"Using the Structured app for organization or productivity" matching MCP servers:

• Structured Data Validator &

  agenson-tools

  A

  license

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  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

  102

  MIT

• xlsx-for-ai

  senoff

  A

  license

  A

  quality

  A

  maintenance

  50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.

  Last updated 2026-07-23

  50

  806

  4

  MIT

• mcp-for-redash

  Ashuqwe

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  license

  -

  quality

  D

  maintenance

  MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.

  Last updated 2026-03-23

  MIT

• App Market Intelligence MCP

  JiantaoFu

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that provides comprehensive market intelligence by analyzing data from both the Apple App Store and Google Play Store, enabling users to research apps, track market trends, study competitors, and understand user feedback across mobile marketplaces.

  Last updated 2025-12-08

  20

  25

  24

  MIT

• Quick Data for Windows MCP

  Beaulewis1977

  A

  license

  -

  quality

  C

  maintenance

  A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.

  Last updated 2025-06-16

  1

  MIT

• MCP Server for ETL

  atharvpatwardhan

  F

  license

  -

  quality

  D

  maintenance

  Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data infrastructure.

  Last updated 2025-07-28

• MCP Server for Apache Airflow

  yangkyeongmo

  A

  license

  C

  quality

  C

  maintenance

  Provides a standardized way for MCP clients to interact with Apache Airflow's REST API, supporting operations like DAG management and monitoring Airflow system health.

  Last updated 2026-03-03

  68

  170

  MIT
• 

  MCP Server for Apacheofficial

  datastrato

  A

  license

  -

  quality

  F

  maintenance

  A FastMCP integration server that provides access to Apache Gravitino metadata management APIs, allowing users to manage catalog/schema/table metadata, tags, and user-role information through a structured interface.

  Last updated 2025-07-03

  23

  Apache 2.0

• MCP Server for Cirro Data

  NorahZager

  -

  license

  -

  quality

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  maintenance

  This server enables multi-agent conversations for interacting with Cirro's biological data platform through its OpenAPI interface, auto-generated using AG2's MCP builder.

  Last updated 2025-06-03

• Stata-MCP

  SepineTam

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that lets Large Language Models interact with Stata software to perform regression analysis and other statistical operations.

  Last updated 2026-07-17

  4

  224

  AGPL 3.0

• MCP Server for Google

  harshfolio

  A

  license

  -

  quality

  F

  maintenance

  Enables LLMs to interact with Google Analytics 4 data through the Google Analytics Data API, supporting standard reports, real-time data, and metadata retrieval.

  Last updated 2025-03-29

  19

  MIT

• Budget Allocator

  achautha

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  license

  -

  quality

  D

  maintenance

  An interactive tool for visualizing and managing budget allocations across business categories with real-time charts and industry benchmarks. It allows users to adjust spending distributions and compare them against historical trends and startup stage data.

  Last updated 2026-02-20

  81

  MIT

• PBIXRay MCP Server

  GuyenSoto

  A

  license

  -

  quality

  D

  maintenance

  Enables LLM clients to analyze and interact with Power BI (.pbix) files, providing access to data models, DAX measures, Power Query code, table relationships, and data contents through natural language.

  Last updated 2025-07-05

  MIT

• MCP-Odoo

  yourtechtribe

  A

  license

  -

  quality

  D

  maintenance

  A bridge that allows AI agents to access and manipulate Odoo ERP data through a standardized Model Context Protocol interface, supporting partner information, accounting data, financial records reconciliation, and invoice queries.

  Last updated 2025-05-01

  14

  MIT
• 

  talonic-mcpofficial

  talonicdev

  A

  license

  A

  quality

  A

  maintenance

  Official Talonic MCP server. Lets AI agents extract structured, schema-validated data from any document, including PDFs, scans, images, spreadsheets, and forms, directly inside the chat.

  Last updated 2026-07-22

  11

  473

  5

  MIT

• Qualitative Researcher MCP

  tejpalvirk

  F

  license

  A

  quality

  D

  maintenance

  Provides tools for managing qualitative research knowledge graphs, enabling structured representation of research projects, participants, interviews, observations, codes, themes, and findings.

  Last updated 2025-03-31

  6

  9
• 

  Tenzir MCP Serverofficial

  tenzir

  A

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to interact with security data pipelines and map data to the Open Cybersecurity Schema Framework (OCSF) through Tenzir. Provides seamless integration for processing and analyzing cybersecurity data using natural language.

  Last updated 2026-04-16

  15

  8

  Apache 2.0

• document-to-json-mcp

  fashionmascherine-svg

  A

  license

  A

  quality

  B

  maintenance

  Convert PDFs to structured JSON. Extract invoices, bank statements, contracts, and more. Pay per call via x402 USDC.

  Last updated 2026-06-25

  5

  8

  MIT

• Intervals.icu MCP Server

  VSidhArt

  F

  license

  A

  quality

  D

  maintenance

  Enables AI assistants to interact with Intervals.icu fitness tracking and wellness data, allowing users to fetch, filter, and group activities or health metrics. It provides structured summaries of workouts and physical well-being through natural language queries.

  Last updated 2025-09-07

  4
• 

  zenrows-mcpofficial

  ZenRows

  A

  license

  A

  quality

  C

  maintenance

  Scrape any webpage and return clean markdown, HTML, or structured JSON. Bypasses anti-bot protection, renders JavaScript (React/Vue/Angular), supports premium residential proxies and CSS extraction. Works with any MCP client — no local install required.

  Last updated 2026-06-20

  1

  120

  19

  MIT