"A tool for data-based inference analysis and summarization" matching MCP servers:

• Data Discovery Tool

  SofiaPurtova

  -

  security

  F

  license

  -

  quality

  Enables AI agents to index and search across SQLite databases and CSV files to discover table schemas and column metadata. It provides a unified MCP API for data source management and structural exploration through natural language.

  Last updated 2026-03-18

• Vibe Preprocessing and

  mudit14224

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  security

  F

  license

  -

  quality

  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

• xtai-mcp-data-analysis

  vaesonshu

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  security

  F

  license

  -

  quality

  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

• MCP-summarization-functions

  Braffolk

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  security

  A

  license

  -

  quality

  Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.

  Last updated 2025-06-15

  15

  37

  MIT

• Data Analysis MCP Server

  boyzhang666

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  security

  F

  license

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  quality

  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

• Quick Data for Windows MCP

  Beaulewis1977

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  security

  A

  license

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  quality

  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

• Gemini Data Analysis &

  falahgs

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  security

  F

  license

  -

  quality

  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

• Perplexity Tool for Claude

  letsbuildagent

  A

  security

  A

  license

  -

  quality

  A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.

  Last updated 2024-12-05

  1

  5

  MIT

• GEO Analysis for AI SEO

  houtini-ai

  A

  security

  A

  license

  B

  quality

  GEO (Generative Engine Optimisation). This tool shows you exactly how AI search engines see your content - claim density, writing quality, E-E-A-T signals, extractability. Research-backed metrics that correlate with 40% higher AI citation rates.

  Last updated 2026-03-22

  2

  37

  15

  MIT

• MCP Server for Cirro Data

  NorahZager

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  security

  -

  license

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  quality

  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

• A-Share MCP Server

  firmmaple

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  security

  A

  license

  -

  quality

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• Scancode License Analysis Tool

  bivex

  A

  security

  F

  license

  -

  quality

  Analyzes software licenses using Scancode data to help users identify problematic licenses, affected files, and compliance issues through the Model Context Protocol.

  Last updated 2025-07-13

  5

• alive-analysis-mcp

  with-geun

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  security

  A

  license

  -

  quality

  MCP server for alive-analysis. Query, search, and retrieve structured analysis history written with the ALIVE loop (Ask→Look→Investigate→Voice→Evolve), plus dashboard JSON export.

  Last updated 2026-03-23

  33

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  security

  A

  license

  -

  quality

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• Two Truths and a Twist

  ErgodicLabs

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  security

  A

  license

  -

  quality

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• QuantClaw Data

  yoniassia

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  security

  F

  license

  -

  quality

  Provides access to a comprehensive financial intelligence platform featuring real-time market data, quantitative models, and alternative data sources. It enables users to perform advanced financial analysis including options analytics, portfolio modeling, and SEC filing research.

  Last updated 2026-04-02

• Tool-Plaid

  reilly3000

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  security

  F

  license

  -

  quality

  Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

  Last updated 2025-12-24

• Web Analysis MCP

  himly0302

  A

  security

  F

  license

  -

  quality

  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 Tool

  PiuQiuPiaQia

  A

  security

  F

  license

  -

  quality

  A server built on mcp-framework that enables integration with Claude Desktop through the Model Context Protocol.

  Last updated 2025-10-15

  1

  1

• yt-analysis-mcp

  Legorobotdude

  A

  security

  F

  license

  -

  quality

  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

  1
• 

  EOSC Data Commons Searchofficial

  EOSC-Data-Commons

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  security

  A

  license

  -

  quality

  Enables natural language search and discovery of open-access scientific datasets through the EOSC Data Commons OpenSearch service. Provides tools to search datasets and retrieve file metadata using LLM-assisted queries.

  Last updated 2026-04-01

  14

  MIT

• agent-tool

  knewstimek

  A

  security

  A

  license

  A

  quality

  Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.

  Last updated 2026-04-16

  2

  51

  15

  MIT

• MCP Reflection Tool

  fourcolors

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  security

  F

  license

  -

  quality

  Provides a 'reflect' tool that creates cognitive checkpoints for AI assistants, forcing structured step-by-step reasoning through complex problems to improve accuracy and maintain context during task execution.

  Last updated 2025-08-30

  1

  6

• A-MEM: Agentic Memory System

  tobs-code

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  security

  F

  license

  -

  quality

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  6

• Artificial Analysis MCP Server

  davidhariri

  A

  security

  A

  license

  -

  quality

  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

  20

  3

  MIT

• mrc-data

  meacheal-ai

  A

  security

  F

  license

  A

  quality

  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 2026-04-15

  19

  119

  1

• graph-tool-call

  SonAIengine

  A

  security

  A

  license

  A

  quality

  Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

  Last updated 2026-04-09

  6

  6

  MIT

• SQL Analysis MCP Server

  jjdelorme

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  security

  F

  license

  -

  quality

  An MCP server designed for SQL analysis that demonstrates sampling capabilities by interacting with SQL files in a local directory. It provides a framework for testing client-side sampling while managing SQL-based contexts.

  Last updated 2025-08-05

• Remote MCP Server for Website

  elizabethsiegle

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  security

  F

  license

  -

  quality

  An authless Cloudflare Workers server that provides tools to scrape, analyze, and answer questions about websites using Cloudflare's Browser Rendering and AI capabilities.

  Last updated 2025-05-01

  6

• A-Share MCP Server

  24mlight

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• Twitter MCP Tool

  jalaj-pandey

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  security

  F

  license

  -

  quality

  A Python-based tool that streamlines social media tasks by enabling users to post tweets, track username changes, fetch recent tweets, and send direct messages on Twitter.

  Last updated 2025-05-07

• APT Analysis MCP Server

  zrax-x

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  security

  F

  license

  -

  quality

  Assists in Advanced Persistent Threat malware analysis by providing tools to securely download samples via jump servers using SSH and SCP. It enables automated retrieval of remote files through a multi-hop configuration for analysis workflows.

  Last updated 2026-02-02

• No-as-a-Service (NoaaS)

  Koneisto

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  security

  A

  license

  -

  quality

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• Code Analysis MCP Server

  saiprashanths

  A

  security

  F

  license

  -

  quality

  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

  23

• db-mcp-tool

  wirdes

  A

  security

  A

  license

  -

  quality

  A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.

  Last updated 2025-03-07

  9

  5

  MIT

• mcp-audio-analysis

  hugohow

  A

  security

  A

  license

  -

  quality

  MCP to analyse local audio file.

  Last updated 2025-08-12

  8

  21

  MIT

• News Analysis Agent MCP Server

  MayssenBHA

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  security

  F

  license

  -

  quality

  Provides tools for fetching real-time news and performing AI-powered sentiment analysis and summarization using Mistral AI. It enables users to analyze news trends and extract structured insights through natural language queries.

  Last updated 2025-08-22

• Audio Analysis MCP Server

  zachswift615

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  security

  F

  license

  -

  quality

  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

• MCP Tool Factory

  tarunjain15

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  security

  F

  license

  -

  quality

  A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.

  Last updated 2025-11-23

• Chainflip Broker as a Service

  CumpsD

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  security

  A

  license

  -

  quality

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• MCP Think Tool

  piotrpalek

  A

  security

  F

  license

  -

  quality

  An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.

  Last updated 2025-03-25

  1

  1

• MCP Think Tool

  DannyMac180

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  security

  A

  license

  -

  quality

  An MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.

  Last updated 2025-04-01

  131

  MIT

• Claude Data Buddy

  iramk11

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  security

  F

  license

  -

  quality

  Enables conversational analysis of CSV and Parquet files through natural language, providing statistics, summaries, data type information, and comprehensive multi-step data analysis.

  Last updated 2025-12-08

• Advertising-Analysis

  xiaobenyang-com

  A

  security

  A

  license

  -

  quality

  A demonstration project of an MCP server for injecting advertisements into LLM responses, showcasing the risks of advertising injection middleware.

  Last updated 2026-01-09

  6

  2

  Apache 2.0

• Qwen MCP Tool

  Jaggerxtrm

  A

  security

  F

  license

  -

  quality

  Enables AI assistants to leverage Qwen's code analysis capabilities with large context windows, supporting file/directory analysis, sandbox execution, and multiple approval modes for safe code operations.

  Last updated 2025-10-29

  3

  15

  3

• MCP Stock Analysis Server

  giptilabs

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  security

  F

  license

  -

  quality

  Provides access to real-time and historical Indian stock data via Yahoo Finance API, enabling local LLMs to retrieve stock information through MCP-compatible agents like Claude Desktop and Cursor.

  Last updated 2025-04-01

  2

• MCP Data Wrangler

  shibuiwilliam

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.

  Last updated 2025-03-30

  16

  8

  MIT

• OpenCode MCP Tool

  gilby125

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with multiple AI models through the OpenCode CLI with a unified interface. Supports plan mode for structured analysis, flexible model selection, and natural language queries with file references.

  Last updated 2025-12-02

  6

• swagger-mcp-tool

  sdlbp

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  security

  A

  license

  -

  quality

  A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documentation from local files or remote URLs. It enables users to search for APIs, retrieve detailed endpoint definitions, and fetch schemas to facilitate code generation and API integration.

  Last updated 2026-01-29

  26

  3

  MIT

• Todo for AI MCP Server

  todo-for-ai

  -

  security

  A

  license

  -

  quality

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  4

  Apache 2.0