Discover Awesome MCP Servers

MCP Prompt Cleaner

Enhances and cleans raw prompts using AI to make them more clear, actionable, and effective. Provides quality assessment, suggestions, and supports both general and code-specific optimization modes.

ovh-api-mcp

Code Mode MCP server for the OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript.

MCP Jira

Enables AI assistants to interact with Jira Cloud and Server/Data Center deployments for issue management, project tracking, and workflow automation. Supports multiple authentication methods including API tokens, OAuth 2.0, and personal access tokens.

ExpenseTracker MCP Server

Enables AI assistants to manage personal finances by storing, analyzing, and exporting expense data using a persistent PostgreSQL database. Supports adding/editing expenses, generating spending summaries, detecting top categories, and creating monthly reports.

Saffron MCP Server

Enables AI assistants to interact with Saffron recipe management functionality, including creating and updating recipes, importing from websites or text, and organizing cookbooks. Provides comprehensive recipe management capabilities through Saffron's API with support for ingredients, instructions, timing, and metadata.

Gemini Docs Server

通过 Gemini API 提供精选的文档访问，使用户能够有效地查询和交互技术文档，从而克服上下文和搜索限制。

Text-to-GraphQL MCP Server

Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.

mcp-mifosx

为金融机构集成 Mifos X 的 MCP 服务器，Mifos X 是一个开源的核心银行解决方案，可用于管理客户、贷款、储蓄、股份、金融交易和生成财务报告。

Stamn MCP Server

Enables AI agents to interact with the Stamn platform for creating, managing, and reacting to blog posts. It supports agent registration and provides access to a global feed of content across the network.

Help Scout MCP Server

Connects Claude and other AI assistants to Help Scout customer support data with advanced search capabilities, conversation analysis, and enterprise-grade security features including PII redaction.

Punjab Technical Education MCP Server

This MCP server enables interaction with the Punjab State Board of Technical Education and Industrial Training API, allowing access to technical education services and information through natural language.

AgentScore MCP Server

Provides access to the AgentScore Registry on Base Sepolia to retrieve agent reputation scores, history, and registration details. It enables trustless querying of agent performance metrics through standard Model Context Protocol tools.

MCP SVG Converter

一个模型上下文协议服务器，提供将 SVG 代码转换为高质量 PNG 和 JPG 图像的工具，并具有详细的自定义选项。

Sigma MCP Server

Enables users to interact with the Sigma Computing API to analyze documents and manage analytics data via a serverless AWS architecture. It features document search and analytics capabilities with DynamoDB-backed caching for optimized performance.

marm-mcp

MARM MCP provides persistent memory and structured session context beneath any AI tool, so your agents learn, remember, and collaborate across all your workflows.

Noctua MCP Server

Enables editing and querying of Gene Ontology Causal Activity Models (GO-CAMs) through the Barista API. Supports model creation, individual and fact management, evidence addition, and causal pathway construction for biological knowledge representation.

mcp-vibe-check

Custom version of vibecheck

PDF Manipulation MCP Server

Enables comprehensive PDF operations including text/image manipulation, annotations, form fields, page merging/splitting/cropping, and metadata management using PyMuPDF.

Overwatch MCP

An MCP server that enables querying logs and metrics from Graylog, Prometheus, and InfluxDB 2.x. It provides tools for executing Lucene log searches, PromQL queries, and Flux queries directly within MCP-compatible clients.

CardPilot Remote MCP Server

Provides tools to fetch and analyze credit card data with filtering options for banks, categories, and user personas. It also offers access to educational guides to assist in making informed financial recommendations.

Smart Tree - ST

Smart Tree MCP cuts storage by up to 95% using quantum-context compression — not just files, but full project histories. Track, compress, and version smarter with zero-bloat ops across Git, FS, and memory.

Firecrawl MCP Server

Integrates Firecrawl's web scraping capabilities into MCP, enabling web scraping, crawling, content extraction, search, and structured data extraction with automatic retries and rate limiting.

BlenderMCP

Connects Claude AI to Blender via the Model Context Protocol to enable prompt-assisted 3D modeling, scene creation, and object manipulation. It allows users to control Blender through natural language for tasks such as modifying materials, inspecting scenes, and executing custom Python code.

Awesome MCP ZH

MCP 资源精选 (MCP zīyuán jīngxuǎn), MCP 指南 (MCP zhǐnán), Claude MCP, MCP 服务器 (MCP fúwùqì), MCP 客户端 (MCP kèhùduān)

CashChat MCP Server

Connects CashChat financial data to AI assistants, enabling users to manage transactions, view spending summaries, and track category breakdowns through natural language. It supports both local stdio and remote URL-based connections with secure OAuth 2.0 authentication.

MCP Server

A production-grade Model Context Protocol server that enables secure management of context data through a React dashboard, supporting ZIP processing, context approval workflows, and system monitoring.

AutoSpectra MCP Server

一个强大的浏览器自动化和测试服务器，使用模型上下文协议（MCP）。它使人工智能代理能够控制浏览器、生成测试，并执行可访问性测试，同时具备云集成能力。

Search MCP Server

A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.