Skip to main content
Glama

JSON File Upload, Data Vectorization, and LLM Similarity Search MCP tools

Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

68,379 tools. Last updated 2026-02-03 06:50
  • Extract and convert packet data from a PCAP file into JSON format using WireMCP for LLM-driven network analysis, enabling threat detection and diagnostics.
    MIT
  • Transfer local files to Databricks File System (DBFS) for temporary storage, scripts, or smaller datasets. Handles large files via chunked upload and provides JSON output with success status, file size, and upload time.
  • Enables vector similarity search in Turso databases by querying specific vectors within a table, returning results based on similarity for advanced data analysis.
    MIT
  • Find semantically similar vectors using cosine similarity to retrieve relevant data from vector databases. Supports namespace filtering and similarity thresholds for precise search results.

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord

Matching MCP servers

  • -
    security
    A
    license
    -
    quality
    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 2 months ago
    13
    1
    MIT
    • Apple
    • Linux
  • -
    security
    F
    license
    -
    quality
    Enables intelligent file searching in local directories using natural language queries. Supports searching by file type, filename patterns, and content across multiple formats including PDF, Word, Excel, and text files with AI-powered relevance scoring.
    Last updated 4 months ago