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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
    A
    license
    A
    quality
    B
    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
    A
    license
    A
    quality
    C
    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
    A
    license
    A
    quality
    C
    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

  • mcp-json

    pipeworx-io
    A
    license
    -
    quality
    C
    maintenance
    Provides tools to validate, format, and query JSON strings via MCP. Enables AI agents to work with JSON data without needing keys or internet.
    Last updated
    8
    MIT

  • JSON Query MCP

    mgraczyk
    F
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server for querying large JSON files using JSONPath expressions, enabling LLMs to efficiently search and extract information from large JSON data.
    Last updated
    3
    11

  • File AI

    flyfish-dev
    A
    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

  • mcp-json-tools

    rog0x
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that provides tools for JSON validation, diffing, and transformation operations such as flattening and renaming. It also enables data format conversion between JSON, CSV, and YAML to streamline data processing for AI agents.
    Last updated
    75
    MIT

  • MCP JSON Sanitizer

    MCP-TOOLS-EDGE
    F
    license
    -
    quality
    D
    maintenance
    Enables repair of malformed JSON strings into valid JSON for agent workflows by fixing common LLM formatting issues. Supports cleanup of code fences, smart quotes, unquoted keys, trailing commas, and missing brackets to ensure reliable data parsing.
    Last updated

  • MCP JSON Navigator

    Adsdworld
    F
    license
    -
    quality
    D
    maintenance
    Enables efficient navigation and search of large JSON files (>10MB) through intelligent path exploration and fuzzy search capabilities, designed to save tokens by avoiding loading entire files into context.
    Last updated
    1