"Resources and Tools for Code Analysis" 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

• Robot Resources Scraper

  robot-resources

  A

  license

  B

  quality

  F

  maintenance

  Web scraper and token compressor that converts HTML to clean markdown with 70-80% fewer tokens. Single-page compression and multi-page BFS crawling with auto-fallback fetch modes.

  Last updated 2026-04-28

  2

  9

  1

  MIT

• Database Tools for Claude AI

  elber-code

  A

  license

  B

  quality

  C

  maintenance

  MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.

  Last updated 2025-04-17

  6

  1

  4

  4

  MIT
• 

  Robot Resources Routerofficial

  robot-resources

  A

  license

  -

  quality

  F

  maintenance

  LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest capable model across OpenAI, Anthropic, and Google. Provides stats, config, and model comparison tools via MCP.

  Last updated 2026-04-28

  14

  1

  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

• 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

• AWS Resources MCP Server

  baryhuang

  A

  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.

  Last updated 2025-08-13

  1

  24

  MIT

• Gemini MCP Server for Claude

  raydollete

  A

  license

  A

  quality

  B

  maintenance

  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-05-09

  3

  Apache 2.0

• 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

• Code-MCP

  millsydotdev

  F

  license

  B

  quality

  -

  maintenance

  Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.

  Last updated 2025-12-08

  35

  17

• Code Buddy

  Abhi-vish

  A

  license

  C

  quality

  C

  maintenance

  A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.

  Last updated 2025-12-08

  28

  7

  MIT

• Development Tools MCP Server

  code-alchemist01

  A

  license

  C

  quality

  C

  maintenance

  Provides comprehensive code analysis (quality, complexity, linting, dependencies, security) and web scraping capabilities (static/dynamic content, API discovery) for development workflows.

  Last updated 2025-11-15

  42

  5

  1

  MIT

• Usage And Billing MCP Server

  BACH-AI-Tools

  A

  license

  C

  quality

  C

  maintenance

  Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

  Last updated 2025-12-07

  18

  MIT
• 

  Axme-codeofficial

  AxmeAI

  A

  license

  -

  quality

  C

  maintenance

  Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.

  Last updated 2026-05-23

  43

  10

  MIT

• Frontend Code Analysis MCP

  cmc12138

  A

  license

  -

  quality

  C

  maintenance

  Analyzes frontend project code (React, Vue, Angular) and converts it into AI-understandable flow diagrams and object structures. Provides tools for code analysis, variable/function/component inspection, and project structure insights.

  Last updated 2025-09-21

  4

  MIT