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"Understanding File Access" matching MCP servers:

  • Jina AI Remote MCP Server

    wlmwwx
    A
    license
    A
    quality
    C
    maintenance
    Provides access to Jina AI's suite of web tools including URL reading, web/image/academic search, content extraction, embeddings, and reranking capabilities. Enables AI assistants to search the web, extract content from URLs, and process information with semantic understanding.
    Last updated
    19
    Apache 2.0

  • Hugging Face Hub MCP Server

    michaelwaves
    F
    license
    A
    quality
    D
    maintenance
    Enables access to the Hugging Face Hub API to search and retrieve information about machine learning models, datasets, and their metadata. Provides comprehensive tools for exploring the Hugging Face ecosystem including model details, dataset information, and parquet file access.
    Last updated
    8

  • File AI

    flyfish-dev
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    B
    quality
    C
    maintenance
    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
    101
    2
    Apache 2.0

  • MCP Compass

    liuyoshio
    A
    license
    B
    quality
    F
    maintenance
    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
    144
    244
    MIT

  • Istedlal MCP Server

    AnshuML
    F
    license
    B
    quality
    D
    maintenance
    Provides AI agents with access to file metadata, vector search, and workflow metrics. It enables operations such as file metadata retrieval and semantic search over file embeddings using pgvector.
    Last updated
    3
  • Sequa MCP by saqua-ai

    Sequa MCPofficial

    saqua-ai
    A
    license
    -
    quality
    D
    maintenance
    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
    38
    MIT
  • CodeAlive MCP by CodeAlive-AI

    CodeAlive MCPofficial

    CodeAlive-AI
    A
    license
    -
    quality
    A
    maintenance
    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
  • Alkemi MCP Server by alkemi-ai

    Alkemi MCP Serverofficial

    alkemi-ai
    A
    license
    -
    quality
    D
    maintenance
    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
    7
    4
    MIT

  • MCP Titan

    henryhawke
    A
    license
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    quality
    B
    maintenance
    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
    10
    91
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
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    quality
    C
    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
    7
    277
    MIT

  • reporelay

    chwoerz
    A
    license
    -
    quality
    F
    maintenance
    Self-hosted MCP server for indexing and searching code repositories via hybrid search and deep code understanding.
    Last updated
    3
    17
    MIT