Discover Awesome MCP Servers

Vibecoders MCP

One MCP that turns Claude Code into your whole dev stack by swallowing other MCP servers, delegating to Codex & Gemini on your CLI subscriptions, remembering projects in a searchable knowledge graph, and carrying setup across sessions — secret-free by design.

Python Code Guardian MCP Server

Enables automated Python code quality checks including linting, complexity analysis, typo detection, structure validation, duplicate detection, and test coverage, with integration into Cursor IDE and CLI.

Exa MCP Server

Connects AI assistants to Exa AI's search capabilities, enabling web search, company research, URL crawling, LinkedIn search, and specialized code search across GitHub repos, documentation, and Stack Overflow for finding relevant coding context and examples.

buildin-mcp

Enables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content.

bitbank-mcp-server

Integrates bitbank's cryptocurrency market data with Claude to provide advanced technical analysis, pattern detection, and SVG chart generation. It enables users to perform complex market evaluations using real-time pricing, volatility metrics, and flow analysis through natural language interactions.

Unity x Claude MCP Server

An MCP server that provides 20 tools to control the Unity Editor with natural language, including scene management, component manipulation, script generation, asset handling, project settings, builds, and live C# execution.

Azure AI Search Integration

用于 Azure 认知搜索的模型上下文协议服务器

reporelay

Self-hosted MCP server for indexing and searching code repositories via hybrid search and deep code understanding.

Doctah-MCP

Enables AI assistants to search and access Arknights game data including operator information, enemy intelligence, skills, talents, and attributes through PRTS.wiki integration. Provides fuzzy search functionality for operators and enemies with clean Markdown output.

mystreet

MCP oracle of reputation for ia agent

proxy-mcp

Universal MCP proxy server that discovers, searches, and executes tools across all configured MCP servers from a single entry point.

Nanonets MCP Server

Converts images, PDFs, Word documents, and Excel spreadsheets to structured markdown using Nanonets OCR, with support for tables, LaTeX equations, and complex layouts.

Airframe MCP Client

Connects AI agents to Airframe's product intelligence and expert network, enabling product search, comparison, expert discovery, and market research queries.

MCP Technopark Job Search

Enables AI assistants to search and retrieve real-time job listings from the Technopark job portal using Puppeteer web scraping. Users can search by role or keyword to obtain job details including company name, closing date, and posted date.

Recursive Thinking MCP Server

Enables AI agents to achieve production-ready solutions through iterative refinement and recursive thinking processes. It features token optimization via context compression and session-based tracking to improve problem-solving depth while minimizing cost.

code-quality-mcp

Hybrid code quality analysis server combining fast logic-based checks with AI-powered deep analysis, offering tools for summaries, quick wins, and trend tracking.

Markdown RAG Documentation

Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

MCP Finnhub Server

Provides comprehensive financial market data and news through the Finnhub API. Enables real-time stock quotes, company profiles, financial metrics, analyst recommendations, and market news access.

NearIQ MCP Server

Connects NearIQ competitive intelligence to AI tools like Claude Desktop, Claude Code, Cursor, and Windsurf, enabling queries about competitors, reviews, rank tracking, and more.

HubSpot Extended MCP Server

A standalone MCP server that extends HubSpot functionality for post-call processing and pre-call preparation workflows.

Document Convert MCP

Enables document format conversion between Word, Markdown, PDF, HTML, and plain text, supporting batch operations and format validation via the AI MCP protocol.

gsd-mcp-server

MCP server for the GSD (Get Shit Done) lifecycle framework. Exposes GSD project state, phases, milestones, and commands as MCP tools and resources.

MCP JSONDiff Kel

An efficient MCP server for performing accurate, deep comparisons between JSON objects or strings using the deepdiff engine. It provides AI agents with standardized difference reports, supporting nested structures and various input formats to ensure precise data analysis.

Debug-MCP

Enables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.

commerce-mcp-server

Enables e-commerce operations such as product search, price updates, and order notes via MCP tools, with secure credential handling.

context7-mcp

Context7 MCP is a service that provides developers with the latest code documentation and examples. By integrating into the development environment, it ensures that the code generated by LLMS is based on the latest library documentation.

Swift Test MCP Server

Enables running Swift package tests through the swift test command in specified directories. Provides a secure way for MCP clients to execute Swift tests without requiring full shell access.

mcp-bitbucket

Access all major Bitbucket Cloud features—repositories, pull requests, issues, branches, pipelines, deployments, and more—using a modern Rust codebase. Expose Bitbucket as Model Context Protocol (MCP) tools, ideal for bots, CI/CD, and workflow automation.

Quack MCP Server

An intelligent continuous integration server that provides automated Python code analysis, linting, and static type checking through the Model Context Protocol. It enables AI assistants to perform quality assessments and run tests using tools like pylint, mypy, and pytest.