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

• Context Mode

  mksglu

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  license

  A

  quality

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  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 2026-07-31

  11

  20,611

  19,520

  Elastic 2.0

• Massive Context MCP

  egoughnour

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  license

  A

  quality

  C

  maintenance

  An MCP server that enables processing of massive datasets up to 10M+ tokens using a recursive language model pattern for strategic chunking and analysis. It automates sub-queries and result aggregation using free local inference via Ollama or the Claude API to handle context beyond standard prompt limits.

  Last updated 2026-01-25

  17

  1

  MIT

• MCP server for Revit - Python

  mcp-servers-for-revit

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  license

  A

  quality

  C

  maintenance

  Enables Large Language Models to access and manipulate Autodesk Revit models through a pyRevit-based bridge and the Model Context Protocol.

  Last updated 2026-07-26

  20

  158

  MIT

• data-filter-mcp

  alxark

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  license

  A

  quality

  A

  maintenance

  Local MCP server that registers restricted Python filters and runs them against local JSON, YAML, and TXT files, enabling safe data filtering and file conversion.

  Last updated 2026-06-15

  3

  6

  MIT

• Context Optimizer MCP Server

  malaksedarous

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  license

  A

  quality

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  maintenance

  Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.

  Last updated 2025-08-30

  5

  38

  62

  TypeScript

  MIT

• MCP File Context Server

  bsmi021

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  license

  B

  quality

  F

  maintenance

  A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.

  Last updated 2025-07-10

  6

  15

  38

  MIT

• Claude MCP Data Explorer

  tofunori

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  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server that enables Claude to load CSV files and execute JavaScript data analysis scripts for advanced data exploration and insights generation.

  Last updated 2025-03-08

  2

  9

  MIT

• Sketch Context MCP

  jshmllr

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  license

  -

  quality

  F

  maintenance

  MCP server to provide Sketch layout information to AI coding agents like Cursor

  Last updated 2026-02-05

  34

  72

  MIT

• Pandas-MCP Server

  meghavarshini-kumareshan

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  license

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  quality

  C

  maintenance

  Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through MCP protocol.

  Last updated 2026-07-07

  MIT

• claude-debugs-for-you

  jasonjmcghee

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  quality

  C

  maintenance

  Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.

  Last updated 2025-12-20

  46

  513

  MIT

• llm-context

  cyberchitta

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  license

  B

  quality

  D

  maintenance

  Share code context with LLMs via MCP or clipboard

  Last updated 2026-07-28

  4

  305

  Apache 2.0

• MCP Server for continue.dev

  alexsmirnov

  F

  license

  C

  quality

  B

  maintenance

  A Python server implementing the Model Context Protocol to provide customizable prompt templates, resources, and tools that enhance LLM interactions in the continue.dev environment.

  Last updated 2026-07-18

  1

  9

• Agent Data Bridge

  AriaScarlet132

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  license

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  quality

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  maintenance

  An MCP server that provides data bridging from Spring Boot interfaces and a lightweight Python sandbox for script execution. It enables agents to fetch data as Markdown or Parquet files and perform automated data analysis within a controlled environment.

  Last updated 2026-01-16

  MIT

• Template MCP Server

  redhat-data-and-ai

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  license

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  quality

  D

  maintenance

  A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.

  Last updated 2026-07-27

  65

  Apache 2.0

• MCP Server for MySQL

  zhaoxin34

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  license

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  quality

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  maintenance

  A Model Context Protocol server providing read-only access to MySQL databases, enabling LLMs to inspect database schemas and execute read-only queries.

  Last updated 2025-04-02

  30

  1

  MIT

• OpenAI and Claude MCP

  Spysailor

  A

  license

  -

  quality

  D

  maintenance

  A simple server that acts as a Master Control Program (MCP) for unified interaction with OpenAI and Anthropic (Claude) AI models through a single API endpoint.

  Last updated 2025-04-13

  52

  MIT

• MCP Server for MySQL

  hkk101

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  license

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  quality

  D

  maintenance

  A Model Context Protocol server that provides read-only access to MySQL databases, enabling LLMs to inspect database schemas and execute read-only queries.

  Last updated 2025-02-24

  12,165

  MIT

• MCP Sentiment Analysis Server

  jimthompson5802

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  license

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  quality

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  maintenance

  This server implements the Model Context Protocol to provide sentiment analysis of text, returning polarity, subjectivity, and overall assessment (positive, negative, or neutral).

  Last updated 2025-10-11

  MIT

• MCP For Unity

  yunuscan

  F

  license

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  quality

  C

  maintenance

  Enables AI clients to interact with and control the Unity Editor through a Python MCP server bridge, allowing natural language-based Unity project manipulation.

  Last updated 2025-12-10

• Context Engineering MCP

  devsully

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  license

  -

  quality

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  maintenance

  A platform that transforms AI development with intelligent context management, optimization, and prompt engineering, enabling developers to enhance model performance through structured context management and optimization tools.

  Last updated 2025-07-29