"Methods for Context and Data Analysis" matching MCP servers:

• methods-mcp

  webwebb56

  A

  license

  -

  quality

  C

  maintenance

  Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.

  Last updated 2026-04-18

  Apache 2.0

• Vibe Preprocessing and

  mudit14224

  F

  license

  -

  quality

  C

  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

• Data Analysis MCP Server

  boyzhang666

  F

  license

  -

  quality

  B

  maintenance

  Provides comprehensive statistical analysis tools for industrial data including time series analysis, correlation calculations, stationarity tests, outlier detection, causal analysis, and forecasting capabilities. Enables data quality assessment and statistical modeling through a FastAPI-based MCP architecture.

  Last updated 2026-03-20

  4

• xtai-mcp-data-analysis

  vaesonshu

  F

  license

  -

  quality

  C

  maintenance

  An MCP server for data analysis and visualization supporting CSV and Excel files. It enables users to generate statistical summaries and create multi-dimensional charts like heatmaps and bar plots through natural language.

  Last updated 2026-02-04

• Quick Data for Windows MCP

  Beaulewis1977

  A

  license

  -

  quality

  B

  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

• Context

  neuledge

  A

  license

  -

  quality

  D

  maintenance

  Local-first documentation for AI agents

  Last updated 2026-05-24

  420

  251

  Apache 2.0

• MCP Server for Cirro Data

  NorahZager

  -

  license

  -

  quality

  -

  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

• Gemini Data Analysis &

  falahgs

  F

  license

  -

  quality

  C

  maintenance

  A Model Context Protocol server leveraging Google's Gemini Flash 2 to analyze datasets, generate research papers, and deliver results via email.

  Last updated 2025-04-15

  4

• mrc-data

  meacheal-ai

  A

  license

  A

  quality

  C

  maintenance

  The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.

  Last updated 2026-04-19

  19

  4

  1

  Unlicense - libtelnet variant

• Context Mode

  mksglu

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.

  Last updated 2026-05-27

  11

  31,911

  15,813

  Elastic 2.0

• DEM Terrain Analysis

  ava11235

  A

  license

  A

  quality

  C

  maintenance

  AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.

  Last updated 2026-05-26

  3

  3

  MIT

• yt-analysis-mcp

  Legorobotdude

  F

  license

  A

  quality

  C

  maintenance

  Enables analysis of YouTube videos using the Gemini API to generate summaries and answer specific questions via direct URLs. It supports standard videos and shorts, allowing users to interact with video content without requiring manual downloads.

  Last updated 2026-01-21

  5

  2
• 

  ThinAir Dataofficial

  ThinAirTelematics

  A

  license

  A

  quality

  C

  maintenance

  Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema, optimization, and more.

  Last updated 2026-05-05

  4

  23

  17

  MIT

• Context MCP

  Raunak-dev-18

  A

  license

  A

  quality

  C

  maintenance

  Provides persistent context management for AI agents by storing and querying semantic information using Upstash Vector DB and Google AI embeddings. It enables semantic search, batch operations, and metadata filtering to help agents retrieve relevant stored knowledge.

  Last updated 2026-02-05

  6

  3

  MIT

• Audio Analysis MCP Server

  zachswift615

  F

  license

  A

  quality

  C

  maintenance

  Enables AI models to analyze audio files through numerical fingerprints, pitch tracking, and visual spectrograms without requiring direct audio playback. It provides tools for comparing audio iterations and detecting patterns using token-efficient analysis operations.

  Last updated 2025-12-11

  1

• Artificial Analysis MCP Server

  davidhariri

  A

  license

  A

  quality

  C

  maintenance

  Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.

  Last updated 2026-01-13

  2

  25

  4

  MIT

• open-context

  incu6us

  A

  license

  A

  quality

  B

  maintenance

  A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.

  Last updated 2026-03-25

  18

  3

  MIT

• Code Analysis MCP Server

  saiprashanths

  F

  license

  A

  quality

  C

  maintenance

  The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.

  Last updated 2025-02-08

  4

  24

• Web Analysis MCP

  himly0302

  F

  license

  B

  quality

  C

  maintenance

  Enables intelligent web searching using SearXNG with content crawling via Creeper, then summarizes webpage content using LLM to avoid token limit issues. Supports smart filtering with domain blacklist/whitelist and optional LLM-based relevance filtering.

  Last updated 2026-01-29

  1

• mcp-audio-analysis

  hugohow

  A

  license

  B

  quality

  C

  maintenance

  MCP to analyse local audio file.

  Last updated 2025-08-12

  8

  24

  MIT