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"JSON File Upload, Data Vectorization, and LLM Similarity Search" matching MCP servers:

  • Upload-Post by Upload-Post

    Upload-Postofficial

    Upload-Post
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    license
    A
    quality
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    maintenance
    Upload-Post is the all-in-one social media MCP server the Model Context Protocol server for social media publishing, scheduling and analytics. Connect any MCP-compatible AI agent (Claude, Cursor, ChatGPT, Claude Desktop, n8n, and more) and publish, schedule and analyze content across 13+ social networks from one API: TikTok, Instagram, YouTube, YouTube Shorts, Instagram Reels, LinkedIn, Facebook
    Last updated
    51
    703
    3
    MIT

  • File Search MCP

    elad12390
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    license
    A
    quality
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    maintenance
    Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.
    Last updated
    4
    16
    2
    MIT
  • JSON Contracts by json-contracts

    JSON Contractsofficial

    json-contracts
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    license
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    quality
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    maintenance
    JSON Contracts is a local MCP server for transforming natural language into Git-controlled JSON contracts, JSON Schema validation, and structured LLM/agent outputs.
    Last updated
    8
    57
    1
    Apache 2.0

  • Huoshui File Search

    huoshuiai42
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    license
    B
    quality
    D
    maintenance
    Enables fast file search on macOS using the native mdfind (Spotlight) command, with support for filtering, regex, sorting, and limiting results.
    Last updated
    1
    MIT

  • LLM Radar

    ajentsor
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    license
    A
    quality
    F
    maintenance
    MCP server that provides AI assistants with real-time, current information about AI models from OpenAI, Anthropic, and Google, including pricing, capabilities, and context windows.
    Last updated
    4
    MIT

  • File AI

    flyfish-dev
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    license
    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
    47
    3
    Apache 2.0

  • LLM Bus

    danieldoderlein
    A
    license
    B
    quality
    C
    maintenance
    MCP server that provides a live coordination layer for AI agents, including attributable handoffs, a shared event ledger, atomic work-claiming, and advisory file leases to prevent collisions.
    Last updated
    27
    7
    AGPL 3.0

  • llm-toolkit

    0x1Jar
    F
    license
    B
    quality
    A
    maintenance
    MCP server toolkit with payload library, WAF bypass generator, rate limiter, plugin system, and inter-MCP bridge for security testing.
    Last updated
    16

  • file-mcp

    yun-wulian
    F
    license
    B
    quality
    C
    maintenance
    Windows-first MCP server for deterministic file writes with atomic create, replace, and structured edit operations, preserving encoding and newline styles.
    Last updated
    10
    1

  • llm-fallback-mcp

    KhushalB25
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    license
    A
    quality
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    maintenance
    MCP server that completes prompts with automatic provider fallback across OpenAI, Anthropic Claude, and Google Gemini. It is rate-limit aware, retries on transient failures, and provides a transparent attempt log.
    Last updated
    2
    9
    MIT

  • data-filter-mcp

    alxark
    A
    license
    A
    quality
    A
    maintenance
    Local MCP server that registers restricted Python filters and runs them against local JSON, YAML, and TXT files, enabling safe data filtering and file conversion.
    Last updated
    3
    6
    MIT

  • mrc-data

    meacheal-ai
    A
    license
    A
    quality
    D
    maintenance
    The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.
    Last updated
    19
    22
    2
    Inno Setup