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"Understanding File Structures" matching MCP servers:

  • SRC (Structured Repo Context)

    kvnpetit
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    An MCP server and CLI tool that transforms codebases into AI-ready context through semantic search, call graph analysis, and incremental indexing. It enables AI assistants to perform hybrid vector and keyword searches to understand complex repository structures and cross-file relationships.
    Last updated
    5
    45
    1
    MIT

  • File AI

    flyfish-dev
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    A read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.
    Last updated
    5
    47
    3
    Apache 2.0

  • MCP Compass

    liuyoshio
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    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    Last updated
    1
    179
    245
    MIT
  • Sequa MCP by saqua-ai

    Sequa MCPofficial

    saqua-ai
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    Enables AI assistants to access contextual knowledge from multiple repositories through Sequa's Contextual Knowledge Engine. Provides architecture-aware code understanding and cross-repository context for more accurate, production-ready code generation.
    Last updated
    98
    MIT
  • CodeAlive MCP by CodeAlive-AI

    CodeAlive MCPofficial

    CodeAlive-AI
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    A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.
    Last updated
    85
    MIT
  • Dropbox Dash MCP Server by dropbox

    Dropbox Dash MCP Serverofficial

    dropbox
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    quality
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    Exposes Dropbox Dash search and file metadata via STDIO, enabling users to search across company content and fetch detailed file metadata and content.
    Last updated
    10
    Apache 2.0
  • Alkemi MCP Server by alkemi-ai

    Alkemi MCP Serverofficial

    alkemi-ai
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    quality
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    Connects MCP clients to databases like Snowflake, BigQuery, and Databricks through Alkemi's data platform, enabling natural language database queries with proper schema understanding and metadata management for consistent team-wide access.
    Last updated
    28
    4
    MIT

  • maximo-mcp-ai-integration

    markusvankempen
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    he Maximo MCP Server bridges AI agents (Claude, Cursor, Antigravity) with your IBM Maximo environment. It empowers your AI to autonomously discover Object Structures (APIs), inspect schemas, and query live data via OSLC. Instead of hallucinating field names, the AI validates queries instantly and ca
    Last updated
    59
    8
    Apache 2.0

  • MCP Titan

    henryhawke
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    This advanced memory server facilitates neural memory-based sequence learning and prediction, enhancing code generation and understanding through state maintenance and manifold optimization as inspired by Google Research's framework.
    Last updated
    35
    92
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
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    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

  • reporelay

    chwoerz
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    quality
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    Self-hosted MCP server for indexing and searching code repositories via hybrid search and deep code understanding.
    Last updated
    7
    18
    MIT