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"Merchant Category Code (MCC) data lookup" matching MCP servers:

  • RooCode-RAG-Lookup

    Mazchoo
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic search across documents and code repositories using RAG (Retrieval-Augmented Generation) with vector embeddings. Automatically indexes PDF documents and performs relevance-scored lookups through ChromaDB and sentence transformers.

  • code-context

    jieyefriic
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI coding assistants to automatically scan, store, and query API endpoints from codebases, providing instant lookup and semantic search to reduce context switching and token consumption.
    1
    MIT

  • semantic-code-mcp

    vrppaul
    F
    license
    A
    quality
    C
    maintenance
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    3
    3

  • code-vector-sync

    Abernaughty
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.

  • MCP Code Indexer

    zxfgds
    F
    license
    Not graded
    quality
    D
    maintenance
    A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.
    33

  • milvus-sdk-code-helper

    Shawnzheng011019
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.
    2
    MIT

  • CocoIndex Code MCP Server

    aanno
    F
    license
    Not graded
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector similarity and keyword metadata search for code retrieval.
    42

  • MCP Data Server

    hkonda015
    A
    license
    Not graded
    quality
    D
    maintenance
    Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic search. Provides both CLI and MCP server interfaces so Claude Desktop can search and read your local documents.
    MIT

  • 1C Code Search MCP

    rsyuzyov
    A
    license
    Not graded
    quality
    F
    maintenance
    Enables semantic search through 1C codebase exports using local CPU-based RAG with sentence transformers and FAISS indexing. Supports fast XML file indexing and retrieval of 1C code with metadata parsing.
    11
    MIT

  • mcp-lancedb

    adiom-data
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that enables LLMs to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB. Ask LLMs questions about the dataset as a whole or about specific documents.
    18
    78
    MIT

  • Home File Agent

    nfedunwork-code
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that provides secure read-only access to a local folder, enabling file listing, reading, semantic search (RAG), and indexing status via natural language, integrated with Claude Desktop and a custom agent loop.

  • quarry

    punt-labs
    A
    license
    A
    quality
    A
    maintenance
    Enables local semantic search over documents and code for Claude Code and Claude Desktop, running entirely offline with local embeddings and vector storage.
    11
    3
    MIT