance
    An MCP server for querying data on 27 million Brazilian companies from the Federal Revenue, enabling searches by CNPJ, company name, location, and industry. It supports advanced features like partner discovery, sector benchmarking, and similarity analysis.
    6
    16
    17
    MIT