"Powerful MCP servers with licensing, quality standards, and maintenance support" matching MCP servers:

• Healthcare Data Quality MCP

  muyogalega25

  F

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to run healthcare data quality checks (completeness, integrity, consistency, temporal accuracy) on claims and EHR data files, returning severity-scored findings for governance reporting.

  Last updated 2026-07-31

• 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

• MCP CSV Analysis with Gemini

  falahgs

  F

  license

  B

  quality

  D

  maintenance

  An MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.

  Last updated 2025-04-12

  3

  2

• Databases MCP Server (Access

  Carltk

  A

  license

  -

  quality

  D

  maintenance

  Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databases, including read-only support for Access 97 databases. Supports executing SQL queries, importing/export data from CSV and Excel files, and storing notes about database files.

  Last updated 2026-01-05

  MIT

• Golf v2 MCP Server

  ag2-mcp-servers

  F

  license

  -

  quality

  C

  maintenance

  An auto-generated Multi-Agent Conversation Protocol server that enables interaction with professional golf data through the SportsData.io Golf v2 API.

  Last updated 2025-07-16

• nexus-adf

  njagan04

  F

  license

  -

  quality

  B

  maintenance

  Enables Claude to diagnose and fix Azure Data Factory pipeline failures with automated rollback.

  Last updated 2026-07-28

  1

• Data Labeling MCP Server

  ag2-mcp-servers

  F

  license

  -

  quality

  D

  maintenance

  An MCP Server that enables interaction with Google's Data Labeling API, allowing users to manage datasets, annotations, and labeling tasks through natural language commands.

  Last updated 2025-07-12

• dbt-investigator

  ARAVINDHRAJA123

  F

  license

  -

  quality

  B

  maintenance

  Enables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident reports.

  Last updated 2026-07-03

  1

• Vibe Preprocessing and

  mudit14224

  F

  license

  -

  quality

  D

  maintenance

  Enables users to preprocess, analyze, and visualize CSV data through comprehensive tools for data manipulation, statistical analysis, and graph generation.

  Last updated 2025-04-20

  3

• MCP Server: Scalable OpenAPI

  baryhuang

  A

  license

  -

  quality

  C

  maintenance

  This server facilitates scalable discovery and execution of OpenAPI endpoints using semantic search and high-performance processing, overcoming limitations of large spec handling for streamlined API interactions.

  Last updated 2025-04-14

  82

  MIT

• Stock Market Data and

  accelizero

  F

  license

  -

  quality

  D

  maintenance

  Provides stock market data and computes technical indicators like EMA, MACD, and RSI across multiple timeframes using the LongPort API and TA-Lib. It enables users to perform detailed financial analysis and multi-timeframe market reviews through standard MCP tools.

  Last updated 2025-11-17

• data-profiler-mcp

  haiiibin

  A

  license

  A

  quality

  A

  maintenance

  Enables LLMs to profile and analyze tabular data files (CSV, Parquet, Excel, JSON) by extracting schema, statistics, data quality issues, and dtype suggestions, returning structured JSON.

  Last updated 2026-07-30

  4

  6

  1

  MIT

• Base64 MCP Server

  liuyazui

  A

  license

  A

  quality

  D

  maintenance

  A simple and efficient MCP server that provides Base64 encoding and decoding functionality for both text and images with support for Data URL format.

  Last updated 2025-06-12

  4

  3

  MIT
• 

  Teradata MCP Serverofficial

  Teradata

  A

  license

  A

  quality

  A

  maintenance

  A server providing tools for querying and analyzing Teradata databases, including database management, data quality assessment, and SQL execution capabilities through an MCP interface.

  Last updated 2026-07-30

  47

  53

  MIT

• DICOM/HL7/FHIR

  NyxToolsDev

  A

  license

  A

  quality

  D

  maintenance

  Built by a healthcare IT engineer with 19 years of PACS/RIS/integration experience. Bridges DICOM, HL7v2, and FHIR — maps between standards, decodes vendor private tags (GE, Siemens, Philips), generates Mirth Connect channels, and explains integration patterns. 12 tools covering tag lookup, message parsing, cross-standard mapping, and channel generation.

  Last updated 2026-07-29

  17

  4

  MIT
• 

  Clarity Data Export MCP Serverofficial

  microsoft

  A

  license

  A

  quality

  F

  maintenance

  A Model Context Protocol server that lets you fetch Microsoft Clarity analytics data through Claude for Desktop or other MCP-compatible clients, with support for filtering by dimensions and retrieving various metrics.

  Last updated 2026-02-24

  3

  6,658

  93

  MIT

• quickchart-mcp-server

  TakanariShimbo

  A

  license

  A

  quality

  D

  maintenance

  This Model Context Protocol (MCP) server provides powerful visualization tools using QuickChart.io APIs. With this MCP, AI assistants can create charts, diagrams, barcodes, QR codes, word clouds, tables, and more.

  Last updated 2025-08-01

  12

  74

  2

  MIT

• AirNow MCP Server

  prsantos-com

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol implementation that enables LLMs to access real-time, forecasted, and historical U.S. air quality data through the AirNow API.

  Last updated 2025-06-21

  10

  32

  MIT

• 0xPdf MCP

  risha-max

  A

  license

  A

  quality

  C

  maintenance

  Wraps the 0xPdf HTTP API to enable AI agents to parse PDF invoices and forms into JSON using configurable schemas, with support for synchronous and asynchronous parsing.

  Last updated 2026-07-15

  15

  MIT
• 

  Token Metrics MCP Serverofficial

  token-metrics

  A

  license

  B

  quality

  -

  maintenance

  Token Metrics MCP Server

  Last updated 2026-01-06

  19

  3

  18

  TypeScript