"Understanding File Structures" matching MCP servers:

• Structured Data Validator &

  agenson-tools

  A

  license

  A

  quality

  C

  maintenance

  Provides AI agents with data validation, transformation, and normalization capabilities, including JSON schema validation, CSV processing, data normalization, text cleaning, and dataset merging.

  Last updated 2026-04-02

  5

  64

  MIT

• MCP Mix Server

  mlstudios-ai

  F

  license

  A

  quality

  -

  maintenance

  A tutorial implementation MCP server that enables analysis of CSV and Parquet files. Allows users to summarize data and query file information through natural language interactions.

  Last updated 2025-08-21

  2

• ifc-mcp

  WolfzTech

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to load, query, and analyze IFC building model files, including spatial structures, elements, properties, materials, and geometry.

  Last updated 2026-06-18

  20

  MIT

• MCP Excel Reader

  ArchimedesCrypto

  A

  license

  B

  quality

  F

  maintenance

  Provides efficient handling of large Excel files through automatic chunking and pagination, using MCP to enable seamless file reading and management features such as sheet selection and error handling.

  Last updated 2026-03-12

  1

  29

  MIT
• 

  Storacha MCP Storage Serverofficial

  storacha

  A

  license

  -

  quality

  D

  maintenance

  Enables AI applications to interact with decentralized storage through a standardized Model Context Protocol interface, allowing file uploads, retrievals, and identity management.

  Last updated 2025-06-28

  13

  Apache 2.0
• 

  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 2025-10-28

  28

  4

  MIT
• 

  CSV File MCP Server by CDataofficial

  CDataSoftware

  A

  license

  -

  quality

  D

  maintenance

  CSV File MCP Server by CData

  Last updated 2025-10-18

  MIT

• visitproject

  linmy666

  A

  license

  -

  quality

  C

  maintenance

  Converts legacy supply chain databases and file drops into MCP servers for AI agents, enabling direct interaction with closed systems via CLI.

  Last updated 2026-07-24

  MIT

• Forest Fire Visualization MCP

  daniel8824-del

  A

  license

  -

  quality

  D

  maintenance

  A Python-based MCP server that collects, analyzes, and visualizes forest fire occurrence data on maps, allowing users to access regional fire information, risk analysis, and map visualizations.

  Last updated 2025-04-08

  MIT

• drop-mcp

  Transmitt0r

  A

  license

  -

  quality

  A

  maintenance

  A tiny remote MCP server with a single tool, drop, that saves a file from local content or a URL into a mounted directory, acting as a file dropper for watch-folder importers.

  Last updated 2026-07-27

  2

  MIT

• sqlite-spreadsheet-sync-mcp

  MauricioPerera

  A

  license

  -

  quality

  A

  maintenance

  This MCP server enables AI assistants to interact with a SQLite database through a spreadsheet-like interface, supporting operations such as querying, editing, importing Excel/CSV, and managing table structures via natural language.

  Last updated 2026-06-18

  1

  ISC

• Snowflake MCP Server (Read

  sgriffin-magnoliacap

  A

  license

  -

  quality

  C

  maintenance

  Enables read-only interaction with Snowflake databases through SQL queries, schema exploration, and data insight tracking. Provides tools to query data, list databases/schemas/tables, describe table structures, and maintain a memo of discovered insights.

  Last updated 2025-06-30

  GPL 3.0

• Latentmachine MCP Server

  Kumagaizo

  A

  license

  -

  quality

  B

  maintenance

  Provides deterministic tools for understanding, transforming, and verifying structured data via MCP, enabling rule inference from examples and verification of transformed records.

  Last updated 2026-08-02

  MIT

• nocodb-mcp-server

  edwinbernadus

  A

  license

  -

  quality

  F

  maintenance

  Enables CRUD operations on NocoDB tables via natural language commands, supporting table manipulation, file upload, and bulk actions.

  Last updated 2026-03-30

  58

  75

  MIT

• mcp-bw-adt-api

  lingcSun

  F

  license

  -

  quality

  C

  maintenance

  Exposes SAP BW/4HANA ADT operations as MCP tools for LLM clients, with a local-file buffering layer to handle large XML payloads and table data efficiently.

  Last updated 2026-07-30

• JSON Mapping & Context MCP

  Bablu-singh

  F

  license

  -

  quality

  D

  maintenance

  Enables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.

  Last updated 2025-12-08

• HDFS MCP Server

  alittleyellowkevin

  F

  license

  -

  quality

  -

  maintenance

  A Model Context Protocol server that enables interaction with Hadoop Distributed File System, allowing operations like listing, reading, writing, and managing HDFS files and directories.

  Last updated 2025-07-29

  1

• Cleyrop MCP

  MartinCley

  F

  license

  -

  quality

  C

  maintenance

  MCP server to interact with Cleyrop work data: browse, search, read file content, and manage files/folders.

  Last updated 2026-06-18

• ERP-File MCP Server

  sharpjsdev

  F

  license

  -

  quality

  D

  maintenance

  Enables querying ERP data via an external API with adaptive caching, and accessing data from Google Sheets or local Excel/CSV files through dual MCP endpoints.

  Last updated 2026-04-21

• Excel Explorer

  ASH1998

  F

  license

  -

  quality

  D

  maintenance

  An MCP server that allows LLMs to read, analyze, and interact with Excel files through file operations, data discovery, and comprehensive analysis tools.

  Last updated 2025-08-02

  2