"CodeQL static analysis tool and semantic code analysis platform" matching MCP servers:

• 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

• MCP Code Analysis & Quality

  cbunting99

  A

  license

  -

  quality

  C

  maintenance

  Provides comprehensive code analysis through three MCP servers: static analysis for code quality and security, dependency analysis for package management and vulnerabilities, and complexity analysis for maintainability assessment across multiple programming languages.

  Last updated 2026-01-07

  1

  MIT

• alive-analysis-mcp

  with-geun

  A

  license

  -

  quality

  B

  maintenance

  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 2026-05-27

  41

  MIT

• 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

• semantic-code-mcp

  vrppaul

  F

  license

  A

  quality

  C

  maintenance

  A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.

  Last updated 2026-03-08

  3

  2

• 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

  4

  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

• 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

• 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

• MCP Chat Analysis Server

  rebots-online

  A

  license

  -

  quality

  C

  maintenance

  Facilitates semantic analysis of chat conversations through vector embeddings and knowledge graphs, offering tools for semantic search, concept extraction, and conversation pattern analysis.

  Last updated 2025-01-05

  12

  MIT

• APT Analysis MCP Server

  zrax-x

  F

  license

  -

  quality

  C

  maintenance

  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

• 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

• mcp-adr-analysis-server

  tosin2013

  A

  license

  C

  quality

  B

  maintenance

  Transform your codebase into professional architectural decision records with intelligent AI analysis

  Last updated 2026-05-26

  75

  242

  28

  MIT

• Sentiment Analysis AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  B

  maintenance

  Sentiment Analysis AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-08

  5

  MIT

• financial-analysis-mcp-server

  kablewy

  A

  license

  -

  quality

  -

  maintenance

  An MCP server for financial analysis that provides real-time and historical stock prices via Alpha Vantage and company fundamentals via Financial Modeling Prep.

  Last updated 2025-07-07

  13

  MIT

• 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

• MCP Stock Analysis Server

  giptilabs

  F

  license

  -

  quality

  C

  maintenance

  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

• Code Analysis MCP Server

  zeocax

  F

  license

  -

  quality

  C

  maintenance

  A modular MCP server that provides tools for file operations, regex-based code searching, and structural analysis of functions and classes across multiple programming languages. It also includes AI-powered features for intelligently updating files according to architectural changes.

  Last updated 2025-07-29