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

  • Code-Fundi MCP Server by Code-Fundi

    Code-Fundi MCP Serverofficial

    Code-Fundi
    A
    license
    A
    quality
    A
    maintenance
    A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.
    27
    84
    1
    MIT

  • IT Tools MCP Server

    wrenchpilot
    A
    license
    B
    quality
    F
    maintenance
    A comprehensive Model Context Protocol server providing access to 70+ IT tools for developers and system administrators, including encoding/decoding, text manipulation, hashing, and network utilities.
    34
    100
    179
    22
    TypeScript
    MIT

  • Talk to Figma MCP

    kctw-dev
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    license
    B
    quality
    C
    maintenance
    Enables AI agents to directly control Figma Desktop via MCP, supporting UI creation, editing, prototyping, and variable management with over 60 tools.
    65
    882
    1
    MIT

  • INDUSS Research Intelligence

    viraj43
    F
    license
    A
    quality
    B
    maintenance
    Provides an institutional research backend for AI assistants, with 15 tools for company, financial, funding, competitor, industry, and news intelligence, plus Markdown/PDF report generation, featuring deterministic source routing, extraction, validation, and citation generation.
    15
  • greynoise-mcp-server by GreyNoise-Intelligence

    greynoise-mcp-serverofficial

    GreyNoise-Intelligence
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    license
    A
    quality
    A
    maintenance
    MCP server for GreyNoise threat intelligence, enabling IP analysis, GNQL queries, tag and vulnerability lookups, and session/pcap retrieval via natural language.
    48
    92
    5
    MIT

  • MCP Files

    OrionPotter
    A
    license
    A
    quality
    -
    maintenance
    Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.
    3
    11

  • GraphRAG TypeScript MCP Tools

    Akakinad
    F
    license
    C
    quality
    C
    maintenance
    An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based search, and movie details, along with advanced features such as LLM sampling and completions.
    4

  • Nanostores MCP

    Valyay
    A
    license
    A
    quality
    D
    maintenance
    The MCP server for Nanostores that scans your codebase with AST analysis to find stores, subscribers, and dependency chains, and can ingest live events to spot noisy, error-prone, or unused stores.
    12
    69
    1
    MIT

  • Shortcuts MCP

    foxtrottwist
    A
    license
    A
    quality
    C
    maintenance
    Connects LLMs to your macOS Shortcuts library, enabling interactive workflows, discovery, and management through AppleScript and CLI integration.
    3
    11
    MIT

  • KanseiLink MCP Server

    kansei-link
    A
    license
    A
    quality
    B
    maintenance
    An intelligence layer for discovering and orchestrating Japanese SaaS MCP tools through intent-based search and workflow recipes. It enables AI agents to evaluate service quality using community-driven insights while ensuring privacy through automated PII masking.
    5
    334
    1
    MIT

  • Intel Threadlinqs MCP

    threadlinqs-cmd
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Threadlinqs Intelligence — 49 tools across threat intelligence, detections, IOCs, threat actors, MITRE attack-chains, C2 infrastructure, and Purple-tier composite intelligence. Drop-in for Claude Code, Claude Desktop, Cursor, and any MCP-compatible client.
    73
    249
    MIT

  • Claudegram

    sanjar-x
    A
    license
    B
    quality
    D
    maintenance
    MCP server that enables Claude Code to interact with a personal Telegram account via MTProto, providing over 120 tools for messaging, media, chat management, and more.
    100
    2
    MIT

  • MCP Server Starter

    LassiterJ
    F
    license
    B
    quality
    D
    maintenance
    A minimal TypeScript starter template for building Model Context Protocol (MCP) servers with auto-loading architecture for tools, resources, and prompts. Includes code generators, dual transport support (stdio/HTTP), and production-ready structure.
    3

  • MCP Specification Server

    MCPJam
    A
    license
    B
    quality
    C
    maintenance
    Provides complete access to Model Context Protocol documentation through an MCP server, allowing LLMs to query specific sections like 'Tools', 'Resources', and 'Authorization' to retrieve comprehensive protocol specifications.
    1
    15
    9
    MIT